A Survey of ADAS Perceptions With Development in China

高级驾驶员辅助系统 领域(数学) 感知 计算机科学 功能(生物学) 国家(计算机科学) 特征(语言学) 风险分析(工程) 数据科学 工程类 人工智能 算法 业务 数学 神经科学 语言学 哲学 进化生物学 纯数学 生物
作者
Xinran Li,Kuo-Yi Lin,Min Meng,Xiuxian Li,Li Li,Yiguang Hong,Jie Chen
出处
期刊:IEEE Transactions on Intelligent Transportation Systems [Institute of Electrical and Electronics Engineers]
卷期号:23 (9): 14188-14203 被引量:17
标识
DOI:10.1109/tits.2022.3149763
摘要

Due to the growing awareness of driving safety and the development of sophisticated technologies, advanced driving/driver assistance system (ADAS) has been equipped in more and more vehicles with higher accuracy and lower price. The latest progress in this field has called for a review to sum up the conventional knowledge of ADAS, the state-of-the-art researches, novel applications and standards in real world. With the help of this kind of review, newcomers in this field can get basic knowledge easier and other researchers may be inspired with potential future development possibility. This paper makes a general introduction about ADAS by analyzing its hardware support, computation algorithms and current development state. Different types of perception sensors are introduced from their interior feature classifications, installation positions, supporting ADAS functions, and pros and cons. The comparisons between different sensors are concluded and illustrated from their inherent characters and specific usages serving for each ADAS function. The current algorithms for ADAS functions are also collected and briefly presented in this paper from both traditional methods and novel ideas. Additionally, discussions about current regulations and market state of ADAS in China are reviewed in this paper, and other open issues related to ADAS are also introduced in particular.
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