基于贝叶斯判别的驾驶行为危险状态辨识

郭孜政; 陈崇双; 王欣

基于贝叶斯判别的驾驶行为危险状态辨识

基金项目:

国家自然科学基金资助项目(60879022,70422201)

详细信息

作者简介:
郭孜政(1982- ),男,讲师,博士,研究方向为交通安全,E-mail:zizhengguo@mars.swjtu.edu.cn

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- 文章访问数: 1722
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- PDF下载量: 451
- 被引次数: 0
出版历程
- 收稿日期: 2008-06-10
- 刊出日期: 2009-11-12

Risk Identification for Driving Behaviors Based on Bayesian Discrimination

摘要

摘要: 为有效辨识危险性驾驶行为,以事故发生概率为依据,对驾驶行为的危险状态分级.采用单因子方差分析提取危险状态辨识主因子.基于贝叶斯判别构建了驾驶行为危险状态辨识模型.将在连续驾驶条件下5名驾驶员驾驶行为状态指标测试数据分为两组,分别用于标定与测试模型.测试结果表明错判率为4.3%.
- 交通运输 /
- 安全工程 /
- 危险状态辨识 /
- 贝叶斯判别 /
- 驾驶行为
Abstract: To effectively identify risk-state in driving behaviors,they were classified into different grades according to accident probabilities.Main factors for driving behavior were determined by single factor variance analysis.A model for risk-state identification was constructed based on Bayesian discrimination.The behavior states of five drivers were tested in a continuous driving experiment,and the measured data were divided into two groups to calibrate and test the model,respectively.The test results show that the error ratio is 4.3%.
- traffic and transportation /
- safety engineering /
- identification of risk-state /
- Bayesian identification /
- driving behavior

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参考文献(1)

张殿业.道路交通事故与黑点分析[M].北京:人民交通出版社,2003:118-165.[2] 陈斌,魏庆曜,金炜东.道路交通系统驾驶员能力与系统任务的匹配与协调研究[J].交通科技,2002,195(6):78-80.CHEN Bin,WEI Qingyao,JIN Weidong.A study of harmony and math of driver's ability with system task in road traffic system[J].Transportation Science and Technology,2002,195(6):78-80.[3] 戴冠军,叶增光.驾驶适合性及评价方法研究[J].人类工效学,1989,2(1):40-46.DAI Guanjun,YE Zengguang.The Research of driver's adaptability and evaluation method[J].Ergonomics,1989,2(1):40-46.[4] MAYOU R.Consequences of road traffic accidents for different types of road user[J].Injury,2003,34(2):197-202.[5] 郭孜政,张殿业,唐优华,等.机车双司机驾驶行为可靠性研究[J].中国安全科学学报,2007,17(2):163-166.GUO Zizheng,ZHANG Dianye,TANG Youhua.Study on the reliability of double locomotive drivers driving behavior[J].China Safety Science Journal,2007,17(2):163-166.[6] GUO Zizheng.The reliablity model of double locomotive drives' working behavior[C] ∥International Conference on Transportation Engineering.San Diego:ASCE,2007:586-589.[7] 韩文涛.交通事故预防中人为失误驾驶失误的评估方法[J].黑龙江交通科技,2005,13(7):84-85.[8] 丁玉兰,邵灵敏,胡子谷.基于神经网络的驾驶适性评价系统[J].人类工效学,1998,4(4):19-21.DING Yulan,SHAO Linming,HU Zigu.A neural network based driving aptitude evaluation system[J].Ergonomics,1998,4(4):19-21.[9] 郭孜政,唐优华.单司机值乘安全性评价模型[J].中国铁道科学,2008,18(1):22-25.GUO Zizheng,TANG Youhua.Safety evaluation model for the on-duty operation of single locomotive driver[J].China Railway Science,2008,18(1):22-25.[10] JIN Jian.Reliability evaluation on driver reaction characteristics[C] ∥International Conference on Transportation Engineering.San Diego:ASCE,2007:586-589.[11] 张殿业.乘务员动视力及相关指标判别[J].铁道学报,2000,22(3):30-32.ZHANG Dianye.Analysis on driver s dynamic sight and its related index[J].Journal of the China Railway Society,2000,22(3):30-32.[12] 张殿业.驾驶员动态视野与行车安全可靠度[J].西南交通大学学报,2000,35(3):319-323.ZHANG Dianye.Dynamic visual field of driver with safety driving[J].Journal of Southwest Jiaotong University,2000,35(3):319-323.[13] 刘援朝,孙忠友,魏玉柱.机动车驾驶员注意及相关因素的调查研究[J].社会心理科学,2007,22(2):90-95.[14] 边肇庆,张学工.模式识别[M].北京:清华大学出版社,2000:9-43.[15] 何平.数理统计与多元统计[M].成都:西南交通大学出版社,2007:159-170.

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文章访问数: 1722
HTML全文浏览量: 89
PDF下载量: 451
被引次数: 0

基于贝叶斯判别的驾驶行为危险状态辨识

作者简介: 郭孜政(1982- ),男,讲师,博士,研究方向为交通安全,E-mail:zizhengguo@mars.swjtu.edu.cn

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Risk Identification for Driving Behaviors Based on Bayesian Discrimination

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作者简介:
郭孜政(1982- ),男,讲师,博士,研究方向为交通安全,E-mail:zizhengguo@mars.swjtu.edu.cn