Multiobjective optimization-based decision support for building digital twin maturity measurement

被引:0
|
作者
Chen, Zhen-Song [1 ,2 ]
Chen, Kou-Dan [1 ]
Xu, Ya-Qiang [1 ,3 ]
Pedrycz, Witold [4 ,5 ,6 ]
Skibniewski, Miroslaw J. [7 ,8 ,9 ]
机构
[1] Wuhan Univ, Sch Civil Engn, Wuhan 430072, Peoples R China
[2] Acad Siles, Fac Architecture Civil Engn & Appl Arts, 43 Rolna St, PL-40555 Katowice, Poland
[3] CITIC Treated Water River Engn Investment Co Ltd, Wuhan 430202, Peoples R China
[4] Univ Alberta, Dept Elect & Comp Engn, Edmonton, AB T6G 2R3, Canada
[5] Polish Acad Sci, Syst Res Inst, 01-447 Warsaw, Poland
[6] Istinye Univ, Fac Engn & Nat Sci, Dept Comp Engn, Sariyer, Istanbul, Turkiye
[7] Univ Maryland, Dept Civil & Environm Engn, College Pk, MD USA
[8] Chaoyang Univ Technol, Taichung, Taiwan
[9] Polish Acad Sci, Inst Theoret & Appl Informat, Gliwice, Poland
关键词
Building digital twin; Maturity model; Fairness concern; Multiobjective optimization; Probability distribution function; FAIRNESS CONCERN; AGGREGATION; SYSTEMS; MODEL;
D O I
10.1016/j.aei.2023.102245
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The digital twin (DT) represents a powerful tool for advancing construction industry to provide a cyber- physical integration that enables real-time monitoring of assets and activities and facilitates decision-making. Due to the inherent characteristics of the construction industry and the diverse possibilities with DT, proliferation of building digital twin (BDT) necessitates a comprehensive comprehension of its evolution and the creation of roadmaps. This paper aims to contribute to the formalization and standardization of BDT. It designs a novel assessment framework for the overall maturity measurement of existing BDT projects. The developed BDT maturity model incorporates a collective opinion generation paradigm based on a fairness aware multiobjective optimization model to provide an expert-based evaluation system for evaluating the maturity of BDT projects. The effectiveness and feasibility of the proposed framework have been validated through a case study of an experimental BDT initiative. This paper establishes a generalizable framework for BDT maturity assessment that can offer insights into BDT maturity standards to construction practitioners to create effective strategies for the diffusion, development, and maturation of BDT.
引用
收藏
页数:37
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