{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,18]],"date-time":"2026-04-18T09:14:50Z","timestamp":1776503690837,"version":"3.51.2"},"reference-count":94,"publisher":"Elsevier BV","issue":"1","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,3,16]],"date-time":"2026-03-16T00:00:00Z","timestamp":1773619200000},"content-version":"vor","delay-in-days":805,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Computer-Aided Civil and Infrastructure Engineering"],"published-print":{"date-parts":[[2024,1]]},"DOI":"10.1111\/mice.13013","type":"journal-article","created":{"date-parts":[[2023,4,27]],"date-time":"2023-04-27T09:27:16Z","timestamp":1682587636000},"page":"20-45","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":30,"title":["A deep natural language processing\u2010based method for ontology learning of project\u2010specific properties from building information models"],"prefix":"10.1016","volume":"39","author":[{"given":"Mengtian","family":"Yin","sequence":"first","affiliation":[]},{"given":"Llewellyn","family":"Tang","sequence":"additional","affiliation":[]},{"given":"Chris","family":"Webster","sequence":"additional","affiliation":[]},{"given":"Xiaoyue","family":"Yi","sequence":"additional","affiliation":[]},{"given":"Huaquan","family":"Ying","sequence":"additional","affiliation":[]},{"given":"Ya","family":"Wen","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"issue":"4","key":"10.1111\/mice.13013_bb0010","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1111\/j.1467-8667.1989.tb00026.x","article-title":"Perceptron learning in engineering design","volume":"4","author":"Adeli","year":"1989","journal-title":"Computer\u2010Aided Civil and Infrastructure Engineering"},{"key":"10.1111\/mice.13013_bb0015","series-title":"Natural language understanding","author":"Allen","year":"1988"},{"key":"10.1111\/mice.13013_bb0020","unstructured":"Autodesk. (2018). Using parameter mapping tables for IFC. https:\/\/knowledge.autodesk.com\/support\/revit\u2010products\/learn\u2010explore\/caas\/simplecontent\/content\/using\u2010parameter\u2010mapping\u2010tables\u2010for\u2010ifc.html"},{"key":"10.1111\/mice.13013_bb0025","series-title":"Evolutionary algorithms in theory and practice: Evolution strategies, evolutionary programming, genetic algorithms","author":"Back","year":"1996"},{"key":"10.1111\/mice.13013_bb0030","doi-asserted-by":"crossref","unstructured":"Baldwin, T., Bannard, C., Tanaka, T., & Widdows, D. (2003). An empirical model of multiword expression decomposability. Proceedings of the ACL 2003 workshop on Multiword Expressions: Analysis, Acquisition and Treatment, Sapporo, Japan (pp. 89\u201396).","DOI":"10.3115\/1119282.1119294"},{"issue":"6","key":"10.1111\/mice.13013_bb0035","doi-asserted-by":"crossref","first-page":"575","DOI":"10.1016\/j.cad.2012.01.008","article-title":"Ontostep: Enriching product model data using ontologies","volume":"44","author":"Barbau","year":"2012","journal-title":"CAD Computer Aided Design"},{"key":"10.1111\/mice.13013_bb0040","series-title":"Encyclopedia of Database Systems","first-page":"2008","article-title":"OWL: Web Ontology Language","author":"Bechhofer","year":"2009"},{"issue":"1","key":"10.1111\/mice.13013_bb0045","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1017\/S0890060409000122","article-title":"IfcOWL: A case of transforming express schemas into ontologies","volume":"23","author":"Beetz","year":"2009","journal-title":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing: AI EDAM"},{"key":"10.1111\/mice.13013_bb0050","doi-asserted-by":"crossref","unstructured":"Bonduel, M., Wagner, A., Pauwels, P., Vergauwen, M., & Klein, R. (2019). Including widespread geometry formats in semantic graphs using RDF literals. 2019 European Council on Computing in Construction, Chania, Crete, Greece (pp. 341\u2013350).","DOI":"10.35490\/EC3.2019.166"},{"key":"10.1111\/mice.13013_bb0055","doi-asserted-by":"crossref","unstructured":"Bowman, S.R., Angeli, G., Potts, C., & Manning, C.D. (2015). A large annotated corpus for learning natural language inference. Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, Lisbon, Portugal (pp. 632\u2013642).","DOI":"10.18653\/v1\/D15-1075"},{"key":"10.1111\/mice.13013_bb0060","unstructured":"Brodt, W. (2016). Omniclass. https:\/\/www.wbdg.org\/resources\/omniclass"},{"issue":"04","key":"10.1111\/mice.13013_bb0065","doi-asserted-by":"crossref","first-page":"669","DOI":"10.1142\/S0218001493000339","article-title":"Signature verification using a \u201cSiamese\u201d time delay neural network","volume":"7","author":"Bromley","year":"1993","journal-title":"International Journal of Pattern Recognition and Artificial Intelligence"},{"issue":"2","key":"10.1111\/mice.13013_bb0070","doi-asserted-by":"crossref","first-page":"1","DOI":"10.4018\/IJSSS.2015070101","article-title":"Ontology learning from text","volume":"4","author":"Browarnik","year":"2015","journal-title":"International Journal of Signs and Semiotic Systems"},{"key":"10.1111\/mice.13013_bb0075","unstructured":"buildingSmart International Ltd. (2017). Industry Foundation Classes: Version 4.2 bSI Draft Standard IFC Bridge proposed extension. https:\/\/standards.buildingsmart.org\/IFC\/DEV\/IFC4_2\/FINAL\/HTML\/"},{"key":"10.1111\/mice.13013_bb0080","unstructured":"buildingSmart International Ltd. (2019). Industry Foundation Classes (IFC). https:\/\/technical.buildingsmart.org\/standards\/ifc"},{"key":"10.1111\/mice.13013_bb0085","unstructured":"buildingSmart International Ltd. (2021a). IFC Specifications Database. https:\/\/technical.buildingsmart.org\/standards\/ifc\/ifc\u2010schema\u2010specifications\/"},{"key":"10.1111\/mice.13013_bb0090","unstructured":"buildingSmart International Ltd. (2021b). IfcPropertySet. https:\/\/standards.buildingsmart.org\/IFC\/DEV\/IFC4_3\/RC1\/HTML\/schema\/ifckernel\/lexical\/ifcpropertyset.htm"},{"key":"10.1111\/mice.13013_bb0095","unstructured":"buildingSmart International Ltd. (2021c). IfcQuantitySet. https:\/\/standards.buildingsmart.org\/IFC\/DEV\/IFC4_3\/RC1\/HTML\/schema\/ifckernel\/lexical\/ifcquantityset.htm"},{"key":"10.1111\/mice.13013_bb0100","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/j.autcon.2015.04.014","article-title":"PassivBIM: Enhancing interoperability between bim and low energy design software","volume":"57","author":"Cemesova","year":"2015","journal-title":"Automation in Construction"},{"key":"10.1111\/mice.13013_bb0105","doi-asserted-by":"crossref","unstructured":"Chen, J., Lu, W., & Lou, J. (2022). Automatic concrete defect detection and reconstruction by aligning aerial images onto semantic\u2010rich building information model. Computer\u2010Aided Civil and Infrastructure Engineering. Advance Online Publication. https:\/\/doi.org\/10.1111\/mice.12928","DOI":"10.1111\/mice.12928"},{"issue":"7","key":"10.1111\/mice.13013_bb0110","doi-asserted-by":"crossref","DOI":"10.1061\/(ASCE)CO.1943-7862.0001314","article-title":"Naming objects in BIM: A convention and a semiautomatic approach","volume":"143","author":"Chen","year":"2017","journal-title":"Journal of Construction Engineering and Management"},{"key":"10.1111\/mice.13013_bb0115","doi-asserted-by":"crossref","unstructured":"Conneau, A., Kiela, D., Schwenk, H., Barrault, L., & Bordes, A. (2017). Supervised learning of universal sentence representations from natural language inference data. Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, Copenhagen, Denmark (pp. 670\u2013680).","DOI":"10.18653\/v1\/D17-1070"},{"key":"10.1111\/mice.13013_bb0120","unstructured":"Construction Industry Council. (2021). CIC BIM standards. https:\/\/www.bim.cic.hk\/en\/resources\/publications_detail\/100"},{"key":"10.1111\/mice.13013_bb0125","unstructured":"CRHKH. (2021). Lady Ho Tung Welfare Centre. https:\/\/www.heritage.gov.hk\/en\/revitalisation\u2010scheme\/batch\u2010iv\u2010of\u2010revitalisation\u2010scheme\/batch\u2010iv\u2010historic\u2010buildings\/index.html"},{"issue":"2","key":"10.1111\/mice.13013_bb0130","doi-asserted-by":"crossref","first-page":"8 et seq","DOI":"10.1145\/1229179.1229182","article-title":"Soft pattern matching models for definitional question answering","volume":"25","author":"Cui","year":"2007","journal-title":"ACM Transactions on Information Systems (TOIS)"},{"key":"10.1111\/mice.13013_bb0135","unstructured":"Designing Buildings Ltd. (2021). Design buildings Wiki. https:\/\/www.designingbuildings.co.uk\/wiki\/Home"},{"key":"10.1111\/mice.13013_bb0140","unstructured":"Drymonas, E. (2009). Ontology learning from text based on multi\u2010word term concepts: The OntoGain method. Master's thesis. Technical Unversity of Crete. Greece. Retrieved from http:\/\/artemis.library.tuc.gr\/MT2009\u20100070\/MT2009\u20100070.pdf"},{"key":"10.1111\/mice.13013_bb0145","unstructured":"DuCharme, B. (2013). Learning SPARQL: Querying and Updating with SPARQL 1.1. O'Reilly Media. Retrieved from http:\/\/www.learningsparql.com\/"},{"key":"10.1111\/mice.13013_bb0150","series-title":"BIM handbook: A Guide to building information modeling for owners, managers, designers, engineers and contractors","author":"Eastman","year":"2011"},{"issue":"7","key":"10.1111\/mice.13013_bb0155","doi-asserted-by":"crossref","first-page":"730","DOI":"10.1061\/(ASCE)CO.1943-7862.0000178","article-title":"Domain ontology for processes in infrastructure and construction","volume":"136","author":"El\u2010Gohary","year":"2010","journal-title":"Journal of Construction Engineering and Management"},{"key":"10.1111\/mice.13013_bb0160","doi-asserted-by":"crossref","unstructured":"Fellbaum, C. (2012). Wordnet. Wiley Online Library.","DOI":"10.1002\/9781405198431.wbeal1285"},{"issue":"12","key":"10.1111\/mice.13013_bb0165","doi-asserted-by":"crossref","first-page":"1602","DOI":"10.1111\/mice.12806","article-title":"Using machine learning to analyze and predict construction task productivity","volume":"37","author":"Florez\u2010Perez","year":"2022","journal-title":"Computer\u2010Aided Civil and Infrastructure Engineering"},{"issue":"1","key":"10.1111\/mice.13013_bb0170","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1061\/(ASCE)CP.1943-5487.0000205","article-title":"Automated progress monitoring using unordered daily construction photographs and IFC\u2010based building information models","volume":"29","author":"Golparvar\u2010Fard","year":"2015","journal-title":"Journal of Computing in Civil Engineering"},{"key":"10.1111\/mice.13013_bb0175","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1016\/j.jbi.2017.12.006","article-title":"Vector representations of multi\u2010word terms for semantic relatedness","volume":"77","author":"Henry","year":"2018","journal-title":"Journal of Biomedical Informatics"},{"issue":"3","key":"10.1111\/mice.13013_bb0180","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1016\/j.eij.2022.04.002","article-title":"A method for transferring BIM data into domain ontologies: A case study based on airport services","volume":"23","author":"Herrera\u2010Mart\u00edn","year":"2022","journal-title":"Egyptian Informatics Journal"},{"key":"10.1111\/mice.13013_bb0185","series-title":"Third International Workshop on Linked Data in Architecture and Construction, Eindhoven, Netherlands","article-title":"IFC\u2010to\u2010Linked Data Conversion: Multilayering approach","author":"Hoang","year":"2015"},{"key":"10.1111\/mice.13013_bb0190","doi-asserted-by":"crossref","first-page":"102832","DOI":"10.1016\/j.autcon.2019.102832","article-title":"Holistic clash detection improvement using a component dependent network in BIM projects","volume":"105","author":"Hu","year":"2019","journal-title":"Automation in Construction"},{"issue":"1","key":"10.1111\/mice.13013_bb0195","doi-asserted-by":"crossref","first-page":"335","DOI":"10.1007\/s11831-021-09576-9","article-title":"Knowledge extraction and discovery based on BIM: A critical review and future directions","volume":"29","author":"Hu","year":"2021","journal-title":"Archives of Computational Methods in Engineering"},{"key":"10.1111\/mice.13013_bb0200","unstructured":"ISO. (1994). ISO 10303\u201311:1994, Industrial automation systems and integration\u2014Product data representation and exchange\u2014Part 11: Description methods: The EXPRESS language reference manual. Retrieved from https:\/\/www.iso.org\/standard\/18348.html"},{"key":"10.1111\/mice.13013_bb0205","unstructured":"ISO. (2018). ISO 16739:2018, Industry Foundation Classes (IFC) for data sharing in the construction and facility management industries\u2014Part 1: Data schema, 2018."},{"issue":"1","key":"10.1111\/mice.13013_bb0210","first-page":"143","article-title":"BOT: The building topology ontology of the W3C linked building data group","volume":"12","author":"Janowicz","year":"2019","journal-title":"Semantic Web"},{"key":"10.1111\/mice.13013_bb0215","doi-asserted-by":"crossref","DOI":"10.1016\/j.aei.2021.101449","article-title":"Multi\u2010ontology fusion and rule development to facilitate automated code compliance checking using BIM and rule\u2010based reasoning","volume":"51","author":"Jiang","year":"2022","journal-title":"Advanced Engineering Informatics"},{"key":"10.1111\/mice.13013_bb0220","series-title":"Speech & language processing","author":"Jurafsky","year":"2000"},{"issue":"5","key":"10.1111\/mice.13013_bb0225","doi-asserted-by":"crossref","first-page":"368","DOI":"10.1061\/(ASCE)0733-9364(1999)125:5(368)","article-title":"CONSCOM: An OO construction scheduling and change management system","volume":"125","author":"Karim","year":"1999","journal-title":"Journal of Construction Engineering and Management"},{"issue":"5","key":"10.1111\/mice.13013_bb0230","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1061\/(ASCE)0733-9364(1999)125:5(361)","article-title":"OO information model for construction project management","volume":"125","author":"Karim","year":"1999","journal-title":"Journal of Construction Engineering and Management"},{"key":"10.1111\/mice.13013_bb0235","doi-asserted-by":"crossref","first-page":"2194","DOI":"10.1016\/j.procs.2018.07.229","article-title":"Knowledge systematization for ontology learning methods","volume":"126","author":"Konys","year":"2018","journal-title":"Procedia Computer Science"},{"issue":"6","key":"10.1111\/mice.13013_bb0240","doi-asserted-by":"crossref","DOI":"10.1061\/(ASCE)CP.1943-5487.0000701","article-title":"NLP\u2010based approach to semantic classification of heterogeneous transportation asset data terminology","volume":"31","author":"Le","year":"2017","journal-title":"Journal of Computing in Civil Engineering"},{"key":"10.1111\/mice.13013_bb0245","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1016\/j.autcon.2017.08.010","article-title":"Logic for ensuring the data exchange integrity of building information models","volume":"85","author":"Lee","year":"2018","journal-title":"Automation in Construction"},{"key":"10.1111\/mice.13013_bb0250","unstructured":"Lexical Computing. (2003). Learn how language works. https:\/\/www.sketchengine.eu\/"},{"issue":"20","key":"10.1111\/mice.13013_bb0255","doi-asserted-by":"crossref","first-page":"473","DOI":"10.21105\/joss.00473","article-title":"Xbim.Essentials: A library for interoperable building information applications","volume":"2","author":"Lockley","year":"2017","journal-title":"Journal of Open Source Software"},{"key":"10.1111\/mice.13013_bb0260","series-title":"Handbook on ontologies. International handbooks on information systems","first-page":"173","article-title":"Ontology learning","author":"Maedche","year":"2004"},{"key":"10.1111\/mice.13013_bb0265","doi-asserted-by":"crossref","first-page":"520","DOI":"10.1016\/j.proeng.2017.04.211","article-title":"Sustainability assessment through green BIM for environmental, social and economic efficiency","volume":"180","author":"Maltese","year":"2017","journal-title":"Procedia Engineering"},{"issue":"3","key":"10.1111\/mice.13013_bb0270","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1145\/601858.601867","article-title":"Foundations of statistical natural language processing","volume":"31","author":"Manning","year":"2002","journal-title":"SIGMOD Record"},{"key":"10.1111\/mice.13013_bb0275","unstructured":"Mihalcea, R., Corley, C., & Strapparava, C. (2006). Corpus\u2010based and knowledge\u2010based measures of text semantic similarity, AAAI'06: Proceedings of the 21st national Conference on Artificial Intelligence, Boston, MA (pp. 775\u2013780)."},{"key":"10.1111\/mice.13013_bb0280","doi-asserted-by":"crossref","unstructured":"Mirarchi, C., & Pavan, A. (2019). Building information models are dirty. 2019 European Conference on Computing in Construction, Chania, Crete, Greece (pp. 131\u2013141).","DOI":"10.35490\/EC3.2019.180"},{"issue":"1","key":"10.1111\/mice.13013_bb0285","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1016\/j.aei.2015.11.004","article-title":"Extending IFC to incorporate information of RFID tags attached to building elements","volume":"30","author":"Motamedi","year":"2016","journal-title":"Advanced Engineering Informatics"},{"key":"10.1111\/mice.13013_bb0290","doi-asserted-by":"crossref","unstructured":"Musen, M.A., & Team, P. (2015). The Prot\u00e9g\u00e9 project: A look back and a look forward. AI Matters, 1(4).","DOI":"10.1145\/2757001.2757003"},{"issue":"1","key":"10.1111\/mice.13013_bb0295","first-page":"217","article-title":"Utilizing statistical semantic similarity techniques for ontology mapping\u2014with applications to AEC standard models","volume":"13","author":"Pan","year":"2008","journal-title":"Tsinghua Science and Technology"},{"key":"10.1111\/mice.13013_bb0300","doi-asserted-by":"crossref","DOI":"10.1016\/j.autcon.2021.103617","article-title":"Video2Entities: A computer vision\u2010based entity extraction framework for updating the architecture, engineering and construction industry knowledge graphs","volume":"125","author":"Pan","year":"2021","journal-title":"Automation in Construction"},{"key":"10.1111\/mice.13013_bb0305","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1016\/j.autcon.2015.12.003","article-title":"EXPRESS to OWL for construction industry: Towards a recommendable and usable ifcOWL ontology","volume":"63","author":"Pauwels","year":"2016","journal-title":"Automation in Construction"},{"key":"10.1111\/mice.13013_bb0310","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1016\/j.autcon.2016.10.003","article-title":"Semantic web technologies in AEC industry: A literature overview","volume":"73","author":"Pauwels","year":"2017","journal-title":"Automation in Construction"},{"key":"10.1111\/mice.13013_bb0315","doi-asserted-by":"crossref","unstructured":"Pennington, J., Socher, R., & Manning, C.D. (2014). Glove: Global vectors for word representation. Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), Doha, Qatar (pp. 1532\u20131543).","DOI":"10.3115\/v1\/D14-1162"},{"key":"10.1111\/mice.13013_bb0320","series-title":"Knowledge\u2010driven multimedia information extraction and ontology evolution","first-page":"134","article-title":"Ontology population and enrichment: State of the art","author":"Petasis","year":"2011"},{"key":"10.1111\/mice.13013_bb0325","doi-asserted-by":"crossref","unstructured":"Peters, M.E., Neumann, M., Iyyer, M., Gardner, M., Clark, C., Lee, K., & Zettlemoyer, L. (2018). Deep contextualized word representations. Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, New Orleans, Louisiana (Volume 1, pp. 2227\u20132237).","DOI":"10.18653\/v1\/N18-1202"},{"key":"10.1111\/mice.13013_bb0330","doi-asserted-by":"crossref","unstructured":"Rafiei, M.H., & Adeli, H. (2018). Novel machine\u2010learning model for estimating construction costs considering economic variables and indexes. Journal of Construction Engineering and Management, 144(12).","DOI":"10.1061\/(ASCE)CO.1943-7862.0001570"},{"issue":"2","key":"10.1111\/mice.13013_bb0335","first-page":"237","article-title":"Supervised deep restricted Boltzmann machine for estimation of concrete","volume":"114","author":"Rafiei","year":"2017","journal-title":"ACI Materials Journal"},{"key":"10.1111\/mice.13013_bb0340","series-title":"Polysemy: Theoretical and computational approaches","first-page":"1","article-title":"Polysemy: An overview","author":"Ravin","year":"2000"},{"key":"10.1111\/mice.13013_bb0345","doi-asserted-by":"crossref","unstructured":"Reimers, N., & Gurevych, I. (2019). Sentence\u2010BERT: Sentence embeddings using Siamese BERT\u2010networks. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing, Hong Kong, China (pp. 3982\u20133992).","DOI":"10.18653\/v1\/D19-1410"},{"key":"10.1111\/mice.13013_bb0350","unstructured":"Revit Autodesk. (2019). Architecture modeling. https:\/\/help.autodesk.com\/view\/RVT\/2019\/ENU\/?guid=GUID\u201087D435CD\u2010B2E7\u201049DB\u2010B5B6\u201022A352C5DC54"},{"key":"10.1111\/mice.13013_bb0355","doi-asserted-by":"crossref","unstructured":"Schroff, F., Kalenichenko, D., & Philbin, J. (2015). FaceNet: A unified embedding for face recognition and clustering. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Boston, MA (pp. 815\u2013823).","DOI":"10.1109\/CVPR.2015.7298682"},{"key":"10.1111\/mice.13013_bb0360","doi-asserted-by":"crossref","first-page":"103049","DOI":"10.1016\/j.autcon.2019.103049","article-title":"BIM assisted building automation system information exchange using BACnet and IFC","volume":"110","author":"Tang","year":"2020","journal-title":"Automation in Construction"},{"key":"10.1111\/mice.13013_bb0365","doi-asserted-by":"crossref","first-page":"188","DOI":"10.1016\/j.autcon.2015.04.010","article-title":"Ontology\u2010based representation of IFC express rules: An enhancement of the ifcOWL ontology","volume":"57","author":"Terkaj","year":"2015","journal-title":"Automation in Construction"},{"issue":"3","key":"10.1111\/mice.13013_bb0370","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1007\/s41870-018-0111-6","article-title":"MwTExt: Automatic extraction of multi\u2010word terms to generate compound concepts within ontology","volume":"10","author":"Thanawala","year":"2018","journal-title":"International Journal of Information Technology"},{"key":"10.1111\/mice.13013_bb0375","unstructured":"The Apache Software Foundation. (2011). Apache Jena. https:\/\/jena.apache.org\/"},{"key":"10.1111\/mice.13013_bb0380","unstructured":"The World Wide Web Consortium (W3C). (2021). W3C linked building data community group. https:\/\/www.w3.org\/community\/lbd\/"},{"key":"10.1111\/mice.13013_bb0385","unstructured":"The World Wide Web Consortium (W3C). (2013). Web ontology language (OWL). https:\/\/www.w3.org\/OWL\/"},{"key":"10.1111\/mice.13013_bb0390","unstructured":"Vectorworks. (2018). Vectorworks 2018 help. https:\/\/app\u2010help.vectorworks.net\/2018\/eng\/index.htm#t=VW2018_Guide%2FLandingPage%2FWelcome_to_Vectorworks.htm"},{"key":"10.1111\/mice.13013_bb0395","doi-asserted-by":"crossref","unstructured":"Voorhees, E.M. (2001). Overview of the TREC 2001 question answering track. Proceedings of the Tenth Text REtrieval Conference (TREC), Gaithersburg, MD.","DOI":"10.6028\/NIST.SP.500-250.qa-overview"},{"key":"10.1111\/mice.13013_bb0400","series-title":"OWL2 web ontology language document overview","year":"2012"},{"key":"10.1111\/mice.13013_bb0405","unstructured":"Wagner, A., & R\u00fcppel, U. (2019). BPO: The building product ontology for assembled products. Proceedings of the 7th Linked Data in Architecture and Construction workshop (LDAC 2019), Lisbon, Portugal (pp. 12\u201312)."},{"key":"10.1111\/mice.13013_bb0410","doi-asserted-by":"crossref","unstructured":"Williams, A., Nangia, N., & Bowman, S.R. (2017). A broad\u2010coverage challenge corpus for sentence understanding through inference. Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, New Orleans, Louisiana (Volume 1, pp. 1112\u20131122).","DOI":"10.18653\/v1\/N18-1101"},{"issue":"2","key":"10.1111\/mice.13013_bb0415","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1016\/S0893-6080(05)80023-1","article-title":"Stacked generalization","volume":"5","author":"Wolpert","year":"1992","journal-title":"Neural Networks"},{"key":"10.1111\/mice.13013_bb0420","doi-asserted-by":"crossref","first-page":"104108","DOI":"10.1016\/j.autcon.2021.104108","article-title":"Rule\u2010based information extraction for mechanical\u2010electrical\u2010plumbing\u2010specific semantic web","volume":"135","author":"Wu","year":"2022","journal-title":"Automation in Construction"},{"issue":"5","key":"10.1111\/mice.13013_bb0425","doi-asserted-by":"crossref","first-page":"4021011","DOI":"10.1061\/(ASCE)CP.1943-5487.0000977","article-title":"Domain ontology for utility infrastructure: Coupling the semantics of CityGML utility network ADE and domain glossaries","volume":"35","author":"Xu","year":"2021","journal-title":"Journal of Computing in Civil Engineering"},{"issue":"11","key":"10.1111\/mice.13013_bb0430","doi-asserted-by":"crossref","first-page":"926","DOI":"10.1111\/mice.12378","article-title":"Automatic generation of semantically rich as\u2010built building information models using 2D images: A derivative\u2010free optimization approach","volume":"33","author":"Xue","year":"2018","journal-title":"Computer\u2010Aided Civil and Infrastructure Engineering"},{"key":"10.1111\/mice.13013_bb0435","unstructured":"Yin, M., Tang, L., Webster, C., Xu, S., & Li, X. (2022). Data repository of the reviewed article \u201cAn ontology and natural language\u2010based approach for flexibly querying building information models.\u201d https:\/\/github.com\/MengtianYin\/BIM\u2010NLQI"},{"issue":"8","key":"10.1111\/mice.13013_bb0440","doi-asserted-by":"crossref","first-page":"991","DOI":"10.1111\/mice.12776","article-title":"A two\u2010stage recursive ray tracing algorithm to automatically identify external building objects in building information models","volume":"37","author":"Ying","year":"2022","journal-title":"Computer\u2010Aided Civil and Infrastructure Engineering"},{"issue":"4","key":"10.1111\/mice.13013_bb0445","doi-asserted-by":"crossref","first-page":"351","DOI":"10.3233\/ICA-220684","article-title":"Ontology\u2010based meta AutoML","volume":"29","author":"Zender","year":"2022","journal-title":"Integrated Computer\u2010Aided Engineering"},{"key":"10.1111\/mice.13013_bb0450","unstructured":"Zhang, A., Lipton, Z.C., Li, M., & Smola, A.J. (2020). Dive into deep learning. Retrieved from https:\/\/d2l.ai\/"},{"key":"10.1111\/mice.13013_bb0455","doi-asserted-by":"crossref","unstructured":"Zhang, J., & El\u2010Gohary, N.M. (2016). Extending building information models semiautomatically using semantic natural language processing techniques. Journal of Computing in Civil Engineering, 30(5).","DOI":"10.1061\/(ASCE)CP.1943-5487.0000536"},{"issue":"1","key":"10.1111\/mice.13013_bb0460","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1111\/j.1467-8667.2012.00800.x","article-title":"Development and implementation of an Industry Foundation Classes\u2010based graphic information model for virtual construction","volume":"29","author":"Zhang","year":"2014","journal-title":"Computer\u2010Aided Civil and Infrastructure Engineering"},{"key":"10.1111\/mice.13013_bb0465","doi-asserted-by":"crossref","unstructured":"Zhang, R., & El\u2010Gohary, N. (2020). A machine\u2010learning approach for semantically\u2010enriched building\u2010code sentence generation for automatic semantic analysis. In P. Tang, D. Grau, & M. El Asmar (Eds.), Construction Research Congress 2020: Computer applications (pp. 1261\u20131270). American Society of Civil Engineers.","DOI":"10.1061\/9780784482865.133"},{"issue":"11","key":"10.1111\/mice.13013_bb0470","doi-asserted-by":"crossref","first-page":"1450","DOI":"10.1111\/mice.12804","article-title":"Construction site information decentralized management using blockchain and smart contracts","volume":"37","author":"Zhang","year":"2022","journal-title":"Computer\u2010Aided Civil and Infrastructure Engineering"},{"key":"10.1111\/mice.13013_bb0475","doi-asserted-by":"crossref","DOI":"10.1016\/j.aei.2020.101239","article-title":"Semantic information alignment of bims to computer\u2010interpretable regulations using ontologies and deep learning","volume":"48","author":"Zhou","year":"2021","journal-title":"Advanced Engineering Informatics"}],"container-title":["Computer-Aided Civil and Infrastructure Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1093968726016178?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1093968726016178?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/mice.13013","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,16]],"date-time":"2026-03-16T05:47:16Z","timestamp":1773640036000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1093968726016178"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,1]]},"references-count":94,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2024,1]]}},"alternative-id":["S1093968726016178"],"URL":"https:\/\/doi.org\/10.1111\/mice.13013","relation":{},"ISSN":["1093-9687"],"issn-type":[{"value":"1093-9687","type":"print"}],"subject":[],"published":{"date-parts":[[2024,1]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"A deep natural language processing\u2010based method for ontology learning of project\u2010specific properties from building information models","name":"articletitle","label":"Article Title"},{"value":"Computer-Aided Civil and Infrastructure Engineering","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1111\/mice.13013","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"Copyright \u00a9 2023 The Authors. Computer\u2010Aided Civil and Infrastructure Engineering published by Wiley Periodicals LLC on behalf of Editor. Published by Elsevier Inc.","name":"copyright","label":"Copyright"}]}}