|本期目录/Table of Contents|

[1]张帅,韩豫,裴中玉,等.基于数据挖掘的施工危险识别注意投入与分配研究*[J].中国安全生产科学技术,2023,19(1):115-121.[doi:10.11731/j.issn.1673-193x.2023.01.017]
　ZHANG Shuai,HAN Yu,PEI Zhongyu,et al.Attention input and allocation of construction hazard identification based on data mining[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2023,19(1):115-121.[doi:10.11731/j.issn.1673-193x.2023.01.017]
点击复制

基于数据挖掘的施工危险识别注意投入与分配研究*
分享到：

《中国安全生产科学技术》[ISSN:1673-193X/CN:11-5335/TB]

卷:
19
期数:
2023年1期
页码:
115-121
栏目:
职业安全卫生管理与技术
出版日期:
2023-01-31

文章信息/Info

Title:
Attention input and allocation of construction hazard identification based on data mining
文章编号:
1673-193X(2023)-01-0115-07
作者:
张帅; 韩豫; 裴中玉; 张泾杰; 吴晗; 张梦月
（1.江苏大学 土木工程与力学学院，江苏 镇江 212013；
2.江苏大学 城市环境与工程安全行为系统研究中心，江苏 镇江 212013；
3.江苏大学 管理学院，江苏 镇江 212013）
Author(s):
ZHANG Shuai;  HAN Yu;  PEI Zhongyu;  ZHANG Jingjie;  WU Han;  ZHANG Mengyue
(1.College of Civil Engineering and Mechanics,Jiangsu University,Zhenjiang Jiangsu 212013,China;
2.Urban Environment and Construction Safety Behavior Systems Research Centre,Jiangsu University,Zhenjiang Jiangsu 212013,China;
3.College of Management,Jiangsu University,Zhenjiang Jiangsu 212013,China)
关键词:
施工安全; 危险识别; 数据挖掘; 注意资源; 注视轨迹
Keywords:
construction safety;  hazard identification;  data mining;  attention resources;  gaze track
分类号:
X947
DOI:
10.11731/j.issn.1673-193x.2023.01.017
文献标志码:
A
摘要:
为分析施工情境中危险识别注意资源动态投入分配规律，基于动态时间规整算法，挖掘危险识别注视轨迹序列，以表征注意资源投入分配变化，并采用k-means聚类、注视熵、Needleman-Wunsch全局序列对齐算法和统计等方法，深入挖掘注意资源在危险目标中投入和分配等时空变化规律。研究结果表明：当事人危险识别各阶段注意资源呈现从显著目标到高危目标的投入变化趋势，危险识别注意资源分配随情境复杂因素呈现零散、均匀的空间特征，分配无序程度提高。
Abstract:
In order to analyze the dynamic input allocation law of hazard identification attention resources in the construction situation,the gaze track sequence of hazard identification was mined based on the dynamic time warping algorithm to characterize the change in attention resource input allocation.The k-means clustering,gaze entropy,Needleman-Wunsch global sequence alignment algorithm and statistics methods were applied to deeply mine the spatiotemporal change in the input and allocation of attention resources on dangerous targets.The results showed that the attention resources in each stage of the client’s hazard identification presented a changing trend of input from significant targets to high-risk targets.The allocation of hazard identification attention resources presented the scattered and uniform spatial characteristics with the complex factors of situation,and the degree of disorder in allocation increased.

参考文献/References:

［1］WOLF M,TEIZER J,WOLF B,et al.Investigating hazard recognition in augmented virtuality for personalized feedback in construction safety education and training［J］.Advanced Engineering Informatics,2022,51:101469.
［2］PARK S J,PARK C Y,LEE C,et al.Exploring inattentional blindness in failure of safety risk perception:focusing on safety knowledge in construction industry［J］.Safety Science,2022,145:105518.
［3］HAN Y,DIAO Y,YIN Z,et al.Immersive technology-driven investigations on influence factors of cognitive load incurred in construction site hazard recognition,analysis and decision making［J］.Advanced Engineering Informatics,2021,48:101298.
［4］KE J,ZHANG M,LUO X,et al.Monitoring distraction of construction workers caused by noise using a wearable Electro Encephalo Graphy (EEG) device［J］.Automation in Construction,2021,125:103598.
［5］韩豫,刘嘉伦,张泾杰，等.建筑工人危险认知结果的差异特性［J］.中国安全科学学报,2017,27(9):20-26. HAN Yu,LIU Jialun,ZHANG Jingjie,et al.Differences between construction workers in hazard cognition［J］.China Safety Science Journal,2017,27(9):20-26.
［6］冯志达,韩豫,张泾杰，等.建筑业从业人员的危险认知差异特性及成因—基于管理人员与作业人员的比较［J］.中国安全生产科学技术,2017,13(7):186-192. FENG Zhida,HAN Yu,ZHANG Jingjie,et al.Characteristics and causes of difference in hazard cognition of construction employees-based on the comparison between managers and workers ［J］.Journal of Safety Science and Technology,2017,13(7):186-192.
［7］胡瑾秋,张来斌,胡静桦.基于视线追踪技术的工艺操作人员人为失误识别研究［J］.中国安全生产科学技术,2019,15(5):142-147. HU Jinqiu,ZHANG Laibin,HU Jinghua.Study on human error recognition of process operators based on eye tracking technology ［J］.Journal of Safety Science and Technology,2019,15(5):142-147.
［8］XU Q,CHONG H Y,LIAO P.Exploring eye-tracking searching strategies for construction hazard recognition in a laboratory scene［J］.Safety Science,2019,120:824-832.
［9］BAO S,BOYLE L N.Age-related differences in visual scanning at median-divided highway intersections in rural areas［J］.Accident Analysis & Prevention,2009,41(1):146-152.
［10］OUYANG Y,LUO X.Differences between inexperienced and experienced safety supervisors in identifying construction hazards:seeking insights for training the inexperienced［J］.Advanced Engineering Informatics,2022,52:101602.
［11］BERNDT D J,CLIFFORD J.Using dynamic time warping to find patterns in time series［C］//KDD Workshop,1994,10(16):359-370.
［12］PETITJEAN F,KETTERLIN A,GANARSKI P.A global averaging method for dynamic time warping,with applications to clustering［J］.Pattern Recognition,2011,44(3):678-693.
［13］NEEDLEMAN S B,WUNSCH C D.A general method applicable to the search for similarities in the amino acid sequence of two proteins［J］.Journal of Molecular Biology,1970,48(3):443-453.
［14］SCHTT H H,ROTHKEGEL L O M,TRUKENBROD H A,et al.Disentangling bottom-up versus top-down and low-level versus high-level influences on eye movements over time［J］.Journal of Vision,2019,19(3):1-5.
［15］陈圣栋,陈永强,高伟，等.认知加工的自动化现象:从二分法到渐进观［J］.心理科学进展,2019,27(9):1556-1563. CHEN Shengdong,CHEN Yongqiang,GAO Wei,et al.The automaticity in cognitive processing: from dichotomy to gradual view［J］.Advances in Psychological Science,2019,27(9):1556-1563.
［16］ROLLS E T,DECO G.Attention in natural scenes:neurophysiological and computational bases［J］.Neural Networks,2006,19(9):1383-1394.

相似文献/References:

[1]宋四新 ,宋先勇.大型排架施工安全监控机制研究[J].中国安全生产科学技术,2012,8(6):101.
　SONG Si xin,SONG Xian yong.Research on safety monitoring mechanism of largescale bent frame construction[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2012,8(1):101.
[2]鲍学英,王起才,宫文昌.基于模糊层次分析法的地铁工程施工安全评价[J].中国安全生产科学技术,2013,9(1):136.
　BAO Xue ying,WANG Qi cai.Study on safety assessments of metro constructions using fuzzy analytic hierarchy process[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2013,9(1):136.
[3]黄丽霞,张东曾.悬索桥钢箱梁的吊装施工安全技术研究[J].中国安全生产科学技术,2010,6(3):228.
　HUANG Li-xia,ZHANG Dong-zeng.Study on the safe hoisting techniques for steel box girder of suspension bridge[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2010,6(1):228.
[4]袁春燕,杨剑耕,卢俊龙.模糊测度理论在施工现场安全目标决策中的应用[J].中国安全生产科学技术,2014,10(3):101.[doi:10.11731/j.issn.1673-193x.2014.03.017]
　YUAN Chun yan,YANG Jian geng,LU Jun long.Application of fuzzy measure theory in safety objective decision of construction site[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2014,10(1):101.[doi:10.11731/j.issn.1673-193x.2014.03.017]
[5]杨高升,李松晨,姜双双.建筑施工企业安全激励机制优化研究[J].中国安全生产科学技术,2014,10(6):133.[doi:10.11731/j.issn.1673-193x.2014.06.021]
　YANG Gao sheng,LI Song chen,JIANG Shuang shuang.Research on optimization of safety incentive mechanism in construction enterprises[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2014,10(1):133.[doi:10.11731/j.issn.1673-193x.2014.06.021]
[6]郭红领,张伟胜,刘文平.集成设计-施工安全（DFCS）的方法探索[J].中国安全生产科学技术,2015,11(2):5.[doi:10.11731/j.issn.1673-193x.2015.02.001]
　GUO Hong-ling,ZHANG Wei-sheng,LIU Wen-ping.Exploration on integration method of design for construction safety(DFCS)[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2015,11(1):5.[doi:10.11731/j.issn.1673-193x.2015.02.001]
[7]韩豫,张泾杰,梅强,等.建筑工人安全行为习惯的塑造策略与方法[J].中国安全生产科学技术,2015,11(9):177.[doi:10.11731/j.issn.1673-193x.2015.09.028]
　HAN Yu,ZHANG Jing-jie,MEI Qiang,et al.Shaping strategies and methods of safety behavior habits for construction workers[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2015,11(1):177.[doi:10.11731/j.issn.1673-193x.2015.09.028]
[8]郑霞忠,陈云,陈述.溧阳电站整流锥支撑系统施工安全影响因素识别研究[J].中国安全生产科学技术,2016,12(3):137.[doi:10.11731/j.issn.1673-193x.2016.03.025]
　ZHENG Xiazhong,CHEN Yun,CHEN Shu.Recognition of influence factors on construction safety for support system of air flow distributing wimble in Liyang power station[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2016,12(1):137.[doi:10.11731/j.issn.1673-193x.2016.03.025]
[9]韩豫,梅强,周丹,等.群体封闭性视角下的建筑工人不安全行为传播特[J].中国安全生产科学技术,2016,12(3):187.[doi:10.11731/j.issn.1673-193x.2016.03.034]
　HAN Yu,MEI Qiang,ZHOU Dan,et al.Propagation characteristics of unsafe behaviors for construction workers from the perspective of group closeness[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2016,12(1):187.[doi:10.11731/j.issn.1673-193x.2016.03.034]
[10]韩豫,张泾杰,孙昊,等.基于图像识别的建筑工人智能安全检查系统设计与实现[J].中国安全生产科学技术,2016,12(10):142.[doi:10.11731/j.issn.1673-193x.2016.10.024]
　HAN Yu,ZHANG Jingjie,SUN Hao,et al.Design and implementation of intelligent safety inspection system for construction workers based on image recognition[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2016,12(1):142.[doi:10.11731/j.issn.1673-193x.2016.10.024]

备注/Memo

备注/Memo:
收稿日期： 2022-08-07；网络首发日期： 2022-10-28
* 基金项目： 国家自然科学基金项目（72071097）；教育部人文社会科学研究规划基金项目（20YJAZH034）；江苏省第十六批“六大人才高峰”高层次人才项目（SZCY-014）
作者简介： 张帅，硕士研究生，主要研究方向为施工安全管理。
通信作者： 韩豫，博士，教授，主要研究方向为施工安全管理和智慧建造。
更新日期/Last Update: 2023-02-14