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驾驶行为分类方法及量化评估综述

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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。
Review of Classification Methods and Quantitative Evaluation of Driving Behavior
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.

Traffic engineeringDriving behavior classification and evaluationIntelligent and connected vehicleTransportation safetyEnergy saving and emission reductionComfort

张立成、张婷、蔡学锐、赵祥模、彭琨

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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

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

国家重点研发计划项目国家自然科学基金项目111高校创新引智基地项目中央高校基本科研业务费专项资金资助项目中央高校基本科研业务费专项资金资助项目

2018YFB010510451278058B14043CHD300102240503CHD300102242502

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
年,卷(期):2024.(5)
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