A Convolutional Neural Network Method for Self-Driving Cars

被引:1
|
作者
Zhang, Jian [1 ]
Huang, Hailong [1 ]
Zhang, Yang [1 ]
机构
[1] Univ New South Wales, Sch Elect Engn & Telecommun, Sydney, NSW 2052, Australia
来源
2020 AUSTRALIAN AND NEW ZEALAND CONTROL CONFERENCE (ANZCC 2020) | 2020年
基金
澳大利亚研究理事会;
关键词
D O I
10.1109/ANZCC50923.2020.9318398
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The profound impacts of driverless vehicles technology could change to our society remarkably, not to mention the significant enhancements they could bring to the overall safety, efficiency, and convenience of transportation and transit systems. This paper employs deep neural networks to predict the steering angle and throttle values for an autonomous vehicle by obtained images taken from different viewpoints. The proposed convolutional neural network is able to extract the features from the images and find the dependencies for forecasting the steering angle and the speed to keep the vehicle running at the center of the lane automatically. The synthetic images used in our work is generated from Udacity platform.
引用
收藏
页码:184 / 187
页数:4
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