A Data Analysis Framework Based on Cyber-Physical Systems to Support Data-Driven Decision-Making for Construction Sustainability

被引:0
|
作者
Zheng, Wei [1 ]
Yu, Wen-der [2 ]
Le, Yun [1 ]
机构
[1] Tongji Univ, Sch Econ & Management, Shanghai 200092, Peoples R China
[2] Chaoyang Univ Technol, Construct Engn, Taichung 413, Taiwan
来源
IEEE SYSTEMS JOURNAL | 2023年 / 17卷 / 04期
基金
中国国家自然科学基金;
关键词
Costs; Data analysis; Decision making; Sustainable development; Data models; Analytical models; Data mining; Construction sustainability; cyber-physical systems (CPS); data analysis; decision-making; INDUSTRY; 4.0; ON-SITE; PERFORMANCE; INTEGRATION; SIMULATION; MANAGEMENT; PROJECTS; NETWORK; BIM;
D O I
10.1109/JSYST.2023.3275996
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The construction industry has seen significant advances with the rapid development of cyber-physical systems (CPS). However, the dynamic and complex nature of construction projects still presents various engineering problems throughout their lifecycle. Traditional data analysis methods for engineering problems are inefficient due to the difficulty of collecting, processing, and aggregating data from disparate CPS systems. The lack of practical data analysis methods for solving engineering problems severely affects the sustainability of construction projects. This article develops a CPS-based data analysis framework, the spatial, temporal, and dynamic dimensional data analysis framework, which integrates the data analysis process, decision-making methods, and CPS technologies. It aims to facilitate more efficient data-driven decision-making on engineering issues to improve the sustainability of construction projects. The proposed framework has been implemented in a case study of the Shanghai Planetarium project to demonstrate its applicability and effectiveness.
引用
收藏
页码:5239 / 5250
页数:12
相关论文
共 50 条
  • [31] DATA-DRIVEN FAULT TREE MODELING FOR RELIABILITY ASSESSMENT OF CYBER-PHYSICAL SYSTEMS
    Lazarova-Molnar, Sanja
    Niloofar, Parisa
    Barta, Gabor Kevin
    2020 WINTER SIMULATION CONFERENCE (WSC), 2020, : 2719 - 2730
  • [32] Big data-driven scheduling optimization algorithm for Cyber-Physical Systems based on a cloud platform
    Niu, Chao
    Wang, Lizhou
    COMPUTER COMMUNICATIONS, 2022, 181 : 173 - 181
  • [33] Operational Data-Driven Feedback for Safety Evaluation of Agent-Based Cyber-Physical Systems
    Lamrani, Imane
    Banerjee, Ayan
    Gupta, Sandeep K. S.
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (05) : 3367 - 3378
  • [34] Emotional Decision-Making Biases Prediction in Cyber-Physical Systems
    Corredera, Alberto
    Romero, Marta
    Moya, Jose M.
    BIG DATA AND COGNITIVE COMPUTING, 2019, 3 (03) : 1 - 17
  • [35] Data-Driven Koopman Operator Based Cyber-Attacks for Nonlinear Control Affine Cyber-Physical Systems
    Taheri, Mahdi
    Khorasani, Khashayar
    Meskin, Nader
    Shames, Iman
    2022 IEEE 61ST CONFERENCE ON DECISION AND CONTROL (CDC), 2022, : 6769 - 6775
  • [36] Geometry-Based Data-Driven Complete Stealthy Attacks Against Cyber-Physical Systems
    Wang, Kaiyu
    Ye, Dan
    IEEE Transactions on Network Science and Engineering, 2024, 11 (06): : 5839 - 5849
  • [37] Learning Automata-Based Data Aggregation Tree Construction Framework for Cyber-Physical Systems
    Ren, Jiankang
    Wu, Guowei
    Su, Xiaoyan
    Cui, Guanghai
    Xia, Feng
    Obaidat, Mohammad S.
    IEEE SYSTEMS JOURNAL, 2018, 12 (02): : 1467 - 1479
  • [38] Data-Driven Based Cruise Control of Connected and Automated Vehicles Under Cyber-Physical System Framework
    Zhang, Tao
    Zou, Yuan
    Zhang, Xudong
    Guo, Ningyuan
    Wang, Wenwei
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2021, 22 (10) : 6307 - 6319
  • [39] Decision-Making Support for Data Integration in Cyber-Physical-System Architectures
    Ntentos, Evangelos
    Amiri, Amirali
    Warnett, Stephen
    Zdun, Uwe
    SERVICE-ORIENTED COMPUTING, ICSOC 2023, PT I, 2023, 14419 : 137 - 152
  • [40] Data-driven decision-making for equipment maintenance
    Ma, Zhiliang
    Ren, Yuan
    Xiang, Xinglei
    Turk, Ziga
    AUTOMATION IN CONSTRUCTION, 2020, 112