CAIAS Simulator: Self-driving Vehicle Simulator for AI Research

被引:5
作者
Hossain, Sabir [1 ]
Fayjie, Abdur R. [1 ]
Doukhi, Oualid [1 ]
Lee, Deok-jin [1 ]
机构
[1] Kunsan Natl Univ, Dept Mech & Automot Engn, 558 Daehak Ro, Jeonbuk 54150, South Korea
来源
INTELLIGENT COMPUTING & OPTIMIZATION | 2019年 / 866卷
基金
新加坡国家研究基金会;
关键词
Simulator; Autonomous vehicle; AI research; Sensor fusion; Virtual environment;
D O I
10.1007/978-3-030-00979-3_19
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a simulation environment which includes virtual structures of a low-cost embedded designed car for the autonomous driving test, tracks, obstacles, and environments. A cross-platform game engine, Unity 3D, empowers the embedded designed car to check and trial new tracks, parameters and calculations in the 3D environment before the real-time test. The virtual environment fabricates the domain such like that it is the mimics of the activity of a genuine car and Unity 3D are utilized to incorporate the embedded designed car into the test situation while the car's movements and steering angle can serve as an examination premise. Distinctive driving situations were utilized to analyze how the sensors respond when they are connected to genuine circumstances and are also utilized to confirm the impacts of other parameters on the scenes. Options are available to choose flexible sensors, monitor the output and implement any autonomous driving, steering prediction, deep learning and end-to-end learning algorithm.
引用
收藏
页码:187 / 195
页数:9
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