Self-Organizing Optimization of Construction Project Management Based on Building Information Modeling and Digital Technology

被引:3
|
作者
Si, Jinlong [1 ]
Wan, Chao [2 ]
Hou, Liwei [1 ]
Qu, Yanan [1 ]
Lu, Yanhui [2 ]
Chen, Taiyu [2 ]
Yang, Kai [2 ]
机构
[1] China Construct Second Engn Bur Ltd, Shenyang 110016, Liaoning, Peoples R China
[2] China Construct Seventh Engn Div Corp Ltd, Zhengzhou 450004, Henan, Peoples R China
关键词
Intelligent technique; Project management; Building information modeling; Economic evaluation;
D O I
10.1007/s40996-023-01121-x
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The growth of technology has led to the involvement of machines, sensors, and intelligent systems in the design, construction, and monitoring processes of the construction industry. These capabilities can interact with each other during the building process. The use of these technologies, while increasing speed and accuracy, reduces operational costs. The main goal of this study is application of the self-organizing digitization concept in data mining and intelligent planning in construction project management linked with building information modeling. An intelligent self-organizing data mining system is proposed for optimizing the complexity of the design and construction process. The framework can be addressed as a decision-making system that considers human activities and economic considerations to improve the workflow. To evaluate the model efficiency, digital twin-driven intelligent construction and grounded theory methodology were incorporated. Results showed that the efficiency of the practical phase in building management was improved after application of the self-organizer model and had a direct effect on time prediction plans. Furthermore, the developed autoregressive integrated moving average model can predict construction progress.
引用
收藏
页码:4135 / 4143
页数:9
相关论文
共 50 条
  • [41] Self-organizing multiobjective optimization based on decomposition with neighborhood ensemble
    Zhang, Hu
    Zhang, Xiujie
    Gao, Xiao-Zhi
    Song, Shenmin
    NEUROCOMPUTING, 2016, 173 : 1868 - 1884
  • [42] Mobility Management Optimization and Conflict Avoidance in Self-Organizing OFDMA Networks
    Tuncel, Nur Oyku
    Koca, Mutlu
    2017 IEEE 13TH INTERNATIONAL CONFERENCE ON WIRELESS AND MOBILE COMPUTING, NETWORKING AND COMMUNICATIONS (WIMOB), 2017, : 175 - 182
  • [43] An evolutionary algorithm for global optimization based on self-organizing maps
    Barmada, Sami
    Raugi, Marco
    Tucci, Mauro
    ENGINEERING OPTIMIZATION, 2016, 48 (10) : 1740 - 1758
  • [44] Self-Organizing Energy Management Modeling for Multi-Microgrids in Contingencies
    Chen, Jiachen
    Chen, Zhong
    Xing, Qiang
    JOURNAL OF MODERN POWER SYSTEMS AND CLEAN ENERGY, 2025, 13 (02): : 574 - 584
  • [45] Modeling and controlling of group behavior based on self-organizing principle
    Sekiyama, K
    Fukuda, T
    1996 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, PROCEEDINGS, VOLS 1-4, 1996, : 1407 - 1412
  • [46] Modeling and Simulation of Space Self-organizing Network based on OPNET
    Yang, Lei
    Wu, Shuai
    Fan, Chengguang
    Guo, Jianming
    Liu, Pengfei
    Song, Xin
    PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON MECHANICAL, ELECTRONIC, CONTROL AND AUTOMATION ENGINEERING (MECAE 2017), 2017, 61 : 328 - 333
  • [47] Designing and modeling of self-organizing manufacturing system in a digital twin shop floor
    Song, Jiaye
    Zhang, Zequn
    Tang, Dunbing
    Zhu, Haihua
    Wang, Liping
    Nie, Qingwei
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2024, 131 (11): : 5589 - 5605
  • [48] Designing and modeling of self-organizing manufacturing system in a digital twin shop floor
    Jiaye Song
    Zequn Zhang
    Dunbing Tang
    Haihua Zhu
    Liping Wang
    Qingwei Nie
    The International Journal of Advanced Manufacturing Technology, 2024, 131 : 5589 - 5605
  • [49] Building a self-organizing phishing model based upon dynamic EMCUD
    Tseng, Shian-Shyong
    Ku, Ching-Heng
    Lu, Ai-Chin
    Wang, Yuh-Jye
    Geng, Guang-Gang
    2013 NINTH INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION HIDING AND MULTIMEDIA SIGNAL PROCESSING (IIH-MSP 2013), 2013, : 509 - 512
  • [50] BUILDING INFORMATION MODELLING AND PROJECT INFORMATION MANAGEMENT FRAMEWORK FOR CONSTRUCTION PROJECTS
    Olawumi, Timothy O.
    Chan, Daniel W. M.
    JOURNAL OF CIVIL ENGINEERING AND MANAGEMENT, 2019, 25 (01) : 53 - 75