CONSTRUCTION SAFETY RISK ASSESSMENT BASED ON THE PROJECTION PURSUIT MODEL

被引:0
|
作者
Zhuo, Pingshan [1 ]
Wen, Shijia [1 ]
Zhang, Qi [1 ]
Luo, Junlong [1 ]
Jia, Lu [1 ]
机构
[1] Nanchang Univ, Sch Infrastruct Engn, Nanchang, Peoples R China
关键词
Projection pursuit model; particle swarm optimization; construction safety risk; data mining; multi-attribute comprehensive evaluation;
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Scientific and effective evaluation of construction safety risks reduces the frequency of safety accidents. A novel construction safety evaluation model was developed based on the projection pursuit model (PP) improved by particle swarm optimization (PSO). A risk evaluation system was constructed using a literature review and expert interviews. The PP was used for data mining to obtain objective indicator weights and determine the risk level, and the PSO was used to derive the optimal projection vector of the PP. A case study of the Mu-nicipal Administration Center Project at the Nanchang Airport Economic Zone was conducted. The proposed model had higher accuracy and better resolution and provided a more objective evaluation of the construction safety risks than classical methods, such as fuzzy comprehensive evaluation and the technique for order of preference by similarity to an ideal solution (TOPSIS).
引用
收藏
页码:1629 / 1639
页数:11
相关论文
共 50 条
  • [1] A new nonlinear risk assessment model based on an improved projection pursuit
    Qian, Longxia
    Zhang, Ren
    Hou, Taiping
    Wang, Hongrui
    STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT, 2018, 32 (06) : 1465 - 1478
  • [2] A new nonlinear risk assessment model based on an improved projection pursuit
    Longxia Qian
    Ren Zhang
    Taiping Hou
    Hongrui Wang
    Stochastic Environmental Research and Risk Assessment, 2018, 32 : 1465 - 1478
  • [3] Safety assessment for seawall based on constrained maximum entropy projection pursuit model
    Lan, Zhuguang
    Huang, Ming
    NATURAL HAZARDS, 2018, 91 (03) : 1165 - 1178
  • [4] Safety assessment for seawall based on constrained maximum entropy projection pursuit model
    Zhuguang Lan
    Ming Huang
    Natural Hazards, 2018, 91 : 1165 - 1178
  • [5] Safety risk assessment of sustainable construction based on projection pursuit model optimized by multi-intelligent algorithm: a case study of new chemical projects
    Weiyi Ju
    Zhixiang Xing
    Mustafa Shinwari
    Environmental Science and Pollution Research, 2024, 31 : 5989 - 6009
  • [6] Safety risk assessment of sustainable construction based on projection pursuit model optimized by multi-intelligent algorithm: a case study of new chemical projects
    Ju, Weiyi
    Xing, Zhixiang
    Shinwari, Mustafa
    ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2024, 31 (04) : 5989 - 6009
  • [7] Application of projection pursuit model to landslide risk classification assessment
    School of Geography & Resource Science, Neijiang Normal University, Neijiang
    641000, China
    不详
    610041, China
    不详
    610072, China
    不详
    641000, China
    不详
    641000, China
    Diqiu Kexue Zhongguo Dizhi Daxue Xuebao, 9 (1598-1606):
  • [8] Assessment of Waterlogging Risk in the Deep Foundation Pit Projects Based on Projection Pursuit Model
    Wu, Han
    Wang, Junwu
    ADVANCES IN CIVIL ENGINEERING, 2020, 2020
  • [9] The Risk Assessment of Debris Flow Hazards in Zhouqu Based on the Projection Pursuit Classification Model
    Gu, X. B.
    Shao, J. L.
    Wu, S. T.
    Wu, Q. H.
    Bai, H.
    GEOTECHNICAL AND GEOLOGICAL ENGINEERING, 2022, 40 (03) : 1267 - 1279
  • [10] Risk Assessment of Coal Mine Flood Disasters Based on Projection Pursuit Clustering Model
    Sun, Zuo
    Liu, Yingjie
    Qi, Qingjie
    Liu, Wengang
    Li, Dan
    Chai, Jiamei
    SUSTAINABILITY, 2022, 14 (18)