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A personalized traffic simulation integrating emotion using a driving simulator
The Visual Computer ( IF 3.5 ) Pub Date : 2019-07-24 , DOI: 10.1007/s00371-019-01732-4
Xinmiao Fan , Gaofeng Pan , Yan Mao , Wu He

Since driver’s behavior is affected by driving environment and driver’s individual characteristics, it is important to understand driver’s behavior from these viewpoints. We present a novel driver’s behavior simulation that considers both the stable personality of individuals and the changes in driving behavior when the environment changed. In this study, driving styles are classified as aggressive, careful, and anxious. The driving styles are analyzed from the perspectives of personality traits and emotion, and the driving parameters of each driving style are learned through simulator experiments. Given individual personality, traffic conditions, and driving environment as input, our approach can generate traffic flow that reflects driver’s personalized driving behavior.

中文翻译:

使用驾驶模拟器整合情感的个性化交通模拟

由于驾驶员的行为受驾驶环境和驾驶员个人特征的影响,因此从这些角度理解驾驶员的行为非常重要。我们提出了一种新颖的驾驶员行为模拟,它既考虑了个人的稳定个性,又考虑了环境变化时驾驶行为的变化。在这项研究中,驾驶风格分为激进、谨慎和焦虑。从性格特征和情感角度分析驾驶风格,通过模拟器实验学习每种驾驶风格的驾驶参数。将个人个性、交通状况和驾驶环境作为输入,我们的方法可以生成反映驾驶员个性化驾驶行为的交通流量。
更新日期:2019-07-24
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