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

Araştırma çıktısı: Kitap/Rapor/Konferans Bildirisinde Bölüm › Konferans katkısı › Hakem

2 Atıf (Scopus)

Özet

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.

Orijinal dil	İngilizce
Ana bilgisayar yayını başlığı	Proceedings of the 2023 European Conference on Computing in Construction and the 40th International CIB W78 Conference
Editörler	Mohamad Kassem, Lavinia Chiara Tagliabue, Robert Amor, Marijana Sreckovic, Athanasios Chassiakos
Yayınlayan	European Council on Computing in Construction (EC3)
ISBN (Basılı)	9780701702731
DOI'lar	https://doi.org/10.35490/EC3.2023.165
Yayın durumu	Yayınlandı - 2023
Harici olarak yayınlandı	Evet
Etkinlik	2023 European Conference on Computing in Construction and Summer School 2023 CIB W78 40th International Conference and Charles M. Eastman PhD Award - Heraklion, Greece Süre: 10 Tem 2023 → 12 Tem 2023

Yayın serisi

Adı	Proceedings of the European Conference on Computing in Construction
ISSN (Elektronik)	2684-1150

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???	2023 European Conference on Computing in Construction and Summer School 2023 CIB W78 40th International Conference and Charles M. Eastman PhD Award
Ülke/Bölge	Greece
Şehir	Heraklion
Periyot	10/07/23 → 12/07/23

Bibliyografik not

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

Belgeye Erişim

10.35490/EC3.2023.165

Diğer Dosyalar ve Linkler

Link to publication in Scopus

Alıntı Yap

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. editör / 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).

@inproceedings{1452a336f292455c8c2744d3356465df,

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).

Araştırma çıktısı: Kitap/Rapor/Konferans Bildirisinde Bölüm › Konferans katkısı › Hakem

TY - GEN

T1 - MEP DOMAIN OBJECT CLASSIFICATION THROUGH INTERDOMAIN RULE-BASED SEMANTIC ENRICHMENT ON KNOWLEDGE GRAPHS

AU - Utkucu, Duygu

AU - Sacks, Rafael

PY - 2023

Y1 - 2023

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.

UR - https://www.scopus.com/pages/publications/85177204643

U2 - 10.35490/EC3.2023.165

DO - 10.35490/EC3.2023.165

M3 - Conference contribution

AN - SCOPUS:85177204643

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

PB - European Council on Computing in Construction (EC3)

T2 - 2023 European Conference on Computing in Construction and Summer School 2023 CIB W78 40th International Conference and Charles M. Eastman PhD Award

Y2 - 10 July 2023 through 12 July 2023

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, editörler, 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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Bibliyografik not

Belgeye Erişim

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