Knowledge Commons of Institute of Automation,CAS
Intelligence testing for autonomous vehicles: A new approach | |
Li Li; Wu-Ling Huang; Yuehu Liu; Nan-Ning Zheng; Fei-Yue Wang | |
发表期刊 | IEEE TRANSACTIONS ON INTELLIGENT VEHICLES |
2016-06 | |
卷号 | 1期号:2页码:158-166 |
摘要 |
In this paper, we study how to test the intelligence of an autonomous vehicle. Comprehensive testing is crucial to both vehicle manufactories and customers. Existing testing approaches can be categorized into two kinds: scenario-based testing and functionality-based testing. We first discuss the shortcomings of these two kinds of approaches, and then propose a new testing framework to combine the benefits of them. Based on the new semantic diagram definition for the intelligence of autonomous vehicles, we explain how to design a task for autonomous vehicle testing and how to evaluate test results. Experiments show that this new approach provides a quantitative way to test the intelligence of an autonomous vehicle. |
关键词 | Autonomous Vehicles Intelligence Testing |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/20278 |
专题 | 多模态人工智能系统全国重点实验室_平行智能技术与系统团队 |
通讯作者 | Wu-Ling Huang |
作者单位 | 1.Department of Automation, Tsinghua University 2.State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences 3.Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University 4.Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University 5.State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences |
推荐引用方式 GB/T 7714 | Li Li,Wu-Ling Huang,Yuehu Liu,et al. Intelligence testing for autonomous vehicles: A new approach[J]. IEEE TRANSACTIONS ON INTELLIGENT VEHICLES,2016,1(2):158-166. |
APA | Li Li,Wu-Ling Huang,Yuehu Liu,Nan-Ning Zheng,&Fei-Yue Wang.(2016).Intelligence testing for autonomous vehicles: A new approach.IEEE TRANSACTIONS ON INTELLIGENT VEHICLES,1(2),158-166. |
MLA | Li Li,et al."Intelligence testing for autonomous vehicles: A new approach".IEEE TRANSACTIONS ON INTELLIGENT VEHICLES 1.2(2016):158-166. |
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Intelligence Testing(1089KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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