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An intelligent driving system for automatically anticipating and negotiating road curves

机译:智能驾驶系统,可自动预测和协商道路弯道

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Human error is the main cause of the many road traffic accidents which every year take the lives of millions of people and injure many more. Driving safety is thus a major concern leading to research in autonomous driving systems. One project at the Centre for Computational Intelligence (C2i), NTU, aims at using fuzzy neural architectures such as GenSoFNN-Yager to realize intelligent driving i.e., to learn to autonomously park, make U-turns, drive, and even decide when to change lane, overtake, etc. This paper presents recent work on Intelligent Speed Adaptation and Steering Control (ISASC), a novel feature of which is the ability to anticipate the road profile and negotiate curves safely. The proposed system was developed and tested on a driving simulator. Experimental results show the robustness of the system in learning from example the desired human driving expertise and applying this knowledge to negotiate new unseen roads.
机译:人为错误是许多道路交通事故的主要原因,每年造成数百万人的生命丧生,并造成更多的伤害。因此,驾驶安全是导致自动驾驶系统研究的一个主要问题。 NTU计算智能中心(C2i)的一个项目旨在使用诸如GenSoFNN-Yager之类的模糊神经体系结构来实现智能驾驶,即学习自动停车,掉头,驾驶,甚至决定何时更改本文介绍了智能速度适应和转向控制(ISASC)的最新工作,该功能的一项新颖功能是能够预测道路轮廓并安全地协商弯道。拟议的系统是在驾驶模拟器上开发和测试的。实验结果表明该系统在从示例中学习所需的人类驾驶专业知识并将其应用到新的看不见的道路上的过程中具有鲁棒性。

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