Optimization of Safety Investment in Prefabricated Building Construction Based on SSA-SVR

被引:0
|
作者
Chang, Chunguang [1 ]
Ling, Xiaoxue [1 ]
机构
[1] Shenyang Jianzhu Univ, Sch Management, Shenyang 110168, Peoples R China
基金
中国国家自然科学基金;
关键词
Prefabricated building; Safety investment; Sparrow search algorithm; Support vector regression;
D O I
10.1007/978-3-031-20738-9_84
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
For reducing the losses caused by safety accidents in the construction of prefabricated building (PB), the sparrow search algorithm (SSA) and support vector regression (SVR) were used to determine the quantitative relationship function between safety control investment and economic loss of accidents in the construction process. Accordingly, a safety investment optimization model was constructed, which was based on the minimization of economic losses from accidents as the objective and the safety input resources as the constraint. A case study proved that the SSA-SVR-based construction safety investment optimization method can reduce the loss of safety accidents in an effective way during the construction of PB and reduce the capital invested by construction companies.
引用
收藏
页码:754 / 763
页数:10
相关论文
共 50 条
  • [41] Data-Driven Dynamic Bayesian Network Model for Safety Resilience Evaluation of Prefabricated Building Construction
    Wang, Junwu
    Chen, Zhao
    Song, Yinghui
    Liu, Yipeng
    He, Juanjuan
    Ma, Shanshan
    BUILDINGS, 2024, 14 (03)
  • [42] An approach for monitoring prefabricated building construction based on feature extraction and point cloud segmentation
    Xu, Zhao
    Liang, Yangze
    Lu, Hongyu
    Kong, Wenshuo
    Wu, Gang
    ENGINEERING CONSTRUCTION AND ARCHITECTURAL MANAGEMENT, 2023, 30 (10) : 5302 - 5332
  • [43] A BIM-Based Approach to Automated Prefabricated Building Construction Site Layout Planning
    Yang, Bin
    Fang, Tengwei
    Luo, Xiaoqun
    Liu, Boda
    Dong, Miaosi
    KSCE JOURNAL OF CIVIL ENGINEERING, 2022, 26 (04) : 1535 - 1552
  • [44] Process scheduling for prefabricated construction based on multi-objective optimization algorithm
    Li, Yan
    Wu, Jiajun
    Hao, Yi
    Gao, Yuchen
    Chai, Runqi
    Chai, Senchun
    Zhang, Baihai
    AUTOMATION IN CONSTRUCTION, 2024, 168
  • [45] A BIM-Based Approach to Automated Prefabricated Building Construction Site Layout Planning
    Bin Yang
    Tengwei Fang
    Xiaoqun Luo
    Boda Liu
    Miaosi Dong
    KSCE Journal of Civil Engineering, 2022, 26 : 1535 - 1552
  • [46] RETRACTED: Layout Simulation of Prefabricated Building Construction Based on the Markov Model (Retracted Article)
    Jiao, Xin
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [47] Accurate estimation of prefabricated building construction cost based on support vector machine regression
    Jiang, Min
    Li, Boda
    International Journal of Sustainable Development, 2024, 27 (03) : 246 - 261
  • [48] Risk evaluation of prefabricated building construction based on PTF-VIKOR of prospect theory
    Chang, Lixin
    Zhao, Shiwei
    ALEXANDRIA ENGINEERING JOURNAL, 2025, 115 : 147 - 159
  • [49] Safety Investment Analysis of Construction Enterprises Based on System Dynamics
    Yu, Zhihong
    6TH INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND CIVIL ENGINEERING, 2020, 455
  • [50] Risk-Based Framework for Safety Investment in Construction Organizations
    Hallowell, Matthew R.
    JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2011, 137 (08) : 592 - 599