id |
ecaade2021_010 |
authors |
Huang, Yurong, Butler, Andrew, Gardner, Nicole and Haeusler, M. Hank |
year |
2021 |
title |
Lost in Translation - Achieving semantic consistency of name-identity in BIM |
doi |
https://doi.org/10.52842/conf.ecaade.2021.2.009
|
source |
Stojakovic, V and Tepavcevic, B (eds.), Towards a new, configurable architecture - Proceedings of the 39th eCAADe Conference - Volume 2, University of Novi Sad, Novi Sad, Serbia, 8-10 September 2021, pp. 9-20 |
summary |
Custom room naming in architectural projects can vary considerably depending on the user. Having multiple and diverse names for the same room is particularly problematic for information retrieval processes in BIM-based projects. Current best practice includes either team agreement on naming labels in BIM or manual renaming to align with an office-wide standard. Both remain laborious and flawed and lead to compounding errors. This research explores how an automated naming-standardization workflow can enhance the interoperability of object-based modeling in a BIM environment and make information retrieval more reliable for a project life cycle. This paper presents research on (1) building a custom corpus specialized for architectural terminology to fit into the BIM environment and (2) devising a standard-naming system titled WuzzyNaming to save manual work for BIM users in maintaining room-name consistency. Our presented workflow applied natural language processing (NLP) technique and Fuzzy logic to perform the semantic analysis and automate the BIM room-name standardization. |
keywords |
Building information modeling; Natural Language Processing; Data interoperability; Naming convention; Fuzzy logic |
series |
eCAADe |
email |
|
full text |
file.pdf (2,499,931 bytes) |
references |
Content-type: text/plain
|
ABAB, . (2018)
BIM Process Consistency: Towards a Common Framework for Digital Design, Construction and Operation
, Australasian BIM Advisory Board
|
|
|
|
ABL Group, . (1997)
Future Search Process Design
, York University, Toronto
|
|
|
|
Barbosa, BM, Pauwels, PP, Ferreira, FV and Mateus, ML (2016)
Towards increased BIM usage or existing building interventions
, Structural Survey, 34(2), pp. 168-190
|
|
|
|
Biermann, BAW, Ballard, BBW and Sigmon, SAH (1983)
An experimental study of natural language programming
, International Journal of Man-Machine Studies, 18(1), pp. 71-87
|
|
|
|
Bird, BS, Klein, KE and Loper, LE (2009)
Natural Language Processing with Python
, O'Reilly edia Inc
|
|
|
|
Chen, CK, ASCE, ASM, Lu, LWS, Wang, WHD, Niu, NYH and Huang, HG (2017)
Naming Objects in BIM: Convention and a Semiautomatic Approach
, Journal of Construction Engineering and Management, 143(7), p. 6017001
|
|
|
|
Chen, CK, Lu, LWS, Peng, PY, Rowlinson, RS and Huang, HGQ (2015)
Bridging BIM and building: From a literature review to an integrated conceptual framework
, International journal of Project Management, 33(6), pp. 1405-1416
|
|
|
|
Duan, DY and Cruz, CC (2011)
Formalizing semantic of natural language through conceptualization from existence
, Management and Technology, 2(1), pp. 37-42
|
|
|
|
Duddy, DK, Beazley, BS, Drogemuller, DR and Kiegeland, KJ (2013)
A platform - independent product library for BIM
, Proceedings of the 30th CIB W78 International Conference: International Conference on Applications of IT in the AEC Industry, China, pp. 389-399
|
|
|
|
Eastman, EC (2005)
Automated Assessment of Early Concept Designs
, Architectural Design, 79(2), pp. 52-57
|
|
|
|
Fellbaum, FS (1998)
WordNet: An Electronic Lexical Database
, MIT Press
|
|
|
|
Hearn, HG and Foth, FM (2005)
Action Research in the Design of New Media and ICT Systems
, Kwansah-Aidoo, KK (eds), Topical Issues in Communications and Media Research, Nova Science Publishers, Australia, pp. 79-97
|
|
|
|
Jung, JN and Lee, LG (2019)
Automated classification of building information modeling (BIM) case studies by BIM use based on natural language processing (NLP) and unsupervised earning
, Advanced Engineering Informatics, 41, p. 100917
|
|
|
|
Kim, KJD, Ohta, OT, Tateisi, TY and Tsujii, TJ (2003)
GENIA corpus-a semantically annotated corpus for bio-textmining
, BIOINFORMATICS, 19, pp. i180-i182
|
|
|
|
Kumar, KE (2011)
Natural Language Processing
, I.K. International Publishing House, New Delhi
|
|
|
|
Lai, LYC, Carlsen, CM, Christiansson, CP and Svidt, SK (2003)
Semantic-Web Supported Knowledge Management System: An Approach to Enhance Collaborative Building Design
, Fourth Joint International Symposium on Information Technology in Civil Engineering, Tennessee, pp. 1-15
|
|
|
|
Lee, LJK, Lee, LJ, Jeong, JYS, Sheward, SH, Sanguinetti, SP, Abdelmohsen, AS and Eastman, ECM (2012)
Development of space database for automated building design review systems
, Automation in Construction, 24, pp. 203-212
|
|
|
|
Lewin, LK (1946)
Action Research and Minority Problems
, Journal of Social Issues, 2(4), pp. 34-46
|
|
|
|
Liddy, LED (eds) (2001)
Natural Language Processing
, Marcel Decker Inc, New York
|
|
|
|
Lin, LJR, Hu, HZZ and Zhang, ZJP (2013)
BIM Oriented Intelligent Data Mining and Representation
, Proceedings of 30th CIB W78 International Conference on Applications of IT in the AEC Industry.
|
|
|
|
last changed |
2022/06/07 07:50 |
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