DocumentCode
3521970
Title
Dynamic Monitoring on Construction Safety Based on Support Vector Machine
Author
Li Shu-quan ; Zhao Xin-li ; Lu Zhi-qiang ; Fan Li-xia ; Ma Lan ; Gao Qiu
Author_Institution
Tianjin Univ. of Finance & Econ.
fYear
2006
fDate
5-7 Oct. 2006
Firstpage
2162
Lastpage
2166
Abstract
In this paper, the performance of safety management in building construction in China is summarily analyzed. Considered the factors of the underlying causes of the construction safety accidents including staff, equipment, material, technique and circumstance, and combined with the latest study achievement of construction safety management at home and abroad, the underlying causes of poor safety management and the frequency of construction-related accidents existing currently are to be studied through investigation at site, studying cases, questionnaire and interviewing experts etc. Based on this, the quantitative criterion system of safety management evaluation on construction site is built, and an SVM-based dynamic monitoring model is proposed, then the safety condition of the construction site can be predicted with evaluation criterion system and the SVM-based dynamic monitoring model. After proved at three construction sites, the model and monitoring system are applied to construction safety management of engineering for precontrolling, and the result shows the method is effective. Then a new approach to construction safety management is put forward
Keywords
construction industry; industrial accidents; monitoring; occupational safety; regression analysis; support vector machines; China; SVM-based dynamic monitoring model; construction safety management; construction-related accidents; regression analysis; support vector machine; Accidents; Building materials; Condition monitoring; Domestic safety; Engineering management; Frequency; Performance analysis; Predictive models; Safety devices; Support vector machines; Construction; Dynamic monitoring; Safety management; Support Vector Machine (SVM);
fLanguage
English
Publisher
ieee
Conference_Titel
Management Science and Engineering, 2006. ICMSE '06. 2006 International Conference on
Conference_Location
Lille
Print_ISBN
7-5603-2355-3
Type
conf
DOI
10.1109/ICMSE.2006.314150
Filename
4105254
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