|本期目录/Table of Contents|

[1]孙勇,钟卓玲,李璐.基于班组安全氛围的建筑工人不安全行为预测[J].中国安全生产科学技术,2019,15(8):156-161.[doi:10.11731/j.issn.1673-193x.2019.08.025]
　SUN Yong,ZHONG Zhuoling,LI Lu.Prediction of construction workers’ unsafe behavior based on team safety climate[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2019,15(8):156-161.[doi:10.11731/j.issn.1673-193x.2019.08.025]
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基于班组安全氛围的建筑工人不安全行为预测
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《中国安全生产科学技术》[ISSN:1673-193X/CN:11-5335/TB]

卷:
15
期数:
2019年8期
页码:
156-161
栏目:
职业安全卫生管理与技术
出版日期:
2019-08-31

文章信息/Info

Title:
Prediction of construction workers’ unsafe behavior based on team safety climate
文章编号:
1673-193X(2019)-08-0156-06
作者:
孙勇; 钟卓玲; 李璐
（深圳大学 土木与交通工程学院，广东 深圳 518000）
Author(s):
SUN Yong; ZHONG Zhuoling; LI Lu
(College of Civil and Transportation Engineering,Shenzhen University,Shenzhen Guangdong 518000,China)
关键词:
安全氛围; 建筑工人; 不安全行为; 人工神经网络
Keywords:
safety climate;  construction worker;  unsafe behavior;  artificial neural network
分类号:
X913
DOI:
10.11731/j.issn.1673-193x.2019.08.025
文献标志码:
A
摘要:
为拓展安全氛围在施工安全管理中的应用，提高建筑工人不安全行为可预测性，提出一种基于班组安全氛围预测建筑工人不安全行为的方法。通过文献研究获取班组安全氛围7个维度，并将其作为输入构建人工神经网络模型，利用问卷数据对模型进行训练、测试与仿真，最后通过实际案例验证模型实用性。研究结果表明：模型均方误差为0.015 4，目标输出与预测输出相关系数R大于0.9，该模型可有效用于建筑工人不安全行为预测，并在实际工程案例中准确识别出3个不安全行为因素。
Abstract:
In order to expand the application of safety climate in the construction safety management,and improve the predictability of construction workers’ unsafe behavior,a method to predict the unsafe behavior of construction workers based on the team safety climate was proposed.Firstly,seven dimensions of team safety climate were obtained by the literature research,and they were used as the input to construct the artificial neural network model.The model was trained,tested and simulated by using the questionnaire data.Finally,the practicality of the model was verified by the actual case.The results showed that the mean square error of the model was 0.015 4,and the correlation coefficient R between the target output and the predicted output was greater than 0.9.The model could be well used to predict the unsafe behavior of construction workers,and three unsafe behavior factors were accurately identified in the actual engineering case.

参考文献/References:

［1］DING L,FANG W,LUO H,et al.A deep hybrid learning model to detect unsafe behavior:integrating convolution neural networks and long short-term memory［J］.Automation in Construction,2018（86）:118-124.
［2］FELKNOR S A,ADAY L A,BURAU K D,et al.Safety climate and its association with injuries and safety practices in public hospitals in Costa Rica［J］.International Journal of Occupational & Environmental Health,2000,6(1):18-25.
［3］FOGARTY G J,SHAW A.Safety climate and the theory of planned behavior:towards the prediction of unsafe behavior［J］.Accident Analysis & Prevention,2010,42(5):1455-1459.
［4］BOSAK J,COETSEE W J,CULLINANE S.Safety climate dimensions as predictors for risk behavior［J］.Accident Analysis & Prevention,2013(55):256-264.
［5］ZOHAR D.Safety climate in industrial organizations:theoretical and applied implications［J］.Journal of Applied Psychology,1980,65(1):96-102.
［6］SHARON C.The relationship between safety climate and safety performance:a meta-analytic review［J］.Journal of Occupational Health Psychology,2006,11(4):315-327.
［7］ZOHAR D.Thirty years of safety climate research:reflections and future directions［J］.Accident Analysis & Prevention,2010,42(5):1517-1522.
［8］张力,夏娅雯,李鹏程,等.核电厂建造施工班组安全氛围影响机制［J］.中国安全科学学报,2019,29(1):138-143. ZHANG Li,XIA Yawen,LI Pengcheng,et al.Research on nuclear power plant construction team safety climate influence mechanism［J］.China Safety Science Journal,2019,29(1):138-143.
［9］BROWN R L,HOLMES H.The use of a factor-analytic procedure for assessing the validity of an employee safety climate model［J］.Accident Analysis & Prevention,1986,18(6):455-470.
［10］ALRUQI W M,HALLOWELL M R,TECHERA U.Safety climate dimensions and their relationship to construction safety performance:A meta-analytic review［J］.Safety Science,2018(109):165-173.
［11］杨波涛.班组安全氛围对建筑工人安全行为影响研究［D］.西安:西安建筑科技大学,2018.
［12］CHEN Y,FANG D,WONG L.Safety climate in construction industry:a case study in Hong Kong［J］.Journal of Construction Engineering and Management,2006,132(6):573-584.
［13］王斯琦.建筑施工现场工人不安全行为的研究［D］.武汉:华中科技大学,2014.
［14］DESTRI C.Neural network analysis of construction safety management systems:a case study in Singapore［J］.Construction Management & Economics,2013,31(5):460-470.
［15］GOLDENHAR L M,WILLIAMS L J,SWANSON N G.Modelling relationships between job stressors and injury and near-miss outcomes for construction labourers［J］.Work & Stress,2003,17(3):218-240.
［16］HON C K H,CHAN A P C,YAM M C H.Relationships between safety climate and safety performance of building repair,maintenance,minor alteration,and addition (RMAA) works［J］.Safety Science,2014(65):10-19.
［17］SIU O L,PHILLIPS D R,LEUNG T W.Safety climate and safety performance among construction workers in Hong Kong:the role of psychological strains as mediators［J］.Accident Analysis & Prevention,2004,36(3):359-366.
［18］吴浩捷.建设项目安全文化和行为安全的理论与实证研究［D］.北京:清华大学,2013.

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备注/Memo

备注/Memo:
收稿日期： 2019-03-25
作者简介： 孙勇，硕士研究生，主要研究方向为施工安全管理。
通信作者： 钟卓玲，硕士研究生，主要研究方向为施工安全管理。
更新日期/Last Update: 2019-09-04