TY - GEN
T1 - LEVERAGING GRAPH BASED SEMANTIC ENRICHMENT FOR ENHANCED AUTOMATED CODE-CHECKING
AU - Bloch, Tanya
AU - Wu, Jiabin
AU - Alnuzha, Maen
AU - Borrmann, André
N1 - Publisher Copyright:
© 2024 European Council on Computing in Construction.
PY - 2024
Y1 - 2024
N2 - Despite advances in BIM technology, achieving a comprehensive machine-readable design representation for Automated Code Checking (ACC) remains a challenge. We propose decomposing regulatory checks into sets of semantic enrichment tasks, each tailored with a suitable solution. We demonstrate this approach with a case study on Israeli regulations for security rooms, focusing on two distinct semantic enrichment tasks. We use the Girvan-Newman algorithm to isolate single apartments in a floor plan. A GNN then categorizes security rooms based on the ratio of supporting walls, according to the ranges defined in the regulations. The approach paves the way for a highly automated ACC methodology, with potential implications for diverse regulatory contexts.
AB - Despite advances in BIM technology, achieving a comprehensive machine-readable design representation for Automated Code Checking (ACC) remains a challenge. We propose decomposing regulatory checks into sets of semantic enrichment tasks, each tailored with a suitable solution. We demonstrate this approach with a case study on Israeli regulations for security rooms, focusing on two distinct semantic enrichment tasks. We use the Girvan-Newman algorithm to isolate single apartments in a floor plan. A GNN then categorizes security rooms based on the ratio of supporting walls, according to the ranges defined in the regulations. The approach paves the way for a highly automated ACC methodology, with potential implications for diverse regulatory contexts.
UR - http://www.scopus.com/inward/record.url?scp=85203440507&partnerID=8YFLogxK
U2 - 10.35490/EC3.2024.247
DO - 10.35490/EC3.2024.247
M3 - Conference contribution
AN - SCOPUS:85203440507
SN - 9789083451305
T3 - Proceedings of the European Conference on Computing in Construction
SP - 332
EP - 339
BT - Proceedings of the 2024 European Conference on Computing in Construction
A2 - Srećković, Marijana
A2 - Kassem, Mohamad
A2 - Soman, Ranjith
A2 - Chassiakos, Athanasios
PB - European Council on Computing in Construction (EC3)
T2 - European Conference on Computing in Construction, EC3 2024
Y2 - 14 July 2024 through 17 July 2024
ER -