神经网络在防滑制动系统设计中的应用研究

S. Mazumdar, C. Lim
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引用次数: 11

摘要

研究了一种基于神经网络的模型参考自适应控制方法在防滑制动系统设计中的应用。在ABS中使用神经网络的主要好处是它们能够适应环境条件的变化而不会显著降低性能。在该方法中,控制器神经网络被设计为产生制动力矩,将车辆制动系统的车轮滑移调节到预定水平。仿真研究证明了基于神经网络的防滑制动系统的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Investigation of the use of neural networks for anti-skid brake system design
A neural network based model reference adaptive control approach to anti-skid brake system (ABS) design is investigated in this paper. The principal benefit of using neural networks in an ABS is their ability to adapt to changes in the environmental conditions without significant degradation in performance. In the proposed approach, the controller neural network is designed to produce a braking torque which regulates the wheel slip for the vehicle-brake system to a prespecified level. Simulation studies are performed to demonstrate the effectiveness of the proposed neural network based anti-skid brake system.
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