汽车技术2024,Issue(5) :1-14.DOI:10.19620/j.cnki.1000-3703.20230028

驾驶行为分类方法及量化评估综述

Review of Classification Methods and Quantitative Evaluation of Driving Behavior

张立成 张婷 蔡学锐 赵祥模 彭琨
汽车技术2024,Issue(5) :1-14.DOI:10.19620/j.cnki.1000-3703.20230028

驾驶行为分类方法及量化评估综述

Review of Classification Methods and Quantitative Evaluation of Driving Behavior

张立成 1张婷 2蔡学锐 2赵祥模 1彭琨2
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作者信息

  • 1. 长安大学,西安 710064;车联网教育部-中国移动联合实验室,西安 710064;陕西省车联网与智能汽车测试技术工程研究中心,西安 710064
  • 2. 长安大学,西安 710064;陕西省车联网与智能汽车测试技术工程研究中心,西安 710064
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摘要

对驾驶行为分类方法及量化评估进行综述,首先阐述了驾驶行为的涵义及表征方法,然后将驾驶行为分类方法划分为基于统计特性的分类方法、基于机器学习的分类方法、混合式(组合、集成)分类方法三大类,并对不同的驾驶行为分类方法的代表算法、优点及局限性等进行系统归纳和总结,其次,从多个维度对驾驶行为的量化评估研究进行系统介绍,最后介绍了驾驶行为分类及量化评估研究成果在多个领域的应用现状及前景展望.

Abstract

This study provided a review of classification methods and quantitative evaluation of driving behavior,which firstly expounded the meaning and representation methods of driving behavior,and divided the driving behavior classification methods into three categories:statistics based classification method,machine learning based classification method,and the hybrid(combination,integration)classification method.Different driving behavior classification methods were summarized from the aspects of representative algorithms,advantages and limitations.Secondly,the quantitative evaluation research of driving behavior was systematically described from multiple dimensions.Finally,the application status and prospect of driving behavior classification and quantitative evaluation results in many fields were introduced.

关键词

交通工程/驾驶行为分类评估/智能网联汽车/交通安全/节能减排/舒适性

Key words

Traffic engineering/Driving behavior classification and evaluation/Intelligent and connected vehicle/Transportation safety/Energy saving and emission reduction/Comfort

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基金项目

国家重点研发计划项目(2018YFB0105104)

国家自然科学基金项目(51278058)

111高校创新引智基地项目(B14043)

中央高校基本科研业务费专项资金资助项目(CHD300102240503)

中央高校基本科研业务费专项资金资助项目(CHD300102242502)

出版年

2024
汽车技术
中国汽车工程学会 长春汽车研究所

汽车技术

CSTPCD北大核心
影响因子:0.522
ISSN:1000-3703
参考文献量69
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