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{"person_or_org": {"type": "personal", "name": "Huang, Zheao", "given_name": "Zheao", "family_name": "Huang", "identifiers": [{"identifier": "0000-0002-4715-4598", "scheme": "orcid"}]}, "role": {"id": "datacollector", "title": {"en": "Data collector"}}, "affiliations": [{"name": "TU Wien"}]}], "related_identifiers": [{"identifier": "10.1039/D6TA02595A", "scheme": "doi", "relation_type": {"id": "issupplementedby", "title": {"en": "Is supplemented by"}}, "resource_type": {"id": "publication-article", "title": {"de": "Zeitschriftenartikel", "en": "Journal Article"}}}], "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}], "description": "<h3>Context and methodology</h3>\n<ul>\n<li>This dataset contains the raw experimental data supporting the research article accepted in&nbsp;<em>Journal of Materials Chemistry A</em> (DOI: <span>10.1039/D6TA02595A</span>)</li>\n<li>The files provide the raw and processed data used to characterize the structural, optical and chemical properties of the synthesized materials, as well as CO2 reduction activity data. For detailed synthesis protocols, experimental setups, and comprehensive discussion of these results, please refer to the original publication and its Supplementary Information.</li>\n</ul>\n<h3>Technical details</h3>\n<ul>\n<li>What is the structure of this dataset? Do the folders and files follow a certain naming convention?</li>\n<li>Is any specific software required to open and work with this dataset?</li>\n<li>Are there any additional resources available regarding the dataset, e.g. documentation, source code, etc.?</li>\n</ul>\n<h3>Further details</h3>\n<ul>\n<li>Users are kindly requested to cite the original article when reusing any part of this dataset.</li>\n</ul>", "funding": [{"funder": {"id": "013tf3c58", "name": "FWF Austrian Science Fund"}, "award": {"number": "10.55776/COE5", "title": {"en": "Cluster of Excellence MECS"}}}, {"funder": {"id": "03anc3s24", "name": "Austrian Academy of Sciences"}, "award": {"title": {"en": "DOC-Stipendium"}}}]}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": {"active": false, "reason": null}, "status": "open"}, "files": {"enabled": true, "order": [], "count": 3, "total_bytes": 45605204, "entries": {"TEM.zip": {"id": "4668458d-0eaf-415d-bca3-08ff649dcc91", "checksum": 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"creators": [{"person_or_org": {"type": "personal", "name": "Krasna, Hana", "given_name": "Hana", "family_name": "Krasna", "identifiers": [{"identifier": "0000-0001-8660-649X", "scheme": "orcid"}]}, "role": {"id": "producer", "title": {"en": "Producer"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}], "title": "Time series of VLBI radio source positions at K-band", "publisher": "TU Wien", "publication_date": "2026-05-11", "subjects": [{"id": "http://www.oecd.org/science/inno/38235147.pdf?1.5", "subject": "Earth and related environmental sciences", "scheme": "FOS"}, {"subject": "VLBI"}, {"subject": "VLBA"}, {"subject": "K-band"}, {"subject": "Radio source coordinates"}], "contributors": [{"person_or_org": {"type": "personal", "name": "de Witt, Aletha", "given_name": "Aletha", "family_name": "de Witt", "identifiers": [{"identifier": "0000-0001-9885-4220", "scheme": "orcid"}]}, "role": {"id": "projectleader", "title": {"en": "Project leader"}}, "affiliations": [{"id": "022j2n646", "name": "South African Radio Astronomy Observatory", "identifiers": [{"identifier": "022j2n646", "scheme": "ror"}, {"identifier": "grid.507324.7", "scheme": "grid"}]}]}, {"person_or_org": {"type": "personal", "name": "Gordon, David", "given_name": "David", "family_name": "Gordon", "identifiers": [{"identifier": "0000-0001-8009-995X", "scheme": "orcid"}]}, "role": {"id": "workpackageleader", "title": {"en": "Work package leader"}}, "affiliations": [{"id": "048s2rn92", "name": "United States Naval Observatory", "identifiers": [{"identifier": "048s2rn92", "scheme": "ror"}, {"identifier": "grid.440354.2", "scheme": "grid"}, {"identifier": "0000 0004 0600 6905", "scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Jacobs, Christopher S.", "given_name": "Christopher S.", "family_name": "Jacobs", "identifiers": [{"identifier": "0000-0003-0828-1401", "scheme": "orcid"}]}, "role": {"id": "projectmember", "title": {"en": "Project member"}}, "affiliations": [{"id": "027k65916", "name": "Jet Propulsion Laboratory", "identifiers": [{"identifier": "027k65916", "scheme": "ror"}, {"identifier": "grid.211367.0", "scheme": "grid"}, {"identifier": "0000 0004 0637 6500", "scheme": "isni"}]}, {"id": "05dxps055", "name": "California Institute of Technology", "identifiers": [{"identifier": "05dxps055", "scheme": "ror"}, {"identifier": "grid.20861.3d", "scheme": "grid"}, {"identifier": "0000 0001 0706 8890", "scheme": "isni"}]}]}], "related_identifiers": [{"identifier": "10.1007/1345_2023_209", "scheme": "doi", "relation_type": {"id": "isdocumentedby", "title": {"en": "Is documented by"}}, "resource_type": {"id": "publication-article", "title": {"de": "Zeitschriftenartikel", "en": "Journal Article"}}}, {"identifier": "10.3847/1538-3881/aca012", "scheme": "doi", "relation_type": {"id": "isdocumentedby", "title": {"en": "Is documented by"}}, "resource_type": {"id": "publication-article", "title": {"de": "Zeitschriftenartikel", "en": "Journal Article"}}}], "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}], "description": "<h3>Content</h3>\n<p>Time series of 1210 radio source positions at K-band from Very Long Baseline Array.</p>\n<p>Number of radio sources with session-wise estimated coordinates:</p>\n<ul>\n<li>1089 in vie_k_250819a</li>\n<li>1097 in vie_k_250819b</li>\n</ul>\n<p>Positions of defining ICRF3sx radio sources which are not included in the respective _sts.txt file (~120) were fixed in the adjustment. See Series information.</p>\n<h3>Technical details</h3>\n<ul>\n<li>DATA START: 2002-05-15</li>\n<li>DATA END: 2025-03-08</li>\n<li>FREQUENCY BANDS: K</li>\n<li>ANALYSIS CENTER: VIE (TU Wien, Austria)&nbsp;</li>\n<li>CONTACT: Hana Krasna (hana.krasna@tuwien.ac.at)&nbsp;</li>\n<li>SOFTWARE: VieVS v4.0&nbsp;</li>\n<li>TECHNIQUE: VLBI&nbsp;</li>\n<li>EPOCH: J2000 frame at 2015.0 galactic aberration epoch with 5.8 uas/y GA amplitude &nbsp;</li>\n<li>DATA ORIGIN:\n<ol>\n<li>projects BR079, BL115, 128 and BL122 (<a href=\"https://%20doi.org/10.1088/0004-6256/139/5/1695\" rel=\"noopener\">Lanyi et al. (2010)</a>, <a href=\"https://doi.%20org/10.1088/0004-6256/142/2/35\" rel=\"noopener\">Petrov et al. (2011)</a>);</li>\n<li>since 2014 Astro2Geo project: (<a href=\"https://doi.org/10.3847/1538-3881/aca012\" rel=\"noopener\">de Witt et al. (2023)</a>, <a href=\"https://doi.org/10.1007/1345_2023_209\" rel=\"noopener\">Kr&aacute;sn&aacute; et al. (2023)</a>, Gordon et al. (AJ, 2026))\n<ul>\n<li>VLBA: BJ083, UD001, UD009, UD015, UD017, UD019 and UD020&nbsp;</li>\n</ul>\n</li>\n</ol>\n</li>\n<li>vgosDB: Database creation and fringe-fitting done by David Gordon (USNO)</li>\n</ul>\n<h3>Data format</h3>\n<p>Plain ASCII files.</p>\n<h3>Acknowledgement</h3>\n<p>The use of the Very Long Baseline Array under the US Naval Observatory's time allocation is acknowledged, which supports USNO's ongoing research into the celestial reference frame and geodesy. The VLBA is operated by the National Radio Astronomy Observatory, which is a facility of the National Science Foundation operated under cooperative agreement by Associated Universities, Inc.</p>", "additional_descriptions": [{"description": "<p>Fixed radio sources to their ICRF3SX coordinates in the session-wise solution vie_k_250819a:</p>\n<p># 121 ICRF3 defining sources</p>\n<p>0013-005; 0016+731; 0048-097; 0059+581; 0133+476; 0159+723; 0202+319; 0221+067; 0234-301; 0237-027; 0256-005; 0302+625; 0312+100; 0322+222; 0346+800; 0346-279; 0402-362; 0406-127; 0420+022; 0454-234; 0506+101; 0510+559; 0524+034; 0529+483; 0536+145; 0539-057; 0548+084; 0556+238; 0613+570; 0627-199; 0641+392; 0648-165; 0700-197; 0727-115; 0736+017; 0743+277; 0749+540; 0802-010; 0804-267; 0805+410; 0818-128; 0829+089; 0834+250; 0912+297; 0920+390; 0943+105; 0955+476; 1012+232; 1016-311; 1022+194; 1034-374; 1040+244; 1053+704; 1130+009; 1143-332; 1144-379; 1150+497; 1221+809; 1226+373; 1236+077; 1243-072; 1300+580; 1308+328; 1313-333; 1325+126; 1330+476; 1334-127; 1351-018; 1406-076; 1412-368; 1424-418; 1435-218; 1502+106; 1508+572; 1514+197; 1520+319; 1538+149; 1557+032; 1600-445; 1606+106; 1608+243; 1623+578; 1636+473; 1642+690; 1657-261; 1705+018; 1717+178; 1725+044; 1737-081; 1745+624; 1749+096; 1753+204; 1758+388; 1806-458; 1823+689; 1846+322; 1908+484; 1909+161; 1936-155; 1951+355; 2000+472; 2002-375; 2017+743; 2029+121; 2037+216; 2142+110; 2155+312; 2209+236; 2214+350; 2216-038; 2227-088; 2244-372; 2250+194; 2318+049; 2319+444; 2331-240; 2336+598; 2353+816; 2355-106; IIIZW2 &nbsp;; NGC0262&nbsp;</p>\n<p>Fixed radio sources to their ICRF3SX coordinates in the session-wise solution vie_k_250819b:</p>\n<p># 113 ICRF3 defining sources</p>\n<p>0010+405; 0017+200; 0047+023; 0054+161; 0104-408; 0110+495; 0149+218; 0202-172; 0215+015; 0227+403; 0239+175; 0300+470; 0307+380; 0334-131; 0347-211; 0400-319; 0403-132; 0415+398; 0430+289; 0454+844; 0458-020; 0507+179; 0515+208; 0534-340; 0537-286; 0544+273; 0552+398; 0605-085; 0615+820; 0646-306; 0657+172; 0716+714; 0738+491; 0743+259; 0748+126; 0759+183; 0800+618; 0804+499; 0808+019; 0826-373; 0834-201; 0847-120; 0930-080; 0951+268; 0954+658; 1004-217; 1015+057; 1027-186; 1042+071; 1059+282; 1124-186; 1133-032; 1144+402; 1149-084; 1219+044; 1227+255; 1243-160; 1244-255; 1324+224; 1330+022; 1348+308; 1357+769; 1406-267; 1418+546; 1423+146; 1428+370; 1443-162; 1504+377; 1510-089; 1519-273; 1520+437; 1555+001; 1556-245; 1602-115; 1639-062; 1647-296; 1659+399; 1706-174; 1718-259; 1741-038; 1746+470; 1751+288; 1754+155; 1759-396; 1849+670; 1908-201; 1921-293; 1929+226; 1936+046; 1949-052; 1954-388; 2000+148; 2008-159; 2022-077; 2037-253; 2059+034; 2113+293; 2121+547; 2143-156; 2149+056; 2155-304; 2210-257; 2215+150; 2220-351; 2229+695; 2245-328; 2254+074; 2319+317; 2335-027; 2356+385; M84 &nbsp; &nbsp; ; NGC1218 ; NRAO530&nbsp;</p>", "type": {"id": "series-information", "title": {"en": "Series information"}}}, 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K-band", "publisher": "TU Wien", "publication_date": "2026-05-12", "subjects": [{"id": "http://www.oecd.org/science/inno/38235147.pdf?1.5", "subject": "Earth and related environmental sciences", "scheme": "FOS"}, {"subject": "Very Long Baseline Interferometry"}, {"subject": "Celestial reference frame"}, {"subject": "K-band VLBI"}], "contributors": [{"person_or_org": {"type": "personal", "name": "de Witt, Aletha", "given_name": "Aletha", "family_name": "de Witt", "identifiers": [{"identifier": "0000-0001-9885-4220", "scheme": "orcid"}]}, "role": {"id": "projectleader", "title": {"en": "Project leader"}}, "affiliations": [{"id": "022j2n646", "name": "South African Radio Astronomy Observatory", "identifiers": [{"identifier": "022j2n646", "scheme": "ror"}, {"identifier": "grid.507324.7", "scheme": "grid"}]}]}, {"person_or_org": {"type": "personal", "name": "Gordon, David", "given_name": "David", "family_name": "Gordon", "identifiers": [{"identifier": "0000-0001-8009-995X", "scheme": 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"01nfmeh72", "name": "University of Tasmania", "identifiers": [{"identifier": "01nfmeh72", "scheme": "ror"}, {"identifier": "grid.1009.8", "scheme": "grid"}, {"identifier": "0000 0004 1936 826X", "scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Quick, Jonathan", "given_name": "Jonathan", "family_name": "Quick"}, "role": {"id": "projectmember", "title": {"en": "Project member"}}, "affiliations": [{"id": "022j2n646", "name": "South African Radio Astronomy Observatory", "identifiers": [{"identifier": "022j2n646", "scheme": "ror"}, {"identifier": "grid.507324.7", "scheme": "grid"}]}]}, {"person_or_org": {"type": "personal", "name": "Garc\u00eda Mir\u00f3, Cristina", "given_name": "Cristina", "family_name": "Garc\u00eda Mir\u00f3", "identifiers": [{"identifier": "0000-0003-1136-5016", "scheme": "orcid"}]}, "role": {"id": "projectmember", "title": {"en": "Project member"}}, "affiliations": [{"name": "Observatorio Astronomico Nacional, IGN"}]}, {"person_or_org": {"type": 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"isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Cheong, Whee Yeon", "given_name": "Whee Yeon", "family_name": "Cheong", "identifiers": [{"identifier": "0009-0002-1871-5824", "scheme": "orcid"}]}, "role": {"id": "projectmember", "title": {"en": "Project member"}}, "affiliations": [{"id": "04g2pxh42", "name": "Korea Astronomy and Space Science Institute", "identifiers": [{"identifier": "04g2pxh42", "scheme": "ror"}, {"identifier": "grid.54642.31", "scheme": "grid"}, {"identifier": "0000 0000 8608 6140", "scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Lee, Sang-Sung", "given_name": "Sang-Sung", "family_name": "Lee", "identifiers": [{"identifier": "0000-0002-6269-594X", "scheme": "orcid"}]}, "role": {"id": "projectmember", "title": {"en": "Project member"}}, "affiliations": [{"id": "04g2pxh42", "name": "Korea Astronomy and Space Science Institute", "identifiers": [{"identifier": "04g2pxh42", "scheme": "ror"}, {"identifier": "grid.54642.31", "scheme": 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"10.3847/1538-3881/aca012", "scheme": "doi", "relation_type": {"id": "isdocumentedby", "title": {"en": "Is documented by"}}, "resource_type": {"id": "publication-article", "title": {"de": "Zeitschriftenartikel", "en": "Journal Article"}}}], "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}], "description": "<h3>Context and methodology</h3>\n<p>Global celestial reference frame solution from Very Long Baseline Interferometry based on K-band data until September 2023. Published are three files of the same solution with different reporting of uncertainties. The vgosDB are analyzed with&nbsp;<a href=\"https://vievswiki.geo.tuwien.ac.at/\" rel=\"noopener\">VieVS software package</a>. The methodology of the analysis follows description in <a href=\"https://doi.org/10.1007/1345_2023_209\" rel=\"noopener\">Kr&aacute;sn&aacute; et al. (2023)</a>.</p>\n<h3>Reported uncertainty</h3>\n<ul>\n<li>VIE230917k_CRF_Err_lsm.txt reports formal errors from global LS adjustment</li>\n<li>VIE230917k_CRF_Err_icrf3k.txt follows ICRF3-K methodology and reports inflated errors with scaling factors: &nbsp;1.5 RA, &nbsp;1.5 De; and RA/Dec noise floor = &nbsp;30/ 50 micro-arc-sec &nbsp;</li>\n<li>VIE230917k_CRF_Err_decldep.txt reports declination dependent noise floor following Gordon et al. (AJ, 2026; Tab 1) - Inflated errors: scaling factors: &nbsp;1.5 RA, &nbsp;1.5 De; RA/Dec noise floor as function of declination</li>\n</ul>\n<h3>Technical details</h3>\n<ul>\n<li>DATA START: 2002-05-15</li>\n<li>DATA END: 2023-09-17</li>\n<li>FREQUENCY BANDS: K</li>\n<li>ANALYSIS CENTER: VIE (TU Wien, Austria)&nbsp;</li>\n<li>CONTACT: Hana Krasna (hana.krasna@tuwien.ac.at)&nbsp;</li>\n<li>SOFTWARE: VieVS v4.0&nbsp;</li>\n<li>TECHNIQUE: VLBI&nbsp;</li>\n<li>EPOCH: J2000 frame at 2015.0 galactic aberration epoch with 5.8 uas/y GA amplitude &nbsp;</li>\n<li>DATA ORIGIN:\n<ol>\n<li>projects BR079, BL115, 128 and BL122 (<a href=\"https://%20doi.org/10.1088/0004-6256/139/5/1695\" rel=\"noopener\">Lanyi et al. (2010)</a>, <a href=\"https://doi.%20org/10.1088/0004-6256/142/2/35\" rel=\"noopener\">Petrov et al. (2011)</a>);</li>\n<li>since 2014 Astro2Geo project: (<a href=\"https://doi.org/10.3847/1538-3881/aca012\" rel=\"noopener\">de Witt et al. (2023)</a>, <a href=\"https://doi.org/10.1007/1345_2023_209\" rel=\"noopener\">Kr&aacute;sn&aacute; et al. (2023)</a>, Gordon et al. (AJ, 2026))\n<ul>\n<li>VLBA: BJ083, UD001, UD009, UD015, UD017&nbsp;</li>\n<li>HARTRAO-HOBART26: KS14, KS16-KS21 (+TIDBIN64, TIANMA65)</li>\n<li>HARTRAO-YEBES40M: KM22-KM23&nbsp;</li>\n<li>KVN, YEBES40M, MOPRA, SEJONG: n23aw, n23jh</li>\n</ul>\n</li>\n</ol>\n</li>\n<li>vgosDB: Database creation and fringe-fitting done by David Gordon (USNO), Alessandra Bertarini (MPIfR), Jamie McCallum (UTAS)</li>\n</ul>\n<h3>Data format</h3>\n<p>Plain ASCII files.</p>\n<h3>Acknowledgements</h3>\n<p>The use of the Very Long Baseline Array under the US Naval Observatory's time allocation is acknowledged, which supports USNO's ongoing research into the celestial reference frame and geodesy. The VLBA is operated by the National Radio Astronomy Observatory, which is a facility of the National Science Foundation operated under cooperative agreement by Associated Universities, Inc.</p>\n<p>Radio telescopes observing K-band sessions within the Astro2Geo project are acknowledged <a href=\"https://sites.google.com/sarao.ac.za/k-bandastrogeovlbi/network\" rel=\"noopener\">https://sites.google.com/sarao.ac.za/k-bandastrogeovlbi/network</a></p>", "additional_descriptions": [{"description": "<p>Work done within the <a href=\"https://sites.google.com/sarao.ac.za/k-bandastrogeovlbi\" rel=\"noopener\">Astro2Geo K-band</a> collaboration.</p>", "type": {"id": "other", "title": {"en": "Other"}}}]}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": {"active": false, "reason": null}, "status": "open"}, "files": {"enabled": true, "order": [], "count": 3, "total_bytes": 631844, "entries": {"VIE230917k_CRF_Err_icrf3k.txt": {"id": 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{"subject": "train"}, {"subject": "train maintenance"}, {"subject": "rail vehicle"}, {"subject": "urban metro systems"}, {"subject": "pneumatic brake system"}, {"subject": "metro train"}, {"subject": "metro system"}, {"subject": "MetroAT dataset"}], "languages": [{"id": "eng", "title": {"en": "English"}}], "rights": [{"id": "cc-by-nc-nd-4.0", "title": {"en": "Creative Commons Attribution Non Commercial No Derivatives 4.0 International"}, "description": {"en": ""}, "icon": "cc-by-nc-nd-icon", "props": {"url": "https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode", "scheme": "spdx"}}], "description": "<p><strong>About the Dataset</strong></p>\n<p><strong>Overview</strong><br>The MetroAT dataset is a newly introduced open-source benchmark dataset designed for research and development in data-driven maintenance of metro pneumatic systems. 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"oai:researchdata.tuwien.ac.at:ar0wa-ewd77", "provider": "oai"}}, "metadata": {"resource_type": {"id": "dataset", "title": {"de": "Datensatz", "en": "Dataset"}}, "creators": [{"person_or_org": {"type": "personal", "name": "Gokita, Takeaki", "given_name": "Takeaki", "family_name": "Gokita"}, "role": {"id": "contactperson", "title": {"en": "Contact person"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Fernandez-Pacheco Chicon, Amalio", "given_name": "Amalio", "family_name": "Fernandez-Pacheco Chicon", "identifiers": [{"identifier": "0000-0002-3862-8472", "scheme": "orcid"}]}, "role": {"id": "contactperson", "title": {"en": "Contact person"}}, "affiliations": [{"name": "TU Wien"}]}], "title": "Dataset for \"Magnetization reversal mechanism of double-helix nanowires probed by dark-field magneto-optical Kerr effect\"", "publisher": "TU Wien", "publication_date": "2026-05-24", "subjects": [{"id": "http://www.oecd.org/science/inno/38235147.pdf?1.3", "subject": "Physical sciences", "scheme": "FOS"}, {"subject": "Condensed Matter Physics"}, {"id": "http://www.oecd.org/science/inno/38235147.pdf?2.5", "subject": "Materials engineering", "scheme": "FOS"}], "languages": [{"id": "eng", "title": {"en": "English"}}], "related_identifiers": [{"identifier": "10.1063/5.0323326", "scheme": "doi", "relation_type": {"id": "issupplementto", "title": {"en": "Is supplement to"}}, "resource_type": {"id": "publication-article", "title": {"de": "Zeitschriftenartikel", "en": "Journal Article"}}}], "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}], "description": "<h2>About the dataset</h2>\n<p>This dataset accompanies the publication <em>&ldquo;Magnetization reversal mechanism of double-helix nanowires probed by dark-field magneto-optical Kerr effect&rdquo;</em>.</p>\n<p>The dataset contains experimental microscopy images, dark-field magneto-optical Kerr effect (DF-MOKE) measurements, ptychographic X-ray magnetic circular dichroism (XMCD) data, micromagnetic simulation results, and processed data used to generate the figures presented in the publication. The dataset is organized into folders corresponding to the figures in the manuscript.</p>\n<p>It contains experimental images, simulation results, and processed data used to generate the figures presented in the publication.</p>\n<h2>Dataset structure and file formats</h2>\n<p>The dataset is divided into directories named after the corresponding figures in the publication (<code>Fig1</code>, <code>Fig2</code>, <code>Fig3</code>, <code>Fig4</code>, <code>FigS1</code>, <code>FigS2</code>).</p>\n<p>The dataset includes:</p>\n<ul>\n<li><code>.png</code> image files containing SEM images and visualization outputs,</li>\n<li><code>.dat</code> text files containing experimental and simulated numerical data,</li>\n<li><code>.vtu</code> files containing micromagnetic simulation data for visualization in software such as ParaView,</li>\n<li><code>.npz</code> NumPy archive files containing processed XMCD and image-analysis data.</li>\n</ul>\n<p>Python with NumPy is recommended for opening 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A.", "family_name": "Mukhin"}, "role": {"id": "datacollector", "title": {"en": "Data collector"}}}, {"person_or_org": {"type": "personal", "name": "Shuvaev, A.", "given_name": "A.", "family_name": "Shuvaev"}, "role": {"id": "datacollector", "title": {"en": "Data collector"}}}, {"person_or_org": {"type": "personal", "name": "Szaller, D.", "given_name": "D.", "family_name": "Szaller"}, "role": {"id": "datacollector", "title": {"en": "Data collector"}}}], "title": "Asymmetric absorption at custom wavelengths via a layered magnetoelectric window", "publisher": "TU Wien", "publication_date": "2025-10-20", "subjects": [{"subject": "Terahertz"}, {"subject": "Unidirectional"}, {"subject": "Metamaterials"}, {"subject": "Spectroscopy"}], "related_identifiers": [{"identifier": "10.1103/tq6k-tkcc", "scheme": "doi", "relation_type": {"id": "issupplementto", "title": {"en": "Is supplement to"}}, "resource_type": {"id": "publication", "title": {"de": "Publikation", "en": "Publication"}}}], "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}], "description": "<p>File format: \"OriginPro\" (OriginLab Corporation)</p>\n<p>Data collected using the BWO-spectrometer \"Epsilon\" at the TU Wien</p>\n<p>The file \"fig_DA_spectra.opj\" &nbsp;contains the frequency dependence of the directional anisotropy spectra. Given is the ratio of the transmission and the difference in phase shift in negative and positive magnetic fields on a logarithmic scale as observed experimentally and calculated theoretically. The sample is the magnetic GGG layer sandwiched between two layers of 2D split-ring arrays. The data were obtained in external magnetic fields of of B = 1.7, 2.5, and 2.7 T, respectively. The theoretical curves represent the Lorenztian fits to the data using Fresnel transmission expression for the plane-parallel sample sandwiched between two 2D layers.</p>\n<p>The file \"fig_DA_sweeps.opj\" &nbsp;contains the magnetic field dependence of the directional anisotropy at different frequencies. &nbsp;Given is the ratio of transmission and the difference in phase shift in negative and positive magnetic fields in a logarithmic scale as observed experimentally and calculated theoreticaly. The sample is the magnetic GGG layer sandwiched between two layers of 2D split-ring arrays.&nbsp;<br>The data were obtained at frequencies &omega; = 70, 68, 66, and 62 GHz, respectively. The theoretical curves represent the Lorenztian fits to the data using Fresnel transmission expression for the plane-parallel sample sandwiched between two 2D layers.</p>", "additional_descriptions": [{"description": "<p>These are the data to the paper:</p>\n<p>A. Kuzmenko, A. A. Mukhin , A. Shuvaev , A. Pimenov, and D. Szaller<br><strong>&ldquo;Asymmetric absorption at custom wavelengths via a layered magnetoelectric window&rdquo;</strong><br>Phys. Rev. B <strong>112</strong>, 134434 (2025). <a href=\"https://doi.org/10.1103/tq6k-tkcc\">https://doi.org/10.1103/tq6k-tkcc</a></p>\n<p>Abstract: The controllable nonreciprocal propagation of light is an intensively investigated field of optics, with studies motivated both by fundamental questions and possible telecommunication applications. So far, polarizationindependent, switchable one-way transparency has been demonstrated only at certain resonances of multiferroic<br>crystals at cryogenic temperatures and in high magnetic fields, limiting the practical implementation of this effect. Here, as an alternative approach, we present the one-way transparency of an artificial layered structure consisting of split-ring metamaterial and magnetic substrate layers interacting in the dynamic regime. As evident from our quasioptical experiments in the GHz frequency range, this unique combination breaks time and space inversion symmetries in external magnetic field. The ease of tuning the dynamic response and the possibility of controllable one-way transparency make this approach promising for real-world applications.</p>", "type": {"id": "abstract", "title": {"en": "Abstract"}}}], "funding": [{"funder": {"id": "013tf3c58", "name": "FWF Austrian Science Fund"}, "award": {"number": "I5539", "title": {"en": "New magnetoelectricity based on local and global symmetries"}, "identifiers": [{"identifier": "https://www.fwf.ac.at/en/research-radar/10.55776/I5539", "scheme": "url"}]}}]}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": {"active": false, "reason": null}, "status": "open"}, "files": {"enabled": true, "order": [], "count": 2, "total_bytes": 412596, "entries": {"fig_DA_spectra.opj": {"id": "f016d55d-0e03-4978-ad8a-d835cdd16cd3", "checksum": "md5:5826f70c295b1dc2aed1f2dddb70c693", "ext": "opj", "size": 189524, "mimetype": "application/octet-stream", "key": "fig_DA_spectra.opj", "metadata": {}, "access": 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"isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Lin, Shuyao", "given_name": "Shuyao", "family_name": "Lin", "identifiers": [{"identifier": "0000-0003-4979-4174", "scheme": "orcid"}]}, "affiliations": [{"name": "TU Wien"}]}, {"person_or_org": {"type": "personal", "name": "Koutn\u00e1, Nikola", "given_name": "Nikola", "family_name": "Koutn\u00e1", "identifiers": [{"identifier": "0000-0001-7901-4736", "scheme": "orcid"}]}, "affiliations": [{"name": "TU Wien"}]}, {"person_or_org": {"type": "personal", "name": "Mayrhofer, Paul Heinz", "given_name": "Paul Heinz", "family_name": "Mayrhofer", "identifiers": [{"identifier": "0000-0001-7328-9333", "scheme": "orcid"}]}, "affiliations": [{"name": "TU Wien"}]}], "title": "Towards nano-mechanical simulations of ceramics containing realistic defects via machine-learning potentials: the example of TiB2: Supplementary materials", "publisher": "TU Wien", "publication_date": "2026-02-06", "subjects": [{"id": "http://www.oecd.org/science/inno/38235147.pdf?2.5", "subject": "Materials engineering", "scheme": "FOS"}, {"id": "http://www.oecd.org/science/inno/38235147.pdf?1.2", "subject": "Computer and information sciences", "scheme": "FOS"}, {"id": "http://www.oecd.org/science/inno/38235147.pdf?1.3", "subject": "Physical sciences", "scheme": "FOS"}], "dates": [{"date": "2026-02-06", "type": {"id": "created", "title": {"en": "Created"}}, "description": "Repo created"}], "languages": [{"id": "eng", "title": {"en": "English"}}], "identifiers": [{"identifier": "10.1039/d6nr00466k", "scheme": "doi"}], "version": "1.0", "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}], "description": "<h2>Supplementary materials of manuscript:</h2>\n<p><strong>Towards nano-mechanical simulations of ceramics containing realistic defects via machine-learning potentials: the example of TiB2</strong></p>\n<h2>Technical Details:</h2>\n<ul>\n<li><code>supplementary_materials.pdf</code> -&gt; Supplementary materials of the manuscript</li>\n<li><code>MLIP.almtp</code> -&gt; Machine Learning Interatomic Potential of TiB2 trained in this work (<a href=\"https://gitlab.com/ashapeev/mlip-3\">MLIP-3 MTP format</a>)</li>\n<li>Lattice structures (in <a href=\"https://www.vasp.at/wiki/POSCAR\">VASP POSCAR format</a>):\n<ul>\n<li><code>TiB1_5_Vac.vasp</code> -&gt; Structure TiB1.5 with random distributed vacancies</li>\n<li><code>TiB1_7_Vac.vasp</code> -&gt; Structure TiB1.7 with random distributed vacancies</li>\n<li><code>TiB2.vasp</code> -&gt; Structure TiB2 with perfect lattice</li>\n<li><code>TiB1_33_PD_1.vasp</code> -&gt; Structure TiB1.33 with single planar defects (Type-I)</li>\n<li><code>TiB1_33_PD_2.vasp</code> -&gt; Structure TiB1.33 with single planar defects (Type-II)</li>\n</ul>\n</li>\n</ul>", "funding": [{"funder": {"id": "013tf3c58", "name": "FWF Austrian Science Fund"}, "award": {"number": "10.55776/PAT4425523"}}, {"funder": {"id": "013tf3c58", "name": "FWF Austrian Science Fund"}, "award": {"number": "10.55776/RIC2714224"}}]}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": {"active": false, "reason": null}, "status": "open"}, "files": {"enabled": true, "default_preview": "supplementary_materials.pdf", "order": [], "count": 7, "total_bytes": 9875386, "entries": {"TiB1_5_Vac.vasp": {"id": "a44ebe77-8f7f-4807-87fc-209cf069e052", "checksum": "md5:280f3cef45bcf542874327ca5dc592e2", "ext": "vasp", "size": 36900, "mimetype": "application/octet-stream", "key": "TiB1_5_Vac.vasp", "metadata": {}, "access": {"hidden": false}}, "TiB2.vasp": {"id": "85568b70-6382-47bd-8ffb-6dae5f19c24c", "checksum": 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"isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Kozik, Evgeny", "given_name": "Evgeny", "family_name": "Kozik", "identifiers": [{"identifier": "0000-0001-6580-9570", "scheme": "orcid"}]}, "affiliations": [{"id": "0220mzb33", "name": "King's College London", "identifiers": [{"identifier": "0220mzb33", "scheme": "ror"}, {"identifier": "grid.13097.3c", "scheme": "grid"}, {"identifier": "0000 0001 2322 6764", "scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Toschi, Alessandro", "given_name": "Alessandro", "family_name": "Toschi", "identifiers": [{"identifier": "0000-0001-5669-3377", "scheme": "orcid"}]}, "affiliations": [{"name": "TU Wien"}]}], "title": "Data and scripts for \"Origin of misleading convergence in self-consistent many-electron theories: Fundamental aspects and practical implications\"", "publisher": "TU Wien", "publication_date": "2026-05-21", "subjects": [{"id": "http://www.oecd.org/science/inno/38235147.pdf?1.3", "subject": "Physical 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"mit", "title": {"en": "MIT License"}, "description": {"en": "A short and simple permissive license with conditions only requiring preservation of copyright and license notices. Licensed works, modifications, and larger works may be distributed under different terms and without source code."}, "props": {"url": "https://opensource.org/licenses/MIT", "scheme": "spdx"}}], "description": "<p>This data repository contains the original figures, numerical (raw) data, scripts that where used to calculate this data, and plot scripts to reproduce the figures from the publication \"Origin of misleading convergence in self-consistent many-electron theories: Fundamental aspects and practical implications\". The publication can be found at&nbsp;<a href=\"https://journals.aps.org/prl/accepted/10.1103/zjy7-4jqd\">PRL</a>. The preprint is available on <a href=\"https://arxiv.org/abs/2502.01420\">arXiv</a> where also the LaTeX source files can be found. Additional information can be found in the README.</p>\n<p>&nbsp;</p>\n<h3><strong>License</strong></h3>\n<p>The CC-BY license applies to all the data and pdf files. All distributed code is under the MIT license.</p>"}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": {"active": false, "reason": null}, "status": "open"}, "files": {"enabled": true, "default_preview": "ReadMe.txt", "order": [], "count": 2, "total_bytes": 708885226, "entries": {"ReadMe.txt": {"id": "cd0a1f1b-8585-4819-a287-fa028e500e8e", "checksum": "md5:d15822acebb0e477f5a1e5a2883f7fe4", "ext": "txt", "size": 7757, "mimetype": "text/plain", "key": "ReadMe.txt", "metadata": {}, "access": {"hidden": false}}, "Data_and_scripts.zip": {"id": "37a159ba-dee0-4096-8330-ef9f9a94bc5d", "checksum": "md5:6bcedc51edf47a826fcc817a3ad7c341", "ext": "zip", "size": 708877469, "mimetype": "application/zip", "key": "Data_and_scripts.zip", "metadata": {}, "access": {"hidden": false}}}}, "media_files": {"enabled": false, "order": [], "count": 0, "total_bytes": 0, "entries": {}}, "status": "published", "deletion_status": {"is_deleted": false, "status": "P"}, "stats": {"this_version": {"views": 79, "unique_views": 75, "downloads": 40, "unique_downloads": 39, "data_volume": 12051096215.0}, "all_versions": {"views": 79, "unique_views": 75, "downloads": 40, "unique_downloads": 39, "data_volume": 12051096215.0}}}, {"id": "12y18-j6236", "created": "2026-05-21T09:04:55.216172+00:00", "updated": "2026-05-21T09:04:55.320933+00:00", "links": {"self": "https://researchdata.tuwien.ac.at/api/records/12y18-j6236", "self_html": "https://researchdata.tuwien.ac.at/records/12y18-j6236", "preview_html": "https://researchdata.tuwien.ac.at/records/12y18-j6236?preview=1", "doi": "https://doi.org/10.48436/12y18-j6236", "self_doi": "https://doi.org/10.48436/12y18-j6236", "self_doi_html": "https://researchdata.tuwien.ac.at/doi/10.48436/12y18-j6236", "reserve_doi": "https://researchdata.tuwien.ac.at/api/records/12y18-j6236/draft/pids/doi", "parent": "https://researchdata.tuwien.ac.at/api/records/7pxfy-xtp78", "parent_html": 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"https://researchdata.tuwien.ac.at/api/records/12y18-j6236/access/grants", "access_users": "https://researchdata.tuwien.ac.at/api/records/12y18-j6236/access/users", "access_request": "https://researchdata.tuwien.ac.at/api/records/12y18-j6236/access/request", "access": "https://researchdata.tuwien.ac.at/api/records/12y18-j6236/access", "communities": "https://researchdata.tuwien.ac.at/api/records/12y18-j6236/communities", "communities-suggestions": "https://researchdata.tuwien.ac.at/api/records/12y18-j6236/communities-suggestions", "requests": "https://researchdata.tuwien.ac.at/api/records/12y18-j6236/requests"}, "revision_id": 6, "parent": {"id": "7pxfy-xtp78", "access": {"owned_by": {"user": "934"}, "settings": {"allow_user_requests": true, "allow_guest_requests": true, "accept_conditions_text": null, "secret_link_expiration": 30}}, "communities": {}, "pids": {"doi": {"identifier": "10.48436/7pxfy-xtp78", "provider": "datacite", "client": "datacite"}}}, "versions": {"is_latest": true, "index": 1}, "is_published": true, "is_draft": false, "pids": {"doi": {"identifier": "10.48436/12y18-j6236", "provider": "datacite", "client": "datacite"}, "oai": {"identifier": "oai:researchdata.tuwien.ac.at:12y18-j6236", "provider": "oai"}}, "metadata": {"resource_type": {"id": "dataset", "title": {"de": "Datensatz", "en": "Dataset"}}, "creators": [{"person_or_org": {"type": "personal", "name": "Freinberger, Lukas", "given_name": "Lukas", "family_name": "Freinberger"}, "role": {"id": "contactperson", "title": {"en": "Contact person"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}], "title": "Results from \"Shape Optimization using a Neural Implicit Geometry Representation Framework\"", "publisher": "TU Wien", "publication_date": "2026-05-15", "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}], "description": "<h2>Description</h2>\n<p>This repository contains the data supporting the publication <strong>&ldquo;Shape Optimization Using a Neural Implicit Geometry Representation Framework.&rdquo;</strong></p>\n<h3>Context and methodology</h3>\n<p>This dataset was created in the context of computational engineering shape optimization. The publication investigates a neural implicit geometry representation framework for gradient-based shape optimization. In this framework, geometries are represented by a neural signed distance function (SDF), whose zero-level set defines the geometry boundary. The neural decoder is controlled by a spatially continuous latent field, which provides local geometric control while keeping the representation differentiable.</p>\n<p>The dataset serves two main purposes. First, it provides the primitive-shape SDF training data used to train the neural decoder. These data are used to teach the decoder local surface behavior rather than the global shape of a specific object. Second, it provides the numerical results supporting the reconstruction and optimization studies presented in the publication, including network training histories, reconstruction-error studies, drag-minimization histories, a comparison with free-form deformation (FFD), and an example involving topological changes.</p>\n<p>The training data were generated from randomly created primitive-shape scenes consisting of simple objects such as cubes, spheres, and cylinders. For each scene, points were sampled in a normalized three-dimensional domain and additionally near the geometry surfaces. The signed distance value was evaluated analytically for each sample point. The resulting samples were used to train a neural decoder that maps transformed spatial coordinates and interpolated latent vectors to signed distance values.</p>\n<p>The numerical optimization results correspond to three-dimensional drag-minimization problems. The proposed neural SDF-based geometry representation is evaluated on different benchmark cases, compared with classical FFD, and used in an experiment demonstrating that the implicit representation can realize topological changes during optimization.</p>\n<h2>Technical details</h2>\n<p>The dataset is organized into two main folders:</p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cs \u037c16\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code>data/training_data/<br>data/numerical_results/</code></pre>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n<p>The folder <code>data/training_data/</code> contains the primitive-shape SDF training samples. The file</p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cs \u037c16\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code>data/training_data/primitives_2026_02_15_primitive_shapes.json</code></pre>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n<p>lists the generated primitive scenes. The corresponding sample files are stored as compressed NumPy files in</p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cs \u037c16\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code>data/training_data/2026_02_15_primitive_shapes/</code></pre>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n<p>Each <code>.npz</code> file contains the arrays <code>neg</code> and <code>pos</code>. Each row stores one signed-distance sample in the form</p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cs \u037c16\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code>x, y, z, sdf</code></pre>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n<p>where <code>x</code>, <code>y</code>, and <code>z</code> are spatial coordinates and <code>sdf</code> is the signed distance value. Negative values correspond to points inside the geometry and positive values to points outside.</p>\n<p>The folder <code>data/numerical_results/</code> contains the processed numerical results used for the figures, tables, and comparisons in the publication. It is structured as follows:</p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cs \u037c16\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code>data/numerical_results/<br>\u251c\u2500\u2500 geometry_reconstruction/<br>\u2502   \u251c\u2500\u2500 network_training/<br>\u2502   \u2514\u2500\u2500 reconstruction_test_cases/<br>\u2514\u2500\u2500 optimization/<br>    \u251c\u2500\u2500 experiment_1/<br>    \u251c\u2500\u2500 experiment_2/<br>    \u2514\u2500\u2500 experiment_3/</code></pre>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n<p>The folder <code>geometry_reconstruction/network_training/</code> contains training-loss histories for neural decoders with different latent dimensions. The files <code>epoch_loss_cl08_clean.csv</code>, <code>epoch_loss_cl16_clean.csv</code>, and <code>epoch_loss_cl32_clean.csv</code> correspond to latent dimensions 8, 16, and 32.</p>\n<p>The folder <code>geometry_reconstruction/reconstruction_test_cases/</code> contains reconstruction-error studies for the flow-channel geometry.</p>\n<p>The folder <code>optimization/</code> contains optimization histories for the numerical examples:</p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cs \u037c16\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code>experiment_1/   cube drag-minimization benchmark<br>experiment_2/   comparison with FFD<br>experiment_3/   perforated cube with topological changes</code></pre>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n<p>All numerical results are stored as CSV files and can be opened with any CSV-capable software. Python with <code>pandas</code> is recommended for processing the tabular data.</p>\n<p>The training data are stored as NumPy <code>.npz</code> files and require Python with <code>NumPy</code> for direct use.</p>\n<p>To train the neural decoder or reproduce the complete workflow, the accompanying software project is required:</p>\n<div class=\"relative w-full mt-4 mb-1\">\n<div class=\"\">\n<div class=\"relative\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"h-full min-h-0 min-w-0\">\n<div class=\"border border-token-border-light border-radius-3xl corner-superellipse/1.1 rounded-3xl\">\n<div class=\"h-full w-full border-radius-3xl bg-token-bg-elevated-secondary corner-superellipse/1.1 overflow-clip rounded-3xl lxnfua_clipPathFallback\">\n<div class=\"relative\">\n<div class=\"pe-11 pt-3\">\n<div class=\"relative z-0 flex max-w-full\">\n<div class=\"q9tKkq_viewer cm-editor z-10 light:cm-light dark:cm-light flex h-full w-full flex-col items-stretch \u037cs \u037c16\">\n<div class=\"cm-scroller\">\n<pre class=\"cm-content q9tKkq_readonly m-0\"><code>https://doi.org/10.5281/zenodo.20206062</code></pre>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n</div>\n<div class=\"\">\n<div class=\"\">&nbsp;</div>\n</div>\n</div>\n</div>\n</div>\n<h2>Further details</h2>\n<p>The training data provide signed-distance samples for primitive-shape scenes and are intended to be used together with the accompanying source code project. They do not contain a standalone training pipeline.</p>\n<p>The numerical-results files contain processed histories and error metrics rather than all intermediate simulation files. They are intended to support the plots, tables, and comparisons reported in the publication.</p>"}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": {"active": false, "reason": null}, "status": "open"}, "files": {"enabled": true, "order": [], "count": 1, "total_bytes": 3065293590, "entries": {"data.zip": {"id": "6f076449-c90d-403e-911a-5e17ad36eff7", "checksum": "md5:4fcd3103269c2917d22cf1d5593a083a", "ext": "zip", "size": 3065293590, "mimetype": "application/zip", "key": "data.zip", "metadata": {}, "access": {"hidden": false}}}}, "media_files": {"enabled": false, "order": [], "count": 0, "total_bytes": 0, "entries": {}}, "status": "published", "deletion_status": {"is_deleted": false, "status": "P"}, "stats": {"this_version": {"views": 70, "unique_views": 67, "downloads": 12, "unique_downloads": 12, "data_volume": 36783523080.0}, "all_versions": {"views": 70, "unique_views": 67, "downloads": 12, "unique_downloads": 12, "data_volume": 36783523080.0}}}, {"id": "6bhjf-0gt24", "created": "2026-05-21T07:58:52.610031+00:00", "updated": "2026-05-21T07:58:52.757520+00:00", "links": {"self": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24", "self_html": "https://researchdata.tuwien.ac.at/records/6bhjf-0gt24", "preview_html": "https://researchdata.tuwien.ac.at/records/6bhjf-0gt24?preview=1", "doi": "https://doi.org/10.48436/6bhjf-0gt24", "self_doi": "https://doi.org/10.48436/6bhjf-0gt24", "self_doi_html": "https://researchdata.tuwien.ac.at/doi/10.48436/6bhjf-0gt24", "reserve_doi": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/draft/pids/doi", "parent": "https://researchdata.tuwien.ac.at/api/records/c6tdz-ajy95", "parent_html": "https://researchdata.tuwien.ac.at/records/c6tdz-ajy95", "parent_doi": "https://doi.org/10.48436/c6tdz-ajy95", "parent_doi_html": "https://researchdata.tuwien.ac.at/doi/10.48436/c6tdz-ajy95", "self_iiif_manifest": "https://researchdata.tuwien.ac.at/api/iiif/record:6bhjf-0gt24/manifest", "self_iiif_sequence": "https://researchdata.tuwien.ac.at/api/iiif/record:6bhjf-0gt24/sequence/default", "files": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/files", "media_files": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/media-files", "latest": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/versions/latest", "latest_html": "https://researchdata.tuwien.ac.at/records/6bhjf-0gt24/latest", "versions": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/versions", "draft": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/draft", "access_links": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/access/links", "access_grants": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/access/grants", "access_users": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/access/users", "access_request": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/access/request", "access": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/access", "communities": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/communities", "communities-suggestions": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/communities-suggestions", "requests": "https://researchdata.tuwien.ac.at/api/records/6bhjf-0gt24/requests"}, "revision_id": 6, "parent": {"id": "c6tdz-ajy95", "access": {"owned_by": {"user": "937"}, "settings": {"allow_user_requests": true, "allow_guest_requests": true, "accept_conditions_text": null, "secret_link_expiration": 30}}, "communities": {}, "pids": {"doi": {"identifier": "10.48436/c6tdz-ajy95", "provider": "datacite", "client": "datacite"}}}, "versions": {"is_latest": true, "index": 1}, "is_published": true, "is_draft": false, "pids": {"doi": {"identifier": "10.48436/6bhjf-0gt24", "provider": "datacite", "client": "datacite"}, "oai": {"identifier": "oai:researchdata.tuwien.ac.at:6bhjf-0gt24", "provider": "oai"}}, "metadata": {"resource_type": {"id": "dataset", "title": {"de": "Datensatz", "en": "Dataset"}}, "creators": [{"person_or_org": {"type": "personal", "name": "Pimenov, Andrei", "given_name": "Andrei", "family_name": "Pimenov"}, "role": {"id": "datacurator", "title": {"en": "Data curator"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Kuzmenko, A. M.", "given_name": "A. M.", "family_name": "Kuzmenko"}}, {"person_or_org": {"type": "personal", "name": "Shuvaev, A.", "given_name": "A.", "family_name": "Shuvaev"}}, {"person_or_org": {"type": "personal", "name": "Mukhin, A. A.", "given_name": "A. A.", "family_name": "Mukhin"}}], "title": "Terahertz optical activity near crystal field transitions of Tm3+ ions in magnetoelectric alumoborates", "publisher": "TU Wien", "publication_date": "2026-01-16", "subjects": [{"subject": "Teraherzt"}, {"subject": "Optical Activity"}, {"subject": "Magnetoelectric materials"}], "dates": [{"date": "2026-05-20", "type": {"id": "available", "title": {"en": "Available"}}}], "related_identifiers": [{"identifier": "10.1103/d17t-j7rk", "scheme": "doi", "relation_type": {"id": "issupplementto", "title": {"en": "Is supplement to"}}, "resource_type": {"id": "publication", "title": {"de": "Publikation", "en": "Publication"}}}], "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}], "description": "<p>File format: \"OriginPro\" (OriginLab Corporation)</p>\n<p>The file \"TmAl3(BO3)4_cCut(0.179)_rotation.OPJ\"&nbsp; contains the transmission spectra and polarization rotation angle of the c-cut TmAl3(BO3 )4 sample of thickness d = 0.179 mm for the ac magnetic field h&perp;c axis. The spectrum for the a-cut is added for comparison to demonstrate additional resonance modes in the spectrum for &nu; &gt; 32 cm&minus;1. The theoretical curves represent the Lorenztian fits to the data using Fresnel transmission expression for the plane-parallel sample.</p>\n<p>The file \"Tm0.05Yb0.1Y0.85Al3(BO3)4_cCut(3.547)_rotation.OPJ\" contains the transmission spectra and the polarization rotation angle of the c-cut Tm0.05Yb0.1Y0.85Al3(BO3 )4 sample (d = 3.547 mm) for the ac magnetic field h&perp;c axis. The theoretical curves represent the Lorenztian fits to the data using Fresnel transmission expression for the plane-parallel sample.</p>", "additional_descriptions": [{"description": "<p class=\"MsoNormal\"><span><span>These are the data to the paper:</span></span></p>\n<p class=\"MsoNormal\"><span>A. M. Kuzmenko, V. Yu.&nbsp;</span><span>Ivanov, S. V. Garnov, A. Shuvaev, A. Pimenov, K. N. Boldyrev, I. A. Gudim, and A. A. Mukhin<br><strong><span>&ldquo;Terahertz optical activity near crystal field transitions of Tm<sup>3+</sup> ions in magnetoelectric alumoborates&rdquo;</span></strong><br>Phys. Rev. B <strong>113</strong>, 024418 (2026). <a href=\"https://doi.org/10.1103/d17t-j7rk\">https://doi.org/10.1103/d17t-j7rk</a><br>arXiv:2604.02193</span></p>\n<p class=\"MsoNormal\"><span>Abstract: Crystal field (CF) excitations in the ground multiplet 3H6 of Tm3+ ions were investigated using terahertz transmission spectra of magnetoelectric (ME) TmAl3(BO3 )4 and Tm0.05Yb0.1Y0.85Al3(BO3 )4. These excitations were identified as mainly magnetic dipole transitions from the ground singlet A1 to the next excited doublet<br>E, split by the CF of the D3 symmetry. The fine structure of the modes was resolved at low temperatures. It manifested differently in lightly doped and in pure Tm borates, consistent with different distortions of the local CF with D3 symmetry. Strong natural optical activity was observed near the CF transitions resulting in<br>a polarization plane rotation up to 25&deg;. The optical activity is quantitatively described by contributions from magnetic and electric dipole transitions to dynamic ME susceptibility and considering the classification of local distortions.</span></p>", "type": {"id": "abstract", "title": {"en": "Abstract"}}, "lang": {"id": "eng", "title": {"en": "English"}}}], "funding": [{"funder": {"id": "013tf3c58", "name": "FWF Austrian Science Fund"}, "award": {"number": "I 5539", "title": {"en": "New magnetoelectricity based on local and global symmetries"}, "identifiers": [{"identifier": "https://www.fwf.ac.at/en/research-radar/10.55776/I5539", "scheme": "url"}]}}]}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": {"active": false, "reason": null}, "status": "open"}, "files": {"enabled": true, "order": [], "count": 2, "total_bytes": 2178859, "entries": {"TmAl3(BO3)4_cCut(0.179)_rotation.OPJ": {"id": "8e5b7187-6b5e-46aa-927a-57086b82ef3b", "checksum": "md5:785b97677aa7436213f86db91b13faf9", "ext": "opj", 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{"resource_type": {"id": "dataset", "title": {"de": "Datensatz", "en": "Dataset"}}, "creators": [{"person_or_org": {"type": "personal", "name": "Brunner, Adrian Thylbert", "given_name": "Adrian Thylbert", "family_name": "Brunner", "identifiers": [{"identifier": "0009-0005-3085-6066", "scheme": "orcid"}]}, "role": {"id": "contactperson", "title": {"en": "Contact person"}}, "affiliations": [{"name": "TU Wien"}]}, {"person_or_org": {"type": "personal", "name": "Markiewicz, Roman", "given_name": "Roman", "family_name": "Markiewicz", "identifiers": [{"identifier": "0009-0007-3364-9681", "scheme": "orcid"}]}, "role": {"id": "projectleader", "title": {"en": "Project leader"}}, "affiliations": [{"name": "TU Wien"}]}, {"person_or_org": {"type": "personal", "name": "Adam, Dietmar", "given_name": "Dietmar", "family_name": "Adam", "identifiers": [{"identifier": "0009-0004-8753-0166", "scheme": "orcid"}]}, "role": {"id": "supervisor", "title": {"en": "Supervisor"}}, "affiliations": [{"name": "TU Wien"}]}], "title": "Long-term operational data of an energy pile wall in the Lainzer Tunnel in Vienna", "publisher": "TU Wien", "publication_date": "2026-01-30", "subjects": [{"id": "http://www.oecd.org/science/inno/38235147.pdf?2.1", "subject": "Civil engineering", "scheme": "FOS"}, {"id": "http://www.oecd.org/science/inno/38235147.pdf?2", "subject": "Engineering and technology", "scheme": "FOS"}, {"id": "http://www.oecd.org/science/inno/38235147.pdf?2.7", "subject": "Environmental engineering", "scheme": "FOS"}], "dates": [{"date": "2002/2026", "type": {"id": "collected", "title": {"en": "Collected"}}, "description": "Data collection"}], "languages": [{"id": "eng", "title": {"en": "English"}}], "related_identifiers": [{"identifier": "10.60669/gs6w-jd70", "scheme": "doi", "relation_type": {"id": "haspart", "title": {"en": "Has part"}}, "resource_type": {"id": "dataset", "title": {"de": "Datensatz", "en": "Dataset"}}}], "version": "1.0.0", "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}], "description": "<h2>Dataset description</h2>\n<p>This repository contains long-term monitoring data from the energy geostructure (EG) installation at the Lainzer Tunnel section LT24 in Vienna, Austria. The dataset accompanies the publication Brunner et al. (2026) and is intended to support reproducibility of the presented results as well as to serve as a foundation for future research on energy geostructures and long-term geothermal system behavior.</p>\n<h3>Methodology</h3>\n<p>The dataset comprises the measurements discussed in Brunner et al. (2026), including system-wide energy performance parameters from the service room (temperatures, flow rates, thermal energy), detailed temperature measurements within multiple energy piles, air, and ground and groundwater temperature monitoring. Measurements span three distinct phases: construction (2001&ndash;2004), active geothermal operation (2004&ndash;2022), and an ongoing idle phase (since 2022).</p>\n<h3>Dataset contents</h3>\n<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">The dataset is provided as comma-separated value (CSV) files encoded in UTF-8. Each file corresponds to a specific measurement type or sensor group, following the standardized sensor naming scheme described in the accompanying publication Brunner et al. (2026). File names follow the convention \"Location_Measurement_Version\", where \"Location\" identifies the measurement location (e.g., Pile, Ground, Serviceroom), \"Measurement\" describes the measured quantity and may consist of one or two entries separated by an underscore (e.g., Temperature_groundside, Performance_energy), and \"Version\" indicates the processing status where applicable (i.e., valid, final).</p>\n<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Some sensors required corrections due to drift, noise, or damage over the long monitoring period. Where applicable, files labeled \"valid\" contain only data that required no corrections, while files labeled \"final\" contain the fully processed dataset, where corrected values replace the raw data at points requiring correction.</p>\n<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Each file uses a semicolon as delimiter and follows a standardized structure: the first column contains the timestamp in ISO 8601 format (yyyy-MM-dd HH:mm:ss), while subsequent columns represent the individual sensor indicators (e.g., Tgw_{KB-13/01}). All numeric values are rounded to two decimal places. Missing values are represented by Not a Number (NaN). The data contain the original measurements without retiming as originally recorded.</p>\n<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">The sensor To_{Mariabrunn} (<code>Air_Temperature_outside_Mariabrunn.csv</code>) contains daily mean outside air temperature data for the relevant time period sourced from Geosphere Austria (<a class=\"underline underline underline-offset-2 decoration-1 decoration-current/40 hover:decoration-current focus:decoration-current\" href=\"https://doi.org/10.60669/gs6w-jd70\">https://doi.org/10.60669/gs6w-jd70</a>), where data at shorter intervals down to 10 minutes are also available. All other data originate from TU Wien.</p>\n<table>\n<tbody>\n<tr>\n<td><strong>File</strong></td>\n<td><strong>Sensor</strong></td>\n<td><strong>Unit</strong></td>\n<td><strong>Name</strong></td>\n</tr>\n<tr>\n<td><code>Pile_Temperature_groundside_valid.csv</code><br><code>Pile_Temperature_groundside_final.csv</code></td>\n<td>VWSG Geokon 4911-4 Rebar Strainmeter \"Sister Bars\"</td>\n<td>&deg;C</td>\n<td>Tg1, Tg2, Tg3, Tg4, Tg5</td>\n</tr>\n<tr>\n<td><code>Pile_Temperature_innerside_valid.csv</code><br><code>Pile_Temperature_innerside_final.csv</code></td>\n<td>VWSG Geokon 4911-4 Rebar Strainmeter \"Sister Bars\"</td>\n<td>&deg;C</td>\n<td>Ti1, Ti2, Ti3, Ti4, Ti5</td>\n</tr>\n<tr>\n<td><code>Pile_Temperature_middle_valid.csv</code><br><code>Pile_Temperature_middle_final.csv</code></td>\n<td>PT-100</td>\n<td>&deg;C</td>\n<td>Tm1_{S-07-20}, Tm3_{S-07-20}, Tm5_{S-07-20},&nbsp;<br>Tm1_{S-10-11}, Tm3_{S-10-11}, Tm5_{S-10-11},&nbsp;<br>Tm1_{S-11-12}, Tm3_{S-11-12}, Tm5_{S-11-12},&nbsp;<br>Tm1_{S-13-02}, Tm3_{S-13-02}, Tm5_{S-13-02},&nbsp;<br>Tm1_{S-14-11}, Tm3_{S-14-11}, Tm5_{S-14-11}</td>\n</tr>\n<tr>\n<td><code>Ground_Temperature_buried.csv</code></td>\n<td>PT-100</td>\n<td>&deg;C</td>\n<td>Tb1_{S-16-02}, Tb1*_{S-16-02}&nbsp;</td>\n</tr>\n<tr>\n<td><code>Ground_Temperature_groundwater.csv</code></td>\n<td>Unknown</td>\n<td>&deg;C</td>\n<td>Tgw_{KB-13/01}, Tgw_{KB-1c/01}, Tgw_{KB-15/93},&nbsp;<br>Tgw_{KB-B4}, Tgw_{KB-4/01}, Tgw_{KB-14/01},&nbsp;<br>Tgw_{12/93}, Tgw_{Siphon-1}, Tgw_{Siphon-2}</td>\n</tr>\n<tr>\n<td><code>Air_Temperature_outside.csv</code></td>\n<td>PT-100</td>\n<td>&deg;C</td>\n<td>To, To_{serviceroom}</td>\n</tr>\n<tr>\n<td><code>Air_Temperature_outside_Mariabrunn.csv</code></td>\n<td>Meteorological station</td>\n<td>&deg;C</td>\n<td>To_{Mariabrunn}</td>\n</tr>\n<tr>\n<td><code>Serviceroom_Temperature_fluid_collector.csv</code></td>\n<td>Immersion sensor</td>\n<td>&deg;C</td>\n<td>Tf_{in}, Tf_{out}</td>\n</tr>\n<tr>\n<td><code>Serviceroom_Temperature_fluid_S-10-11.csv</code></td>\n<td>PT-100</td>\n<td>&deg;C</td>\n<td>Tf_{out-S-10-11}</td>\n</tr>\n<tr>\n<td><code>Serviceroom_Temperature_fluid_S-07-20.csv</code></td>\n<td>PT-100</td>\n<td>&deg;C</td>\n<td>Tf_{in-S-07-20}, Tf_{out-S-07-20}</td>\n</tr>\n<tr>\n<td><code>Serviceroom_Performance_volume.csv</code></td>\n<td>Pulse measurements</td>\n<td>m&sup3;</td>\n<td>Pv</td>\n</tr>\n<tr>\n<td><code>Serviceroom_Performance_energy.csv</code></td>\n<td>Pulse measurements</td>\n<td>kWh</td>\n<td>Pe</td>\n</tr>\n</tbody>\n</table>\n<h3>Data coverage and updates</h3>\n<p>This dataset contains the data discussed in Brunner et al. (2026), covering measurements up to 2026-05-18 08:00. 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{"resource_type": {"id": "dataset", "title": {"de": "Datensatz", "en": "Dataset"}}, "creators": [{"person_or_org": {"type": "personal", "name": "Naghdi, Shaghayegh", "given_name": "Shaghayegh", "family_name": "Naghdi"}, "role": {"id": "contactperson", "title": {"en": "Contact person"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}], "title": "Selective ligand removal to improve accessibility of active sites in hierarchical MOFs for heterogeneous photocatalysis", "publisher": "TU Wien", "publication_date": "2022-01-12", "subjects": [{"subject": "MOFs"}, {"subject": "Photocatalysis"}], "contributors": [{"person_or_org": {"type": "personal", "name": "Naghdi, Shaghayegh", "given_name": "Shaghayegh", "family_name": "Naghdi", "identifiers": [{"identifier": "0000-0001-7738-2607", "scheme": "orcid"}]}, "role": 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"resource_type": {"id": "publication-article", "title": {"de": "Zeitschriftenartikel", "en": "Journal Article"}}}], "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}], "description": "<h2>&nbsp;</h2>\n<p>This dataset contains the source data associated with the publication:</p>\n<p>&ldquo;Selective ligand removal to improve accessibility of active sites in hierarchical MOFs for heterogeneous photocatalysis&rdquo;</p>\n<p>published in Nature Communications.</p>\n<p>The dataset was generated during the synthesis, thermal treatment, characterization, and photocatalytic evaluation of titanium-based hierarchical metal&ndash;organic frameworks (MOFs) with selectively removed ligands and engineered defects.</p>\n<p>The dataset includes raw and processed experimental data for:</p>\n<ul>\n<li>Powder X-ray diffraction (XRD)</li>\n<li>Simulated XRD patterns</li>\n<li>Diffuse Reflectance Infrared Fourier Transform Spectroscopy (DRIFTS)</li>\n<li>Thermogravimetric analysis (TGA)</li>\n<li>In situ temperature- and time-dependent XRD measurements</li>\n<li>In situ DRIFTS measurements</li>\n<li>Density Functional Theory (DFT) calculations</li>\n<li>Photocatalytic hydrogen evolution experiments</li>\n<li>Mixed-ligand MOF characterization and performance analysis</li>\n</ul>\n<p>The Excel workbook is organized into multiple sheets according to characterization technique and experimental condition. 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"scheme": "isni"}]}]}], "title": "Data and Code for master thesis: Assessment of road markings at crossing facilities for cyclists and pedestrians regarding right-of-way comprehension and safety perception at non-signalised junctions in Austria", "publisher": "TU Wien", "publication_date": "2026-05-15", "subjects": [{"subject": "road markings"}, {"subject": "right of way"}, {"subject": "traffic safety"}, {"subject": "Austria"}, {"subject": "survey data"}, {"subject": "active mobility"}, {"subject": "urban planning"}, {"subject": "R"}, {"subject": "crossing facilities for cyclists and pedestrians"}, {"subject": "non-signalised junctions"}, {"subject": "safety perception"}, {"subject": "right-of-way comprehension"}, {"subject": "traffic planning"}, {"subject": "vulnerable road users"}], "contributors": [{"person_or_org": {"type": "personal", "name": "Brezina, Tadej", "given_name": "Tadej", "family_name": "Brezina", "identifiers": [{"identifier": "0000-0003-4865-9472", "scheme": 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Wien"}]}], "dates": [{"date": "2026-05-15", "type": {"id": "submitted", "title": {"en": "Submitted"}}}], "languages": [{"id": "eng", "title": {"en": "English"}}, {"id": "deu", "title": {"en": "German"}}], "version": "1.0.0", "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}, {"id": "gpl-3.0-or-later", "title": {"en": "GNU General Public License v3.0 or later"}, "description": {"en": "Permissions of this strong copyleft license are conditioned on making available complete source code of licensed works and modifications, which include larger works using a licensed work, under the same license. Copyright and license notices must be preserved. Contributors provide an express grant of patent rights."}, "props": {"url": "https://www.gnu.org/licenses/gpl-3.0-standalone.html", "scheme": "spdx"}}], "description": "<h2>Description</h2>\n<p>This repository contains the anonymised survey data and R analysis scripts for the Master's thesis \"Assessment of road markings at crossing facilities for cyclists and pedestrians regarding right-of-way comprehension and safety perception at non-signalised&nbsp;junctions in Austria\" (TU Wien, 2026).</p>\n<h3>Context and methodology</h3>\n<p>The dataset was created as part of a Master's thesis in civil engineering at TU Wien, Research Unit of Transport Planning and Traffic Engineering. The data is based on a survey that examined how road users (cyclists, pedestrians, and car drivers) understand right-of-way rules and perceive safety at non-signalised junctions in Austria depending on the type of road markings present. Respondents were shown 3D visualised images of crossing scenarios from the perspective of a car driver, a cyclist or a pedestrian and asked whether they had right of way and how safe they felt. The survey was conducted online and distributed in Austria. For further details on the survey structure, please refer to the master thesis (see related works).&nbsp;</p>\n<h3>Technical details</h3>\n<p>The repository contains three versions of the anonymised dataset (RDS, SAV/SPSS, CSV) and a set of R scripts for the full analysis pipeline. The R scripts require R &ge; 4.3 and the packages listed in the README. Moreover, the README contains any relevant info to run the code, contact infos, citation and licence details. The main entry point is main.R, which sources all analysis scripts in order. Output figures are written to output/figures/ and tables to output/tables/. A bilingual codebook (German and English; input/bilingual_codebook.csv) documents all variable names and factor levels and aids as translation aid for the German questionnaire into English. The CSV format strips SPSS metadata; the bilingual-codebook should be consulted when using it.&nbsp;</p>\n<h3>Further details</h3>\n<p>Raw response data including IP addresses, email addresses, and open-text fields were processed and anonymised prior to publication. Only the anonymised dataset is included. Code is licensed under GPL-3.0-or-later; data are licensed under CC-BY-4.0.</p>\n<p>&nbsp;</p>"}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": {"active": false, "reason": null}, "status": "open"}, "files": {"enabled": true, "order": [], "count": 4, "total_bytes": 26825453, "entries": {"data-and-code-for -assessment-of-road-markings.zip": {"id": "353f8653-966b-4b38-9c97-591cd5bf4fa0", "checksum": "md5:a787bc99028cf369ceddb3ce05e4423d", "ext": "zip", "size": 26813339, "mimetype": "application/zip", "key": "data-and-code-for -assessment-of-road-markings.zip", "metadata": {}, "access": {"hidden": false}}, "LICENSE": {"id": "26a952de-5561-46d0-a9e0-67454c2b9e15", "checksum": "md5:1569b009a55f26775ab4552325414227", "ext": "bin", "size": 2254, "mimetype": "application/octet-stream", "key": "LICENSE", "metadata": {}, "access": {"hidden": false}}, "README.md": {"id": "ff00e783-cfc9-4ec7-8ba6-737595d911c2", "checksum": "md5:69fd9a3603560e463d439ad1cde4f9ae", 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"family_name": "Winter"}, "role": {"id": "contactperson", "title": {"en": "Contact person"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}], "title": "A Two-Stage Constraint Programming Approach for Artificial Teeth Scheduling Models and Results", "publisher": "TU Wien", "publication_date": "2026-05-08", "subjects": [{"id": "http://www.oecd.org/science/inno/38235147.pdf?1.2", "subject": "Computer and information sciences", "scheme": "FOS"}, {"subject": "Constraint Programming"}, {"subject": "Combinatorial Optimization"}], "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}, {"id": "mit", "title": {"en": "MIT License"}, "description": {"en": "A short and simple permissive license with conditions only requiring preservation of copyright and license notices. Licensed works, modifications, and larger works may be distributed under different terms and without source code."}, "props": {"url": "https://opensource.org/licenses/MIT", "scheme": "spdx"}}], "description": "<p>Supplemental dataset for the paper &ldquo;A Two-Stage Constraint Programming Approach for Artificial Teeth Scheduling&rdquo;, accepted for publication at the <span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">32nd International Conference on Principles and Practice of Constraint Programming</span></span>. Conference information is available at <a class=\"decorated-link\" href=\"https://cp2026.a4cp.org/\" rel=\"noopener\">CP 2026 conference website</a>. A link to the open-access publication will be added once the paper becomes publicly available.</p>\n<h1>Dataset Contents</h1>\n<p>The dataset contains the complete implementation and experimental material used for the two-stage constraint programming approach presented in the paper. The main entry point is the <code>2stage_solver.py</code> script, which orchestrates the full workflow across both optimization stages.</p>\n<p>The <code>stage1/</code> directory contains all resources required for the first stage of the approach, including scripts, benchmark instances, MiniZinc models (<code>.mzn</code> files), and the column generation solver implementation. The <code>stage2/</code> directory contains the corresponding scripts, benchmark instances, and MiniZinc models for the second stage of the scheduling process.</p>\n<p>Experimental outcomes discussed in the publication are summarized in the <code>results/</code> directory. Detailed information regarding solver settings, software versions, hardware configuration, and parameterization is documented in the paper itself.</p>\n<p>Configuration templates for reproducing experiments and running customized executions are provided in the <code>configs/</code> directory.</p>\n<h1>Software Requirements</h1>\n<p>Reproducing the experiments and running the provided solvers requires the following software environment:</p>\n<ul>\n<li>Python version 3.11 or newer, available from <a class=\"decorated-link\" href=\"https://www.python.org/\" rel=\"noopener\">Python</a></li>\n<li>MiniZinc version 2.9.5 or newer, available from <a class=\"decorated-link\" href=\"https://www.minizinc.org/\" rel=\"noopener\">MiniZinc</a>. MiniZinc command-line tools must be accessible through the system <code>PATH</code> environment variable.</li>\n<li>Gurobi version 9 or newer, available from <a class=\"decorated-link\" href=\"https://www.gurobi.com/\" rel=\"noopener\">Gurobi Optimizer</a>, together with the <code>gurobipy</code> Python package.</li>\n</ul>\n<h1>Usage and Licensing</h1>\n<p>Detailed instructions for installing dependencies and executing the solver pipeline are provided in the <code>README.txt</code> file included in the dataset.</p>\n<p>All data is licensed under the CC BY 4.0 license. All source code is distributed under the MIT License. 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[{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}, {"id": "05jvrwv37", "name": "Istanbul K\u00fclt\u00fcr University", "identifiers": [{"identifier": "05jvrwv37", "scheme": "ror"}, {"identifier": "grid.411774.0", "scheme": "grid"}, {"identifier": "0000 0001 2309 1070", "scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Poszvek, G\u00fcnther", "given_name": "G\u00fcnther", "family_name": "Poszvek", "identifiers": [{"identifier": "0000-0001-8435-564X", "scheme": "orcid"}]}, "role": {"id": "contactperson", "title": {"en": "Contact person"}}, "affiliations": [{"name": "TU Wien"}]}, {"person_or_org": {"type": "personal", "name": "Prie\u00dfnitz, Markus", "given_name": "Markus", "family_name": "Prie\u00dfnitz", "identifiers": [{"identifier": "0000-0002-8600-6723", "scheme": "orcid"}]}, "role": {"id": "contactperson", "title": {"en": "Contact person"}}, "affiliations": [{"name": "TU Wien"}]}, {"person_or_org": {"type": "personal", "name": "Bleicher, Friedrich", "given_name": "Friedrich", "family_name": "Bleicher", "identifiers": [{"identifier": "0000-0003-3429-867X", "scheme": "orcid"}]}, "role": {"id": "contactperson", "title": {"en": "Contact person"}}, "affiliations": [{"name": "TU Wien"}]}], "title": "Digital Transformation of Traditional Art: From 3D Scanning to Casting and Additive Manufacturing", "publisher": "TU Wien", "publication_date": "2026-05-11", "subjects": [{"subject": "Reverse Engineering"}, {"subject": "3D Scanning"}, {"subject": "Metrology"}, {"subject": "Digital Twin"}, {"subject": "Additive Manufacturing"}, {"subject": "3D Sand Printing"}, {"subject": "Metal Casting"}], "dates": [{"date": "2026-05-11", "type": {"id": "accepted", "title": {"en": "Accepted"}}}], "languages": [{"id": "eng", "title": {"en": "English"}}], "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": 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Optical reference markers were applied to a physical statue to enable accurate dynamic referencing and capture sub-millimeter surface details. The acquired point cloud was processed into a high-resolution 3D mesh and further optimized for downstream manufacturing applications. Two complementary routes were demonstrated: an industrial casting path using the scanned model as a basis for mold preparation and metal casting, and a prototyping path involving slicing, support generation, and FDM 3D printing at reduced scale. The study highlights how reverse engineering and additive manufacturing can bridge classical craftsmanship with modern digital documentation, replication, and sustainable production workflows.<br><br></p>\n<h2>Acknowledgements</h2>\n<p>The authors gratefully acknowledge Hotel Schwarz Alm for providing access to the original Brunnenfigur sculpture used in this project. The authors also thank voestalpine Foundry Group for their contribution to the industrial casting process, including the 3D sand-printed mold, Alzen 305 casting material, and bronze-colour finishing with clear coating. Special thanks are extended to Harald Ferge and Andrea Beisswenger from Faro-Creaform, AMETEK for their invaluable technical support and valuable contributions to the 3D scanning and data processing workflow.</p>"}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": {"active": false, "reason": null}, "status": "open"}, "files": {"enabled": true, "order": [], "count": 1, "total_bytes": 17125015, "entries": {"Brunnenfigur_Poster-PDF_A.pdf": {"id": "51fc7c2f-ba88-425a-8f3e-1f5c27f4a27f", "checksum": "md5:17713b88e41463a0d3378554d9c9fbe3", "ext": "pdf", "size": 17125015, "mimetype": "application/pdf", "key": "Brunnenfigur_Poster-PDF_A.pdf", "metadata": {}, "access": {"hidden": false}}}}, "media_files": {"enabled": false, "order": [], "count": 0, "total_bytes": 0, "entries": {}}, "status": "published", "deletion_status": {"is_deleted": false, "status": "P"}, "stats": {"this_version": {"views": 77, "unique_views": 61, "downloads": 120, "unique_downloads": 63, 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"role": {"id": "researcher", "title": {"en": "Researcher"}}, "affiliations": [{"name": "TU Wien"}]}], "related_identifiers": [{"identifier": "10.1051/0004-6361/202245434", "scheme": "doi", "relation_type": {"id": "isdocumentedby", "title": {"en": "Is documented by"}}, "resource_type": {"id": "publication-article", "title": {"de": "Zeitschriftenartikel", "en": "Journal Article"}}}], "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}], "description": "<h3>Context and methodology</h3>\n<p>Global reference frame solution from Very Long Baseline Interferometry based on IVS data at S/X-band and VGOS until 2026.0. Analyzed with <a href=\"https://vievswiki.geo.tuwien.ac.at/\" rel=\"noopener\">VieVS software package</a>. The methodology of the analysis follows description in <a href=\"https://doi.org/10.1051/0004-6361/202245434\" rel=\"noopener\">Kr&aacute;sn&aacute; et al. (2023)</a>.</p>\n<h3>Technical details</h3>\n<ul>\n<li>DATA START: 1979-08-03T00:00:00</li>\n<li>DATA END: 2025-12-30T00:00:00&nbsp;</li>\n<li>FREQUENCY BANDS: S/X, VGOS</li>\n<li>ANALYSIS CENTER: VIE (TU Wien, Austria)&nbsp;</li>\n<li>CONTACT: Hana Krasna (hana.krasna@tuwien.ac.at)&nbsp;</li>\n<li>SOFTWARE: VieVS v4.0&nbsp;</li>\n<li>TECHNIQUE: VLBI&nbsp;</li>\n<li>DATA ORIGIN: vgosDB databases from IVS data centers&nbsp;</li>\n</ul>\n<h3>Data format</h3>\n<p>Plain ASCII files.</p>\n<h3>Files</h3>\n<ul>\n<li>vie2025_sxvg_CRF.txt: Celestial Reference Frame, source positions are in the J2000 frame, but at the 2015.0 galactic aberration epoch with 5.8 uas/y GA amplitude</li>\n<li>vie2025_sxvg_TRF.txt: Terrestrial Reference Frame, globally adjusted station positions at reference epoch 2020.0 with linear velocity</li>\n<li>vie2025_sxvg_TRFr.txt: simplified format of the TRF (without formal errors, external TRF VieVS input format) which in addition includes mean position of the session-wise reduced telescopes</li>\n<li>vie2025_sxvg_EOP.eoxy.txt:&nbsp;Earth Orientation Parameters, reported is one offset per EOP per session. 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{"resource_type": {"id": "software", "title": {"de": "Software", "en": "Software"}}, "creators": [{"person_or_org": {"type": "personal", "name": "Kaufmann, Hannes", "given_name": "Hannes", "family_name": "Kaufmann"}, "role": {"id": "contactperson", "title": {"en": "Contact person"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}], "title": "Construct3D for Unreal: source code and reproducibility package", "publisher": "TU Wien", "publication_date": "2026-05-04", "subjects": [{"subject": "mixed reality, immersive learning, geometry education, embodied interaction, dynamic geometry, AI-assisted software engineering, open-source educational software"}], "languages": [{"id": "eng", "title": {"en": "English"}}], "version": "Git release tag: v0.1.3-tlt", "rights": [{"id": "gpl-3.0-or-later", "title": {"en": "GNU General Public License v3.0 or later"}, "description": {"en": "Permissions of this strong copyleft license are conditioned on making available complete source code of licensed works and modifications, which include larger works using a licensed work, under the same license. Copyright and license notices must be preserved. Contributors provide an express grant of patent rights."}, "props": {"url": "https://www.gnu.org/licenses/gpl-3.0-standalone.html", "scheme": "spdx"}}], "description": "<p>Construct3D for Unreal is a VR geometry and CAD application built in Unreal Engine with OpenCascade Technology (OCCT) as its geometry kernel. It is a modern reimplementation of Construct3D, originally developed and published by Hannes Kaufmann.</p>\n<p>It is intended for mixed-reality geometry teaching, guided exploration, and research on embodied learning technologies. The current prototype is most relevant for geometry teachers, learning-technology researchers, and advanced learners in upper-secondary and early-university STEM contexts.</p>\n<p>Background references:</p>\n<ul>\n<li>Construct3D project page: <a href=\"https://www.ims.tuwien.ac.at/projects/construct3d\" rel=\"nofollow noreferrer noopener\">https://www.ims.tuwien.ac.at/projects/construct3d</a></li>\n<li>2004 PhD thesis: <a href=\"https://repositum.tuwien.at/bitstream/20.500.12708/12197/2/Kaufmann%20Hannes%20-%202004%20-%20Geometry%20education%20with%20augmented%20reality.pdf\" rel=\"nofollow noreferrer noopener\">https://repositum.tuwien.at/bitstream/20.500.12708/12197/2/Kaufmann%20Hannes%20-%202004%20-%20Geometry%20education%20with%20augmented%20reality.pdf</a></li>\n</ul>\n<p>Related publication:</p>\n<ul>\n<li>Construct3D for Unreal: AI-Assisted Reimplementation of an Embodied Immersive Geometry Learning Environment</li>\n</ul>\n<p>The current codebase and documentation were produced iteratively with AI assistance in 2026 under the direction of Hannes Kaufmann.</p>\n<p>It supports:</p>\n<ul>\n<li>point, curve, surface, and solid construction</li>\n<li>live dependency-driven geometry refresh</li>\n<li>VR interaction with menu-driven tool selection</li>\n<li>save/load and snapshot-based undo/redo</li>\n<li>differential geometry tools such as Frenet frames, curvature constructions, and Dupin indicatrices</li>\n</ul>\n<h1>Reproducibility and Archive Package Notes</h1>\n<p>For public availability within a paper publications, this is the open source of Construct3D for Unreal, which can be found at</p>\n<p>https://gitlab.tuwien.ac.at/hannes.kaufmann/construct3d-for-unreal</p>\n<p>The version archived here has Git release tag: v0.1.1-tlt</p>\n<p>and requires</p>\n<ul>\n<li>Unreal Engine <code>5.7.4</code></li>\n<li>Windows development with Visual Studio 2022</li>\n<li>OpenCascade 8.0 installed either under the expected project-local&nbsp;<code>ThirdParty</code> path or via the configured environment / fallback paths</li>\n<li>Meta XR Plugin <code>201.0</code> and Meta XR Interaction SDK <code>201.0</code>, downloaded from the official Meta sources and installed locally via Plugins/Install-MetaXRPlugins.ps1\n<p>For the full first-time setup process, including OpenCascade installation details, see:</p>\n<ul>\n<li><code>Docs/Setup.md</code></li>\n</ul>\n</li>\n</ul>\n<p>This file summarizes what should be included in the public artifact snapshot for Construct3D for Unreal and what must stay out of the archive for licensing or practical reasons.</p>\n<h2>Include In The Public Archive</h2>\n<ul>\n<li><code>Source/</code></li>\n<li><code>Config/</code></li>\n<li><code>Content/</code></li>\n<li><code>Docs/</code></li>\n<li><code>Plugins/Install-MetaXRPlugins.ps1</code></li>\n<li><code>Plugins/README.md</code></li>\n<li><code>Plugins/OfficialPackages/README.md</code></li>\n<li><code>Construct3D_for_Unreal.uproject</code></li>\n<li><code>README.md</code></li>\n<li><code>CONTRIBUTING.md</code></li>\n<li><code>LICENSE</code></li>\n<li><code>REPRODUCIBILITY.md</code></li>\n<li>optional validation notes, sample saved scenes, and supplementary video material</li>\n</ul>\n<h2>Exclude From The Public Archive</h2>\n<ul>\n<li><code>Plugins/OfficialPackages/*.zip</code></li>\n<li><code>Plugins/MetaXR/</code></li>\n<li><code>Plugins/MetaXRInteraction/</code></li>\n<li><code>Media/</code></li>\n<li><code>Binaries/</code></li>\n<li><code>DerivedDataCache/</code></li>\n<li><code>Intermediate/</code></li>\n<li><code>Saved/</code></li>\n<li><code>.vs/</code></li>\n</ul>\n<h2>Local Dependency Expectations</h2>\n<p>The public archive assumes that users download the validated Meta XR packages from the official Meta sources, place them under&nbsp;<code>Plugins/OfficialPackages/</code>, and then run&nbsp;<code>Plugins/Install-MetaXRPlugins.ps1</code>.</p>\n<p>The validated filenames are:</p>\n<ul>\n<li><code>UnrealMetaXRPlugin.201.0.zip</code></li>\n<li><code>MetaXRInteractionPackage.201.0.0.zip</code></li>\n</ul>\n<p>The validated OpenCascade target version is&nbsp;<code>8.0</code>.</p>\n<p>&nbsp;</p>"}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": 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[{"person_or_org": {"type": "personal", "name": "Liu, Meiqi", "given_name": "Meiqi", "family_name": "Liu", "identifiers": [{"identifier": "0000-0002-0894-2305", "scheme": "orcid"}]}, "role": {"id": "producer", "title": {"en": "Producer"}}, "affiliations": [{"name": "TU Wien"}]}, {"person_or_org": {"type": "personal", "name": "Kittlaus, Steffen", "given_name": "Steffen", "family_name": "Kittlaus", "identifiers": [{"identifier": "0000-0002-1662-0605", "scheme": "orcid"}]}, "role": {"id": "producer", "title": {"en": "Producer"}}, "affiliations": [{"name": "TU Wien"}]}, {"person_or_org": {"type": "personal", "name": "Zessner-Spitzenberg, Matthias", "given_name": "Matthias", "family_name": "Zessner-Spitzenberg", "identifiers": [{"identifier": "0000-0003-1231-4253", "scheme": "orcid"}]}, "role": {"id": "supervisor", "title": {"en": "Supervisor"}}, "affiliations": [{"name": "TU Wien"}, {"name": "TU-Wien"}]}], "title": "Regionalised Emission Model (MoRE) for eleven PFAS at Upper Danube Basin", "publisher": "TU Wien", "publication_date": "2026-05-07", "subjects": [{"subject": "PFAS"}, {"subject": "per- and polyfluorinated substances"}, {"subject": "Danube"}, {"subject": "emission model"}, {"subject": "catchment"}, {"subject": "regionalized pathway analysis"}, {"subject": "MoRE model"}, {"subject": "water pollution"}], "dates": [{"date": "2024-11-03", "type": {"id": "created", "title": {"en": "Created"}}, "description": "created for public use"}, {"date": "2026-05-07", "type": {"id": "updated", "title": {"en": "Updated"}}, "description": "updated for publication purposes"}], "languages": [{"id": "eng", "title": {"en": "English"}}], "related_identifiers": [{"identifier": "10.3390/w9040239", "scheme": "doi", "relation_type": {"id": "references", "title": {"en": "References"}}, "resource_type": {"id": "publication-article", "title": {"de": "Zeitschriftenartikel", "en": "Journal Article"}}}, {"identifier": "10.48436/yaecs-dgr27", "scheme": "doi", "relation_type": {"id": 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"resource_type": {"id": "dataset", "title": {"de": "Datensatz", "en": "Dataset"}}}, {"identifier": "https://iwadipcon2024.com/paper/Abstract_E-Book.pdf", "scheme": "url", "relation_type": {"id": "issupplementto", "title": {"en": "Is supplement to"}}, "resource_type": {"id": "publication-conferencepaper", "title": {"de": "Konferenzbeitrag", "en": "Conference Paper"}}}], "version": "2.0", "rights": [{"id": "agpl-3.0-or-later", "title": {"en": "GNU Affero General Public License v3.0 or later"}, "description": {"en": ""}, "props": {"url": "https://www.gnu.org/licenses/agpl.txt", "scheme": "spdx"}}, {"id": "cc-by-sa-4.0", "title": {"en": "Creative Commons Attribution Share Alike 4.0 International"}, "description": {"en": "Permits almost any use subject to providing credit and license notice. Frequently used for media assets and educational materials. The most common license for Open Access scientific publications. Not recommended for software."}, "icon": "cc-by-sa-icon", "props": {"url": "https://creativecommons.org/licenses/by-sa/4.0/legalcode", "scheme": "spdx"}}, {"title": {"en": "MoRE Developer GUI license"}, "description": {"en": "The MoRE-Developer graphical user interface is property of COS Geoinformatik GmbH & Co. KG. Redistribution is only allowed with the permission of COS Geoinformatik GmbH & Co. KG, Karlsruher Str. 10b, 76275 Ettlingen, Germany, www.cosgeo.de, Phone: +49 7243 3241-11, email: armin.canzler@cosgeo.de."}}], "description": "<h1>MoRE model for PFAS emissions into surface waters in the upper Danube basin</h1>\n<p>This record contains a SQLite database driven emission model for modelling PFAS emissions into surface waters of the upper Danube basin, and a collection of flowcharts in PDF (and <a href=\"https://en.wikipedia.org/wiki/PDF/A\">PDF/A</a>) format demonstrating the model setup processes.</p>\n<h2>Background</h2>\n<p>The model system MoRE (Modeling of Regionalized Emissions) was initially developed by the Karlsruhe Institute of Technology (KIT) in cooperation with the German Federal Environment Agency. It is based on the MONERIS model system. MoRE was developed as a tool in an open source environment for modelling substance emissions into surface waters for a wide range of substances with relevance for water quality (Fuchs et al. 2017).</p>\n<p>In the EU Project \"<a href=\"https://promisces.eu/\">PROMISCES</a>\", MoRE model was adapted for modelling of PFAS at the Upper Danube Basin. A version in align with the project's <a href=\"https://doi.org/10.5281/zenodo.14789119\">Guidance Document</a> has been published before (v.1.0): <a href=\"https://doi.org/10.48436/wg9dy-r9r31\" rel=\"noopener\">https://doi.org/10.48436/wg9dy-r9r31</a></p>\n<p>The model released here is an updated version with serves on the purpose for publication. Compared to the previous model, datasets for substance-specific input data have been largely updated, as well as datasets for validation, therefore resulting in different results.</p>\n<h2>Description of the model</h2>\n<p>The modelling in MoRE is carried out as a regionalized pathway analysis. The substance emissions are modelled with temporal and spatial differentiation via various emission <strong>pathways, </strong>as indicated in the EU Guidance Document No 28 (EC 2012) for tier 3 for establishing an inventory of emissions. The temporal resolution of the model are annual time steps and the spatial resolution is 526 sub-catchments with a median size of 229 km&sup2;.</p>\n<p>In the version published here, the model was adapted for modelling of PFAS at the Upper Danube Basin with additional emission pathways were implemented, which might be significant for PFAS and other pathways with less significance for this substance group were simplified and grouped together. Thus, the model contains now the following pathways:</p>\n<p><strong>Point pathways:</strong></p>\n<ul>\n<li>WWTP: P8 Urban wastewater treatment plants</li>\n<li>ID: P10a Treated industrial wastewater</li>\n<li>ID: P10b Direct wastewater discharge from the Gendorf industrial park</li>\n</ul>\n<p><strong>Diffuse pathways:</strong></p>\n<ul>\n<li>AD: P1 Atmospheric deposition directly onto surface water</li>\n<li>ER: P2 Erosion</li>\n<li>SR: P3 Surface runoff from unsealed areas</li>\n<li>GW: P4a Groundwater - background contamination</li>\n<li>GW: P4b Groundwater - legacy pollution from the Gendorf industrial park</li>\n<li>GW: P4c Groundwater - unidentified legacy pollution</li>\n<li>US: P7a Stormwater from separate sewer systems</li>\n<li>US: P7b Combined sewer overflows&nbsp;</li>\n<li>NSS: P9 Treated and untreated wastewater discharge from individual households</li>\n</ul>\n<p>Due to the <strong>flexible structure</strong> of MoRE, new substances and emission pathways can be integrated at any time, provided that the necessary input data are available and modelling can be carried out in a reasonable way. In addition, MoRE offers the possibility to modify existing calculation approaches and to test different input data sets by comparing them. For this purpose, different <strong>variants</strong> can be created. In the version here three model variants for the current state were implemented to represent the uncertainty in the model input data:</p>\n<ul>\n<li>Base variant: Based on the median evaluation of environmental concentrations this variant should present the most likely model outcome. If more than 80% of the environmental concentrations were measured as below the analytical limit of quantitation (LOQ), or less than 3 concentrations were observed above the LOQ, half value of the LOQ was used as input data.</li>\n<li>Best-Case: This variant is based on the 25<sup>th</sup> percentile of environmental concentrations and represents a best-case evaluation with rather low pollution. If more than 80% of the environmental concentrations were measured as below the LOQ, or less than 3 concentrations were observed above the LOQ, 0 was used as input data.</li>\n<li>Worst-Case: This variant is based on the 75<sup>th</sup> percentile of environmental concentrations and represents a worst-case evaluation with rather high pollution. If more than 80% of the environmental concentrations were measured as below the LOQ, or less than 3 concentrations were observed above the LOQ, the value of the LOQ was used as input data.</li>\n</ul>\n<h2>References</h2>\n<p><a name=\"_CTVL0014f85d7ecb89843a5b3b40ed5bc26bce3\"></a>EC (2012), European Commission: Guidance Document No. 28. Technical guidance on the preparation of an inventory of emissions, discharges and losses of priority and priority hazardous substances, 1st edn. Common implementation strategy for the Water Framework Directive (2000/60/EC), vol 058. ISBN: 978-92-79-23823-9. European Commission, Brussels</p>\n<p><a name=\"_CTVL0011f353f0febcc4267884c61c7d865f51d\"></a>Fuchs S, Kaiser M, Kiemle L, Kittlaus S, Rothvo&szlig; S, Toshovski S, Wagner A, Wander R, Weber T, Ziegler S (2017): Modeling of Regionalized Emissions (MoRE) into Water Bodies: An Open-Source River Basin Management System. Water 9:239. https://doi.org/10.3390/w9040239</p>\n<h2>Technical details</h2>\n<p>The MoRE model system is based on an open source PostgreSQL or SQLite database, a generic calculation engine and the MoRE Developer user interface, which can be used to read, modify and extend the contents of the database. All computations are performed by the calculation engine, which is controlled via the user interface. The modelling results can be exported as tables via the MoRE Developer user interface and the results can be used in GIS for mapping. Users can work with MoRE in two different ways: on the basis of a multi-user access in a PostgreSQL database via the Internet or as a stand-alone application on the PC.</p>\n<p>Here the SQLite based version is provided as an executable in a zip file. After extraction from the zip file the executable (.exe file) can be started on a Windows operating system (Windows 10 and 11 tested).</p>\n<p>More information on how to use MoRE can be found in the&nbsp;<a href=\"https://more.iwu.kit.edu/wiki-en-neu\" rel=\"noopener\">MoRE documentation wiki</a></p>\n<h2><strong>Licensing</strong></h2>\n<p><a name=\"_Hlk175561325\"></a><a name=\"_Hlk175560686\"></a>The MoRE-Developer graphical user interface is property of COS Geoinformatik GmbH &amp; Co. KG. Redistribution is only allowed with the permission of COS Geoinformatik GmbH &amp; Co. KG, Karlsruher Str. 10b, 76275 Ettlingen, Germany,&nbsp;<a href=\"http://www.cosgeo.de\">www.cosgeo.de</a>, Phone: +49 7243 3241-11, email: <a href=\"mailto:armin.canzler@cosgeo.de\">armin.canzler@cosgeo.de</a>.</p>\n<p>The MoRE calculation engine (MoRE Rechenkern.dll) is licensed under a GNU Affero General Public License, Version 3 (AGPL V3.0 <a href=\"http://www.gnu.org/licenses/agpl.html\">http://www.gnu.org/licenses/agpl.html</a>).</p>\n<p>The content of the database, if not differently stated in the data itself is licensed under a Creative Commons Attribution Share Alike 4.0 International license (CC BY-SA 4.0 https://creativecommons.org/licenses/by-sa/4.0/).</p>", "funding": [{"funder": {"id": "00k4n6c32", "name": "European Commission"}, "award": {"number": "101036449", "title": {"en": "PROMISCES: Preventing Recalcitrant Organic Mobile Industrial chemicalS for Circular Economy in the Soil-sediment-water system"}, "identifiers": [{"identifier": "https://promisces.eu/", "scheme": "url"}]}}]}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": {"active": false, "until": "2025-12-31", "reason": "This model is currently under embargo to allow for the completion and peer review of a related research publication based on the model results. 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"scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Fernandez-Pacheco, Amalio", "given_name": "Amalio", "family_name": "Fernandez-Pacheco"}, "role": {"id": "supervisor", "title": {"en": "Supervisor"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Singh, Aman", "given_name": "Aman", "family_name": "Singh"}, "role": {"id": "datacollector", "title": {"en": "Data collector"}}, "affiliations": [{"id": "04zb59n70", "name": "Leibniz Institute for Solid State and Materials Research", "identifiers": [{"identifier": "04zb59n70", "scheme": "ror"}, {"identifier": "grid.14841.38", "scheme": "grid"}, {"identifier": "0000 0000 9972 3583", "scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Neu, Volker", "given_name": "Volker", "family_name": "Neu"}, "role": {"id": "supervisor", "title": {"en": "Supervisor"}}, "affiliations": [{"id": "04zb59n70", "name": "Leibniz Institute for Solid State and Materials Research", "identifiers": [{"identifier": "04zb59n70", "scheme": "ror"}, {"identifier": "grid.14841.38", "scheme": "grid"}, {"identifier": "0000 0000 9972 3583", "scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Jurczyk, Jakub", "given_name": "Jakub", "family_name": "Jurczyk"}, "role": {"id": "datacollector", "title": {"en": "Data collector"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Mikulik, Stefan", "given_name": "Stefan", "family_name": "Mikulik"}, "role": {"id": "datacollector", "title": {"en": "Data collector"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}], "title": "Geometric dependence of exchange bias in tilted three-dimensional CoFe/IrMn microwires", "publisher": "TU Wien", "publication_date": "2026-04-24", "subjects": [{"id": "http://www.oecd.org/science/inno/38235147.pdf?2", "subject": "Engineering and technology", "scheme": "FOS"}], "contributors": [{"person_or_org": {"type": "personal", "name": "Krien, Cornelia", "given_name": "Cornelia", "family_name": "Krien"}, "role": {"id": "other", "title": {"en": "Other"}}, "affiliations": [{"name": "Leibniz IFW Dresden"}]}], "dates": [{"date": "2026-04-18", "type": {"id": "accepted", "title": {"en": "Accepted"}}, "description": "npj Spintronics"}], "languages": [{"id": "eng", "title": {"en": "English"}}], "identifiers": [{"identifier": "npj Spintronics", "scheme": "other"}], "related_identifiers": [{"identifier": "https://arxiv.org/abs/2601.09653", "scheme": "url", "relation_type": {"id": "isoriginalformof", "title": {"en": "Is original form of"}}, "resource_type": {"id": "publication", "title": {"de": "Publikation", "en": "Publication"}}}], "rights": [{"id": "cc-by-4.0", "title": {"en": "Creative Commons Attribution 4.0 International"}, "description": {"en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited."}, "icon": "cc-by-icon", "props": {"url": "https://creativecommons.org/licenses/by/4.0/legalcode", "scheme": "spdx"}}], "description": "<h1>Geometric dependence of exchange bias in tilted three-dimensional CoFe/IrMn microwires</h1>\n<p>The following description provides structured information to help users understand, interpret, and reuse this dataset:</p>\n<h2>Context and methodology</h2>\n<ul>\n<li>This dataset belongs to the field of experimental condensed matter physics and focuses on exchange bias in three-dimensional nanomagnetic systems. It is associated with the study of tilted CoFe/IrMn microwires and their comparison with planar thin films.</li>\n<li>The dataset was created to investigate how geometric tilting influences exchange bias and coercivity. The data were obtained using magneto-optical Kerr effect (MOKE) measurements performed on fabricated three-dimensional microwire structures and planar reference samples.</li>\n<li>The measurements include magnetic hysteresis loops recorded at different tilt angles and material configurations. Post-processing was performed to extract the coercive field (Hc), exchange bias (Heb), and interface roughness parameters.</li>\n</ul>\n<h2>Technical details</h2>\n<p>The dataset is organized according to the figures presented in the main manuscript and supplementary information. File names follow a consistent naming convention indicating the figure number, sample geometry (tilted wire or planar film), tilt angle, and material composition.</p>\n<p>The dataset contains:</p>\n<ul>\n<li>Hysteresis loop data (.txt) with magnetic field and normalized magnetization values</li>\n<li>Extracted parameters (.txt) containing coercive field (Hc), exchange bias (Heb), and corresponding errors</li>\n<li>Power spectral density data (.dat) used for roughness analysis</li>\n<li>Processed datasets (.csv) used for plotting relationships such as coupling constant versus roughness</li>\n</ul>\n<p>All files are provided in standard formats (TXT, DAT, CSV) and can be opened using Python, MATLAB, Origin, or Microsoft Excel. 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Detailed experimental procedures, fabrication methods, and interpretation of results are described in the corresponding manuscript.</p>\n</li>\n<li>\n<p>The data can be reused under the specified Creative Commons license with appropriate citation of the dataset and the related publication.</p>\n</li>\n</ul>"}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": {"active": false, "reason": null}, "status": "open"}, "files": {"enabled": true, "order": [], "count": 28, "total_bytes": 329119, "entries": {"README.txt": {"id": "d396c3d7-0ea0-4c15-ad33-a2090723ec19", "checksum": "md5:4525a42dc92e094c9e5d86cc309d7e78", "ext": "txt", "size": 1397, "mimetype": "text/plain", "key": "README.txt", "metadata": {}, "access": {"hidden": false}}, "Figure5a_5b_CoFe7_IrMn14_Hc_Heb_errors.txt": {"id": "9deff993-e683-4112-af4c-f488526eda65", "checksum": "md5:43a2b4d912cb90cf3cdb8fdc16f8d1de", "ext": "txt", "size": 168, "mimetype": "text/plain", "key": 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Copyright and license notices must be preserved. Contributors provide an express grant of patent rights."}, "props": {"url": "https://www.gnu.org/licenses/gpl-3.0-standalone.html", "scheme": "spdx"}}], "description": "<h3>Context and methodology</h3>\n<p>This dataset was developed within the field of Additive Manufacturing (AM), specifically focusing on Multi-Material Stereo Lithography (MMSL). It investigates the mechanical behavior of heterogeneous cellular structures fabricated using a modified MMSL platform. The dataset provides the experimental base for how different topologies and material distributions influence mechanical properties. The dataset was created through the following workflow:</p>\n<ol>\n<li><strong>Design:&nbsp;</strong>60 unique combinations where considered in the design space, 20 of them have been selected for the following training steps, 4 for the validation. 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"creators": [{"person_or_org": {"type": "personal", "name": "F\u00f6rster, Florian", "given_name": "Florian", "family_name": "F\u00f6rster", "identifiers": [{"identifier": "0009-0006-2614-6325", "scheme": "orcid"}]}, "role": {"id": "datacollector", "title": {"en": "Data collector"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}], "title": "Supplementary Material for diploma thesis: Parameter analysis on tramway networks with OpenStreetMap", "publisher": "TU Wien", "publication_date": "2026-04-16", "subjects": [{"id": "http://www.oecd.org/science/inno/38235147.pdf?2.1", "subject": "Civil engineering", "scheme": "FOS"}, {"subject": "diploma thesis"}, {"subject": "tramway"}, {"subject": "curviness"}, {"subject": "average speed"}, {"subject": "OpenStreetMap"}, {"subject": "stop spacing"}, {"subject": "urban morphology"}], "contributors": [{"person_or_org": {"type": "personal", "name": "Lagler, Markus", "given_name": "Markus", "family_name": "Lagler", "identifiers": [{"identifier": "0000-0002-8318-0283", "scheme": "orcid"}]}, "role": {"id": "supervisor", "title": {"en": "Supervisor"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}, {"person_or_org": {"type": "personal", "name": "Brezina, Tadej", "given_name": "Tadej", "family_name": "Brezina", "identifiers": [{"identifier": "0000-0003-4865-9472", "scheme": "orcid"}]}, "role": {"id": "supervisor", "title": {"en": "Supervisor"}}, "affiliations": [{"id": "04d836q62", "name": "TU Wien", "identifiers": [{"identifier": "04d836q62", "scheme": "ror"}, {"identifier": "grid.5329.d", "scheme": "grid"}, {"identifier": "0000 0004 1937 0669", "scheme": "isni"}]}]}, 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"cc-by-sa-4.0", "title": {"en": "Creative Commons Attribution Share Alike 4.0 International"}, "description": {"en": "Permits almost any use subject to providing credit and license notice. Frequently used for media assets and educational materials. The most common license for Open Access scientific publications. Not recommended for software."}, "icon": "cc-by-sa-icon", "props": {"url": "https://creativecommons.org/licenses/by-sa/4.0/legalcode", "scheme": "spdx"}}, {"id": "mit", "title": {"en": "MIT License"}, "description": {"en": "A short and simple permissive license with conditions only requiring preservation of copyright and license notices. Licensed works, modifications, and larger works may be distributed under different terms and without source code."}, "props": {"url": "https://opensource.org/licenses/MIT", "scheme": "spdx"}}], "description": "<h1>Supplementary Material for diploma thesis:<br>Parameter analysis on tramway networks with OpenStreetMap</h1>\n<p>This dataset contains the supplementary material as described in the diploma thesis: <a title=\"Parameter analysis on tramway networks with OpenStreetMap\" href=\"https://doi.org/10.34726/hss.2026.120450\" rel=\"noopener\">Parameter analysis on tramway networks with OpenStreetMap</a>.</p>\n<p>Some of the raw data is not included, since this data can be easily redownloaded from OSM. The timetable data is not included to avoid any legal difficulties concerning different licences. However the sources are documented in the thesis, so a redownload should be possible.</p>\n<h2>File overview</h2>\n<ul>\n<li><em>building_data.json</em>: the final dataset. Contains all the needed information as described in the diploma thesis. Licensed under CC BY-SA 4.0.</li>\n<li>data.zip (licensed under CC BY-SA 4.0):\n<ul>\n<li>a folder for each city\n<ul>\n<li>buildings-Folder: used to store information on buildings derived from OpenStreetMap (OSM)</li>\n<li>orientations-Folder: used to store information for the orientation-analysis in graphml-Format</li>\n<li>osm-Folder: containing the processed results from the Analysis on OSM</li>\n<li>results-folder: contains the pictures for each city as shown in Appendix A of the thesis</li>\n<li>timetable-Folder: used to store the GTFS data for the given city\n<ul>\n<li>results: containing the processed results of the timetable analysis<br>&nbsp;</li>\n</ul>\n</li>\n<li><em>station-matching.csv</em>: Connects stations from timetables to stations from OSM<br><br></li>\n</ul>\n</li>\n<li><em>cities.csv</em>: contains all the cities to analyze and some initial data</li>\n<li><em>orientations.csv</em>: contains all information for calculating the Orientation-Order-Index<br><br></li>\n</ul>\n</li>\n<li>code.zip (licensed under MIT) - written in <code>Python 3.12</code>:\n<ul>\n<li>curvy: code to download and process OSM data</li>\n<li>diplomarbeit: code to process timetable data and consolidate all information</li>\n<li><em>main.py</em>: script to run the whole package</li>\n<li><em>Auswertung.ipynb</em>: Notebook to analyze data<br><br></li>\n<li><em>requirements.txt</em>: contains needed Python packages</li>\n<li><em>pyproject.toml</em>: contains infomation for the environment.</li>\n<li><em>README.md</em>: Readme file with information on how to run the code.</li>\n</ul>\n</li>\n</ul>\n<h2>building_data.json</h2>\n<p>The File contains the necessary information for every relation as described in the thesis. The file contains the following data fields:</p>\n<table>\n<tbody>\n<tr>\n<td><strong>Name of the field</strong></td>\n<td><strong>Unit</strong></td>\n<td><strong>Description</strong></td>\n</tr>\n<tr>\n<td>line_name</td>\n<td>&nbsp;</td>\n<td>Name of the Relation in OSM (OSM tag:&nbsp;<code>name</code>)</td>\n</tr>\n<tr>\n<td>line_number</td>\n<td>&nbsp;</td>\n<td>Number of the Relation in OSM (OSM tag: <code>ref</code>)</td>\n</tr>\n<tr>\n<td>from</td>\n<td>&nbsp;</td>\n<td>Starting Point of the OSM relation (OSM tag: <code>from</code>)</td>\n</tr>\n<tr>\n<td>to</td>\n<td>&nbsp;</td>\n<td>Destination of the OSM relation (OSM tag: <code>to</code>)</td>\n</tr>\n<tr>\n<td>distance</td>\n<td>km</td>\n<td>Length of the OSM relation as calculated by the Code</td>\n</tr>\n<tr>\n<td>curvature</td>\n<td>gon/km</td>\n<td>Curviness of the OSM relation</td>\n</tr>\n<tr>\n<td>height_up</td>\n<td>m/km or <span class=\"box\">&permil;</span></td>\n<td>Average ascend of OSM relation</td>\n</tr>\n<tr>\n<td>height_down</td>\n<td>m/km or <span class=\"box\">&permil;</span></td>\n<td>Average descend of OSM relation</td>\n</tr>\n<tr>\n<td>gauge</td>\n<td>mm</td>\n<td>\n<p>Gauge of tracks on OSM relation (None if multiple gauges given in OSM,<br>OSM tag:&nbsp;<code>gauge</code>)</p>\n</td>\n</tr>\n<tr>\n<td>gtfs_first_stop_name</td>\n<td>&nbsp;</td>\n<td>Name of the first stop in the GTFS trip</td>\n</tr>\n<tr>\n<td>gtfs_last_stop_name</td>\n<td>&nbsp;</td>\n<td>Name of the last stop in the GTFS trip</td>\n</tr>\n<tr>\n<td>route_short_name</td>\n<td>&nbsp;</td>\n<td>Short Name of GTFS line (usually the number of the Line)</td>\n</tr>\n<tr>\n<td>trip_speed</td>\n<td>km/h</td>\n<td>Average trip speed calculated from GTFS data</td>\n</tr>\n<tr>\n<td>first_stop_name</td>\n<td>&nbsp;</td>\n<td>Name of the first stop after merging OSM and timetable data</td>\n</tr>\n<tr>\n<td>last_stop_name</td>\n<td>&nbsp;</td>\n<td>Name of the last stop after merging OSM and timetable data</td>\n</tr>\n<tr>\n<td>number_trips</td>\n<td>&nbsp;</td>\n<td>Number of observed trips in GTFS data</td>\n</tr>\n<tr>\n<td>avg_dist</td>\n<td>m</td>\n<td>Average Distance between stations from GTFS data</td>\n</tr>\n<tr>\n<td>avg_time</td>\n<td>s</td>\n<td>Average time between stops at stations from GTFS data</td>\n</tr>\n<tr>\n<td>city</td>\n<td>&nbsp;</td>\n<td>City name</td>\n</tr>\n<tr>\n<td>Country</td>\n<td>&nbsp;</td>\n<td>Human-readable country name</td>\n</tr>\n<tr>\n<td>ISO3166</td>\n<td>&nbsp;</td>\n<td>ISO 3166-alpha 2 Code of the country</td>\n</tr>\n<tr>\n<td>Stadt</td>\n<td>&nbsp;</td>\n<td>Human-readable city name</td>\n</tr>\n<tr>\n<td>machine_readable</td>\n<td>&nbsp;</td>\n<td>Machine-readable city name (used in folder names)</td>\n</tr>\n<tr>\n<td>OSM-Name</td>\n<td>&nbsp;</td>\n<td>Name to query OSM (via the Nominatim Service)</td>\n</tr>\n<tr>\n<td>GTFS-Provider</td>\n<td>&nbsp;</td>\n<td>Code to identify the timetable-provider</td>\n</tr>\n<tr>\n<td>Buffer_Width</td>\n<td>m</td>\n<td>Width of the Buffer to calculate the building densities on</td>\n</tr>\n<tr>\n<td>H0_strasse</td>\n<td>Nat</td>\n<td>\n<div class=\"t m0 xa h8 y97 ff5 fs6 fc1 sc0 ls3 ws12a\"><span class=\"fc3 ws6a\"><span class=\"fc1 ws12b\"><span class=\"ws12c\">Entropy of the </span></span></span>unweighted / simplified street orientations</div>\n</td>\n</tr>\n<tr>\n<td>H0_tram</td>\n<td>Nat</td>\n<td><span class=\"fc3 ws6a\"><span class=\"fc1 ws12b\"><span class=\"ws12c\">Entropy of the </span></span></span>unweighted / simplified tram orientations</td>\n</tr>\n<tr>\n<td>phi_street</td>\n<td>&nbsp;</td>\n<td>Orientation-order of the street network</td>\n</tr>\n<tr>\n<td>phi_tram</td>\n<td>&nbsp;</td>\n<td>Orientation-order of the tram network</td>\n</tr>\n<tr>\n<td>region</td>\n<td>&nbsp;</td>\n<td>Region to categorize the cities based on the CIA World Factbook</td>\n</tr>\n<tr>\n<td>rho_b</td>\n<td>m&sup2;/m&sup2; or %</td>\n<td>Building densities along the relation</td>\n</tr>\n<tr>\n<td>geometry</td>\n<td>&nbsp;</td>\n<td>Line geometry in the coordinate reference system EPSG:4326</td>\n</tr>\n</tbody>\n</table>\n<h2>data.zip</h2>\n<h3>City-Folders</h3>\n<p>Each folder is an excerpt of the working directory used to calculate the desired information. Some of the folders may be empty, since the Information used in the thesis is contained in <em>building_data.json</em>. These empty directories were used to store information, which can be downloaded from the sources provided in the thesis.</p>\n<p><strong>station_matching.csv</strong>: Links OSM and Timetabledata</p>\n<h3>cities.csv</h3>\n<p>This file is the starting point for the analysis. The code tries to read the file and attempts to gain and process the needed data for each city. Some of the fields can be populated using the functions in code/diplomarbeit/utils.py.</p>\n<h3>orientations.csv</h3>\n<p>Contains the results of the calculations using the OSMnx Package for the Orientation-Order-Index.</p>\n<h2>code.zip</h2>\n<p>Contains all the necessary Python code to calculate the information given in <code>building_data.json</code> and the file requirements.txt, which lists the necessary Python packages.</p>\n<p>&nbsp;</p>\n<h2>Attribution</h2>\n<p><a title=\"OpenStreetMap\" href=\"https://openstreetmap.org/copyright\" rel=\"noopener\">OpenStreetMap contributors - OpenStreetMap</a></p>\n<p><a title=\"Steinwidder, P. (2023)\" href=\"https://doi.org/10.34726/hss.2024.110716\" rel=\"noopener\">Steinwidder, P. (2023). Bewertungsverfahren zur Analyse der Reisegeschwindigkeit von Stra&szlig;enbahnen [Diploma Thesis, Technische Universit&auml;t Wien]</a></p>\n<p><a title=\"Bettinger, T., Leibner, P. and Schindler, C. (2023)\" href=\"https://doi.org/10.1177/09544097221106851\" rel=\"noopener\">Bettinger, T., Leibner, P. and Schindler, C. (2023) 'Horizontal curvature estimation of tram tracks using OpenStreetMap', Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 237(3)</a></p>\n<p><a title=\"Boeing, G. (2025)\" href=\"https://doi.org/10.1111/gean.70009\" rel=\"noopener\">Boeing, G. (2025). Modeling and Analyzing Urban Networks and Amenities with OSMnx. Geographical Analysis 57 (4), 567-577</a></p>\n<p><a title=\"Louren&ccedil;o, J.R. (2021)\" href=\"https://github.com/Jorl17/open-elevation\" rel=\"noopener\">Louren&ccedil;o, J.R. (2021) Open-Elevation [Software]</a></p>\n<p><a title=\"SRTM (2008)\" href=\"https://srtm.csi.cgiar.org\" rel=\"noopener\">Jarvis, A., Reuter, H.I., Nelson, A. and Guevara, E. 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Geod\u00e4sie und Geoinformation, RD Photogrammetrie", "publication_date": "2026-04-24", "subjects": [{"subject": "Photogrammetry"}, {"subject": "Digital Surface Model"}, {"subject": "Orthophoto"}, {"subject": "Pointcloud"}], "contributors": [{"person_or_org": {"type": "personal", "name": "Pfeifer, Norbert", "given_name": "Norbert", "family_name": "Pfeifer", "identifiers": [{"identifier": "0000-0002-2348-7929", "scheme": "orcid"}]}, "role": {"id": "projectleader", "title": {"en": "Project leader"}}, "affiliations": [{"name": "TU Wien"}]}, {"person_or_org": {"type": "personal", "name": "Otepka-Schremmer, Johannes", "given_name": "Johannes", "family_name": "Otepka-Schremmer", "identifiers": [{"identifier": "0000-0003-4203-8376", "scheme": "orcid"}]}, "role": {"id": "datamanager", "title": {"en": "Data manager"}}, "affiliations": [{"name": "TU Wien"}]}], "dates": [{"date": "2020-06-25", "type": {"id": "created", "title": {"en": "Created"}}}], "languages": [{"id": "eng", "title": {"en": "English"}}, {"id": "deu", "title": {"en": "German"}}], "rights": [{"id": "cc-by-nc-4.0", "title": {"en": "Creative Commons Attribution Non Commercial 4.0 International"}, "description": {"en": ""}, "icon": "cc-by-nc-icon", "props": {"url": "https://creativecommons.org/licenses/by-nc/4.0/legalcode", "scheme": "spdx"}}], "description": "<p>3D pointclouds and orthophotos derived from historical aerial images are important sources for quantifying landscape changes used by various resaerchers (e.g. Glaciologists, Geomorphologists, Hydrologists, Botanists). Within the <a href=\"https://www.doi.org/10.55776/I5871\" rel=\"noopener\">SEHAG </a>project, funded by fhe FWF, we derived several historical snapshots for selected study areas in Austria and Italy. This dataset contains a pointcloud (1_Pointcloud), digital surface model (2_DSM) and orthophoto (3_OP) of the Kaunertal (Austria) derived from historical nadir images from 1953 (originial image data (c) 1953 BEV and Land Tirol). The photogrammetric processing (i.e. orientation, 3D reconstruction) was done in Match-AT. All raster products (e.g. OP, DSM) were derived using OPALS. The OP has a resolution of 0.5m x 0.5m and the DSM a resolution of 2.5m x 2.5m.&nbsp;</p>\n<p>Coordinate system and projection: UTM 32N (EPSG:25832) with ellipsoidal heights (ETRS89/GRS80)</p>\n<p>1_Pointcloud:</p>\n<p>KT_53_v2.las: Original pointcloud from the featured based matching of the nadir images.</p>\n<p>KT_53_v2_pdens1.tif: Density of the feature based points per square meter. Low density regions corresponds to areas with poor image texture (e.g. shadow, snow).&nbsp;</p>\n<p>2_DSM:</p>\n<p>KT_53_v2.tif: Interpolated surface model with a grid size of 2.5m. Moving planes interpolation using the 8 nearest neighbours and a maximum search radius of 16m. Holes were filled through triangular meshing.</p>\n<p>KT_53_v2_shd.tif: Shading of the interpolated surface model.&nbsp;</p>\n<p>KT_53_v2_sigma0map.tif: Variance of the 8 points from the best fitting plane per grid point.&nbsp;</p>\n<p>3_OP: Orthophoto with a pixel size of 50cm.&nbsp;</p>\n<p>4_QLT:&nbsp;</p>\n<p>KT_53_v2_dif2ref_zco_1m.tif: Colour coded differences to the used reference surface model.&nbsp;<br>KT_53_v2_dif2ref_zco_1mLegend.svg</p>", "funding": [{"funder": {"id": "013tf3c58", "name": "FWF Austrian Science Fund"}, "award": {"number": "10.55776/I5871", "title": {"en": "SEHAG 2 - Historic image processing Phase 2"}, "identifiers": [{"identifier": "https://www.fwf.ac.at/forschungsradar/10.55776/I5871", "scheme": "url"}]}}]}, "custom_fields": {}, "access": {"record": "public", "files": "public", "embargo": {"active": false, "reason": null}, "status": "open"}, "files": {"enabled": true, "order": [], "count": 1, "total_bytes": 5412931186, "entries": {"KT_1953.zip": {"id": "4f851996-2223-425a-8e3c-27c5e34bff39", "checksum": "md5:ab47e0498854906119c0a64324a34b4c", "ext": "zip", "size": 5412931186, "mimetype": "application/zip", "key": "KT_1953.zip", "metadata": {}, "access": {"hidden": false}}}}, "media_files": {"enabled": false, "order": [], "count": 0, "total_bytes": 0, "entries": {}}, "status": "published", "deletion_status": {"is_deleted": false, "status": "P"}, "stats": {"this_version": {"views": 119, "unique_views": 92, "downloads": 9, "unique_downloads": 9, "data_volume": 48716380674.0}, "all_versions": {"views": 119, "unique_views": 92, "downloads": 9, "unique_downloads": 9, "data_volume": 48716380674.0}}}], "total": 769}, "aggregations": {"access_status": {"buckets": [{"key": "open", "doc_count": 583, "label": "Open", "is_selected": false}, {"key": "restricted", "doc_count": 184, "label": "Restricted", "is_selected": false}, {"key": "embargoed", "doc_count": 1, "label": "Embargoed", "is_selected": false}, {"key": "metadata-only", "doc_count": 1, "label": "Metadata-only", "is_selected": false}], "label": "Access status"}, "file_type": {"buckets": [{"key": "zip", "doc_count": 251, "label": "ZIP", "is_selected": false}, {"key": "json", "doc_count": 128, "label": "JSON", "is_selected": false}, {"key": "mp3", "doc_count": 120, "label": "MP3", "is_selected": false}, {"key": "wav", "doc_count": 120, "label": "WAV", "is_selected": false}, {"key": "pdf", "doc_count": 107, "label": "PDF", "is_selected": false}, {"key": "txt", "doc_count": 55, "label": "TXT", "is_selected": false}, {"key": "xlsx", "doc_count": 53, "label": "XLSX", "is_selected": false}, {"key": "csv", "doc_count": 26, "label": "CSV", "is_selected": false}, {"key": "mei", "doc_count": 26, "label": "MEI", "is_selected": false}, {"key": "md", "doc_count": 20, "label": "MD", "is_selected": false}], "label": "File type"}, "resource_type": {"buckets": [{"key": "dataset", "doc_count": 499, "label": "Dataset", "is_selected": false, "inner": {"buckets": []}}, {"key": "sound", "doc_count": 120, "label": "Audio", "is_selected": false, "inner": {"buckets": []}}, {"key": "presentation", "doc_count": 33, "label": "Presentation", "is_selected": false, "inner": {"buckets": []}}, {"key": "software", "doc_count": 31, "label": "Software", "is_selected": false, "inner": {"buckets": []}}, {"key": "poster", "doc_count": 22, "label": "Poster", "is_selected": false, "inner": {"buckets": []}}, {"key": "image", "doc_count": 15, "label": "Image", "is_selected": false, "inner": {"buckets": []}}, {"key": "model", "doc_count": 15, "label": "Model", "is_selected": false, "inner": {"buckets": []}}, {"key": "report", "doc_count": 13, "label": "Report", "is_selected": false, "inner": {"buckets": []}}, {"key": "other", "doc_count": 8, "label": "Other", "is_selected": false, "inner": {"buckets": []}}, {"key": "text", "doc_count": 4, "label": "Text", "is_selected": false, "inner": {"buckets": []}}], "label": "Resource types"}}, "sortBy": "newest", "page": 1, "links": {"self": "https://researchdata.tuwien.ac.at/api/records?page=1&size=25&sort=newest", "next": "https://researchdata.tuwien.ac.at/api/records?page=2&size=25&sort=newest"}}