=Paper= {{Paper |id=Vol-3633/industry2 |storemode=property |title=bhOWL: BHoM with semantic web technologies |pdfUrl=https://ceur-ws.org/Vol-3633/industry2.pdf |volume=Vol-3633 |authors=Alessio Lombardi,Diellza Elshani,Al Fisher,Thomas Wortmann |dblpUrl=https://dblp.org/rec/conf/ldac/LombardiEWF23 }} ==bhOWL: BHoM with semantic web technologies== https://ceur-ws.org/Vol-3633/industry2.pdf
                         bhOWL: BHoM with Semantic Web Technologies
                         Alessio Lombardi 1, Diellza Elshani 2 , Al Fisher1 and Thomas Wortmann 2
                         1
                          Buro Happold, 17 Newman St, London W1T 1PD, UK
                         2
                          Institute for Computational Design and Construction, Chair for Computing in Architecture (ICD/CA), Faculty
                         of Architecture and Urban Planning, University of Stuttgart, Keplerstraße 11, Stuttgart, 70174, Germany


                                                              Abstract
                                                              Architecture, Engineering and Construction (AEC) projects require multidisciplinary
                                                              solutions resulting in several disciplinary representations for one physical asset. However,
                                                              interoperability issues between software often hinder disciplinary data integration, leading to
                                                              the late recognition of violated design constraints.
                                                              Buildings and Habitats object Model (BHoM) is an open-source framework initiated by Buro
                                                              Happold, and it provides a unified data model for building design and construction
                                                              information. Semantic Web technologies can link data effectively, and integrating BHoM and
                                                              Semantic Web can enhance information exchange efficiency in the building industry.
                                                              To achieve this integration, Buro Happold and the Institute for Computational Design and
                                                              Construction, Chair for Computing in Architecture (ICD/CA) from the University of
                                                              Stuttgart, have been working on a joint research project. The work includes research on
                                                              BHoM and its parallels with Semantic Web Technologies; the translation of the
                                                              terminological and assertional layer from BHoM to OWL/RDF named bhOWL (and vice-
                                                              versa) and the integration of bhOWL with design software and graph databases. The graph
                                                              database integrated with the work receives data from multiple design software disciplines,
                                                              allowing users to perform cross-database queries. Because both BHoM and bhOWL are
                                                              prominently dedicated to design, the proposed tool is currently geared towards co-design by
                                                              designers from various disciplines, such as architects or structural designers. Designers can
                                                              make better decisions by accessing data from various disciplines. For instance, an acoustic
                                                              designer might need to know the structural model's ceiling deformation values to determine
                                                              the best location to place acoustic insulation. Although the tool fulfills the requirements of
                                                              certain case studies, such as describing building parts and materials, it is still unable to utilise
                                                              an extensive OWL vocabulary, and the process of reusing existing ontologies is rigid.
                                                              In future work, we will explore using extensive OWL vocabulary and integrating bhOWL
                                                              with existing ontologies like BOT, IFC-related ontologies, etc. We will also investigate using
                                                              Machine Learning approaches to predict links between entities in the same and different
                                                              domains, inferring new entities from sources beyond BHoM. Future investigation will pivot
                                                              around combining design tools with Semantic Web standards to improve data interoperability
                                                              and assist design decisions through inferential reasoning.
                                                              Acknowledgement: This research is party supported by the Deutsche
                                                              Forschungsgemeinschaft (DFG, German Research Foundation) under Germany's Excellence
                                                              Strategy - EXC 2120/1 - 390831618 and Buro Happold.


                                                              Keywords
                                                              Data Integration, Machine Learning, Ontologies and Building Data Standards (e.g. IFC),
                                                              Knowledge graphs, Idea/vision




                         Proceedings LDAC2023 – 11th Linked Data in Architecture and Construction, June 15–16, 2023, Matera, Italy
                         EMAIL:       Alessio.Lombardi@BuroHappold.com        (A.     Lombardi);       diellza.elshani@icd.uni-stuttgart.de          (D.   Elshani);
                         al.fisher@burohappold.com (A. Fisher); thomas.wortmann@icd.uni-stuttgart.de (T. Wortmann)
                         ORCID: 0000-0003-2902-341X (D. Elshani); 0000-0002-5604-1624 T. Wortmann)
                                                           © 2023 Copyright for this paper by its authors.
                                                           Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0).
                                                           CEUR Workshop Proceedings (CEUR-WS.org)
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