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Research on Security of Key Algorithms in Intelligent Driving System

机译:智能驾驶系统中关键算法的安全性研究

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摘要

With the rapid development of the smart driving technology, the security of smart driving algorithms is becoming more and more important. Four core smart driving algorithms are determined by studying the architecture of smart driving algorithm. These algorithms comprise local path planning, pedestrian detection, lane detection and obstacle detection. The security issues of these algorithms are investigated by closely examining the work carried out by the algorithms. We found that there are vulnerabilities in all four algorithms. These vulnerabilities can cause abnormality and even road accidents for the smart cars. The final experiment shows that the vulnerabilities of these algorithms do exist under certain circumstances and therefore have high security risks. This study will lay a foundation to improve the security of the smart driving system.
机译:随着智能驾驶技术的飞速发展,智能驾驶算法的安全性变得越来越重要。通过研究智能驾驶算法的体系结构,确定了四种核心智能驾驶算法。这些算法包括本地路径规划,行人检测,车道检测和障碍物检测。通过仔细检查算法执行的工作来研究这些算法的安全性问题。我们发现所有四种算法都存在漏洞。这些漏洞可能导致智能汽车的异常甚至交通事故。最终实验表明,这些算法的漏洞在某些情况下确实存在,因此具有很高的安全风险。这项研究将为提高智能驾驶系统的安全性奠定基础。

著录项

  • 来源
    《Chinese Journal of Electronics》 |2019年第1期|29-38|共10页
  • 作者单位

    Southeast Univ Sch Comp Sci & Engn Nanjing 211189 Jiangsu Peoples R China|Nanjing Univ Posts & Telecommun Sch Comp Sci Nanjing 210023 Jiangsu Peoples R China|Jiangsu Prov Key Lab Comp Network Technol Nanjing 210096 Jiangsu Peoples R China;

    Nanjing Univ Posts & Telecommun Sch Comp Sci Nanjing 210023 Jiangsu Peoples R China;

    Nanjing Univ Posts & Telecommun Sch Comp Sci Nanjing 210023 Jiangsu Peoples R China|Jiangsu High Technol Res Key Lab Wireless Sensor Nanjing 210003 Jiangsu Peoples R China;

    Southeast Univ Sch Comp Sci & Engn Nanjing 211189 Jiangsu Peoples R China|Jiangsu Prov Key Lab Comp Network Technol Nanjing 210096 Jiangsu Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Smart driving algorithm; Local path planning; Pedestrian detection; Lane line detection; Obstacle detection;

    机译:智能驾驶算法;本地路径规划;行人检测;车道线检测;障碍物检测;
  • 入库时间 2022-08-18 04:33:57

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