A survey and experimental study of neural network AUV control

J. Lorentz, J. Yuh
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引用次数: 40

Abstract

This paper presents a survey of neural network controllers for AUVs. A direct adaptive neural net controller incorporating integral action was designed for the heave motion of the ODIN underwater vehicle. The neural net controller is trained online by parallel recursive error prediction method and the critic equation. The influence of the various design parameters of the neural net controller was investigated by computer simulation and the controller was also experimentally tested using the ODIN. Results of the computer simulation and experiment are discussed in this paper.
神经网络水下航行器控制综述与实验研究
本文综述了用于水下机器人的神经网络控制器。针对ODIN水下机器人的升沉运动,设计了一种集成积分作用的直接自适应神经网络控制器。采用并行递归误差预测法和临界方程对神经网络控制器进行在线训练。通过计算机仿真研究了各种设计参数对神经网络控制器的影响,并利用ODIN对控制器进行了实验测试。本文讨论了计算机仿真和实验结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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