Enhancing Autonomous Vehicles with Commonsense Smart Mobility in Smart Cities

被引:17
作者
Persaud, Priya [1 ]
Varde, Aparna S. [2 ]
Robila, Stefan A. [2 ]
机构
[1] Rutgers State Univ, Ctr Law & Justice, Newark, NJ 07102 USA
[2] Montclair State Univ, Dept Comp Sci, Montclair, NJ USA
来源
2017 IEEE 29TH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2017) | 2017年
关键词
Automated driving; AI and Law; Commonsense knowledge; Domain KBs; Object detection; Smart mobility;
D O I
10.1109/ICTAI.2017.00155
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recent advances in AI include a Law firm hiring a robot lawyer and companies developing autonomous vehicles with robot drivers. Findings from our study have gauged the current cognitive capacity of such systems, indicating areas for improvement. We focus on autonomous vehicles, i.e., those that conduct automated driving and need to make autonomous, i.e., independent decisions. We propose an approach enabled with commonsense knowledge (CSK) from worldwide repositories to simulate intuitive humanlike decision-making in autonomous vehicles. We consider the repository WebChild with a multitude of CSK concepts, properties and relations. We investigate this and related domain-specific knowledge bases (domain KBs) to harness them within our proposed approach. Accordingly we build a transportation domain KB incorporating CSK and the needs of autonomous vehicles. This would be useful in guiding automated driving and making the systems get closer to the thresholds of human cognition. This work thereby makes contributions to smart mobility in smart cities. The paper presents our vision with design, implementation, experiments, recommendations and a future roadmap. As a broader impact, it propels more joint work between AI, Law and related areas.
引用
收藏
页码:1008 / 1012
页数:5
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