MEP DOMAIN OBJECT CLASSIFICATION THROUGH INTERDOMAIN RULE-BASED SEMANTIC ENRICHMENT ON KNOWLEDGE GRAPHS

Duygu Utkucu; Rafael Sacks

doi:10.35490/EC3.2023.165

MEP DOMAIN OBJECT CLASSIFICATION THROUGH INTERDOMAIN RULE-BASED SEMANTIC ENRICHMENT ON KNOWLEDGE GRAPHS

Duygu Utkucu
, Rafael Sacks

Technion-Israel Institute of Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Citations (Scopus)

Abstract

The data and information of objects in building information modelling (BIM) from different software are delivered with incomplete data and misclassified objects. This study focuses on classifying mechanical, electrical, and plumbing (MEP) objects based on interdomain topological relationships and geometry conditions through semantic web technologies and semantic enrichment with a rule-based inferencing technique. Four rule sets were developed and run over 32 knowledge graphs of building models with at least 90% accuracy. False positives and negatives arose from non-discrete geometry and topology features of the objects. To address this issue, future work will integrate the proposed method with image recognition.

Original language	English
Title of host publication	Proceedings of the 2023 European Conference on Computing in Construction and the 40th International CIB W78 Conference
Editors	Mohamad Kassem, Lavinia Chiara Tagliabue, Robert Amor, Marijana Sreckovic, Athanasios Chassiakos
Publisher	European Council on Computing in Construction (EC3)
ISBN (Print)	9780701702731
DOIs	https://doi.org/10.35490/EC3.2023.165
Publication status	Published - 2023
Externally published	Yes
Event	2023 European Conference on Computing in Construction and Summer School 2023 CIB W78 40th International Conference and Charles M. Eastman PhD Award - Heraklion, Greece Duration: 10 Jul 2023 → 12 Jul 2023

Publication series

Name	Proceedings of the European Conference on Computing in Construction
ISSN (Electronic)	2684-1150

Conference

Conference	2023 European Conference on Computing in Construction and Summer School 2023 CIB W78 40th International Conference and Charles M. Eastman PhD Award
Country/Territory	Greece
City	Heraklion
Period	10/07/23 → 12/07/23

Bibliographical note

Publisher Copyright:
© 2023, European Council on Computing in Construction (EC3). All rights reserved.

Access to Document

10.35490/EC3.2023.165

Cite this

Utkucu, D., & Sacks, R. (2023). MEP DOMAIN OBJECT CLASSIFICATION THROUGH INTERDOMAIN RULE-BASED SEMANTIC ENRICHMENT ON KNOWLEDGE GRAPHS. In M. Kassem, L. C. Tagliabue, R. Amor, M. Sreckovic, & A. Chassiakos (Eds.), Proceedings of the 2023 European Conference on Computing in Construction and the 40th International CIB W78 Conference (Proceedings of the European Conference on Computing in Construction). European Council on Computing in Construction (EC3). https://doi.org/10.35490/EC3.2023.165

Utkucu, Duygu ; Sacks, Rafael. / MEP DOMAIN OBJECT CLASSIFICATION THROUGH INTERDOMAIN RULE-BASED SEMANTIC ENRICHMENT ON KNOWLEDGE GRAPHS. Proceedings of the 2023 European Conference on Computing in Construction and the 40th International CIB W78 Conference. editor / Mohamad Kassem ; Lavinia Chiara Tagliabue ; Robert Amor ; Marijana Sreckovic ; Athanasios Chassiakos. European Council on Computing in Construction (EC3), 2023. (Proceedings of the European Conference on Computing in Construction).

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title = "MEP DOMAIN OBJECT CLASSIFICATION THROUGH INTERDOMAIN RULE-BASED SEMANTIC ENRICHMENT ON KNOWLEDGE GRAPHS",

abstract = "The data and information of objects in building information modelling (BIM) from different software are delivered with incomplete data and misclassified objects. This study focuses on classifying mechanical, electrical, and plumbing (MEP) objects based on interdomain topological relationships and geometry conditions through semantic web technologies and semantic enrichment with a rule-based inferencing technique. Four rule sets were developed and run over 32 knowledge graphs of building models with at least 90\% accuracy. False positives and negatives arose from non-discrete geometry and topology features of the objects. To address this issue, future work will integrate the proposed method with image recognition.",

author = "Duygu Utkucu and Rafael Sacks",

note = "Publisher Copyright: {\textcopyright} 2023, European Council on Computing in Construction (EC3). All rights reserved.; 2023 European Conference on Computing in Construction and Summer School 2023 CIB W78 40th International Conference and Charles M. Eastman PhD Award ; Conference date: 10-07-2023 Through 12-07-2023",

year = "2023",

doi = "10.35490/EC3.2023.165",

language = "English",

isbn = "9780701702731",

series = "Proceedings of the European Conference on Computing in Construction",

publisher = "European Council on Computing in Construction (EC3)",

editor = "Mohamad Kassem and Tagliabue, \{Lavinia Chiara\} and Robert Amor and Marijana Sreckovic and Athanasios Chassiakos",

booktitle = "Proceedings of the 2023 European Conference on Computing in Construction and the 40th International CIB W78 Conference",

}

Utkucu, D & Sacks, R 2023, MEP DOMAIN OBJECT CLASSIFICATION THROUGH INTERDOMAIN RULE-BASED SEMANTIC ENRICHMENT ON KNOWLEDGE GRAPHS. in M Kassem, LC Tagliabue, R Amor, M Sreckovic & A Chassiakos (eds), Proceedings of the 2023 European Conference on Computing in Construction and the 40th International CIB W78 Conference. Proceedings of the European Conference on Computing in Construction, European Council on Computing in Construction (EC3), 2023 European Conference on Computing in Construction and Summer School 2023 CIB W78 40th International Conference and Charles M. Eastman PhD Award, Heraklion, Greece, 10/07/23. https://doi.org/10.35490/EC3.2023.165

MEP DOMAIN OBJECT CLASSIFICATION THROUGH INTERDOMAIN RULE-BASED SEMANTIC ENRICHMENT ON KNOWLEDGE GRAPHS. / Utkucu, Duygu; Sacks, Rafael.
Proceedings of the 2023 European Conference on Computing in Construction and the 40th International CIB W78 Conference. ed. / Mohamad Kassem; Lavinia Chiara Tagliabue; Robert Amor; Marijana Sreckovic; Athanasios Chassiakos. European Council on Computing in Construction (EC3), 2023. (Proceedings of the European Conference on Computing in Construction).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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N2 - The data and information of objects in building information modelling (BIM) from different software are delivered with incomplete data and misclassified objects. This study focuses on classifying mechanical, electrical, and plumbing (MEP) objects based on interdomain topological relationships and geometry conditions through semantic web technologies and semantic enrichment with a rule-based inferencing technique. Four rule sets were developed and run over 32 knowledge graphs of building models with at least 90% accuracy. False positives and negatives arose from non-discrete geometry and topology features of the objects. To address this issue, future work will integrate the proposed method with image recognition.

AB - The data and information of objects in building information modelling (BIM) from different software are delivered with incomplete data and misclassified objects. This study focuses on classifying mechanical, electrical, and plumbing (MEP) objects based on interdomain topological relationships and geometry conditions through semantic web technologies and semantic enrichment with a rule-based inferencing technique. Four rule sets were developed and run over 32 knowledge graphs of building models with at least 90% accuracy. False positives and negatives arose from non-discrete geometry and topology features of the objects. To address this issue, future work will integrate the proposed method with image recognition.

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M3 - Conference contribution

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SN - 9780701702731

T3 - Proceedings of the European Conference on Computing in Construction

BT - Proceedings of the 2023 European Conference on Computing in Construction and the 40th International CIB W78 Conference

A2 - Kassem, Mohamad

A2 - Tagliabue, Lavinia Chiara

A2 - Amor, Robert

A2 - Sreckovic, Marijana

A2 - Chassiakos, Athanasios

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ER -

Utkucu D, Sacks R. MEP DOMAIN OBJECT CLASSIFICATION THROUGH INTERDOMAIN RULE-BASED SEMANTIC ENRICHMENT ON KNOWLEDGE GRAPHS. In Kassem M, Tagliabue LC, Amor R, Sreckovic M, Chassiakos A, editors, Proceedings of the 2023 European Conference on Computing in Construction and the 40th International CIB W78 Conference. European Council on Computing in Construction (EC3). 2023. (Proceedings of the European Conference on Computing in Construction). doi: 10.35490/EC3.2023.165

MEP DOMAIN OBJECT CLASSIFICATION THROUGH INTERDOMAIN RULE-BASED SEMANTIC ENRICHMENT ON KNOWLEDGE GRAPHS

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