Institutional Repository, Institute of Psychology, Chinese Academy of Sciences
Developing an Interpretable Driver Risk Assessment Model to Increase Driver Awareness Using In-Vehicle Records | |
Zheng, Min1,2; Zhang, Jingyu1,2![]() | |
摘要 |
Providing feedback to drivers on their risky driving behaviors is an important method to improve drivers’ awareness in reducing future accidents. However, it is hard to identify risk-prone behaviors and explain them to drivers. In the present study, we used driving log from 103370 electric vehicles equipped with L2-assisted driving functions. We used 28 explainable features to establish a binary classification model of accidents and eight features can be used to establish an acceptable model. Further, we developed an easy-to-understand safety score formula using these eight features. Through this accurate and transparent feedback, we may improve drivers’ safety awareness without undermining their trust in the L2 and higher level automated vehicles. This will not only reduce accidents but enable them to adapt to the development of automated driving technology in a smoother manner. |
2023 | |
DOI | 10.1007/978-3-031-36004-6_18 |
发表期刊 | Communications in Computer and Information Science
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ISSN | 1865-0929 |
卷号 | 1836页码:131-136 |
URL | 查看原文 |
收录类别 | EI |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://ir.psych.ac.cn/handle/311026/48165 |
专题 | 中国科学院心理研究所 |
作者单位 | 1.Institute of Psychology, Chinese Academy of Sciences, Beijing; 100101, China; 2.Department of Psychology, University of Chinese Academy of Sciences, Beijing; 100049, China |
第一作者单位 | 中国科学院心理研究所 |
推荐引用方式 GB/T 7714 | Zheng, Min,Zhang, Jingyu. Developing an Interpretable Driver Risk Assessment Model to Increase Driver Awareness Using In-Vehicle Records[J]. Communications in Computer and Information Science,2023,1836:131-136. |
APA | Zheng, Min,&Zhang, Jingyu.(2023).Developing an Interpretable Driver Risk Assessment Model to Increase Driver Awareness Using In-Vehicle Records.Communications in Computer and Information Science,1836,131-136. |
MLA | Zheng, Min,et al."Developing an Interpretable Driver Risk Assessment Model to Increase Driver Awareness Using In-Vehicle Records".Communications in Computer and Information Science 1836(2023):131-136. |
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