Modeling and control of 3-omni wheel Robot using PSO optimization and Neural Network

M. A. Saleh, Mennaallah Soliman, H. Ammar, Mohamed A. Wahby Shalaby
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引用次数: 2

Abstract

Omni mobile robots are one of the mobile robots that interact with humans in many areas where it is needed to be collaborative and accurate. Committing robotics with artificial intelligence-based controllers became nowadays mandatory for more association of these robots with distinct environments. This paper proposes the distinction of the 3WD Omni Vision feedback model between Simscape and actual information to obtain a surmised model. Study applying some artificial control procedures on this model for path planning and speed control as the artificial neural system and PSO optimization techniques for PID error and contrast these outcomes and compare them with conventional PID and Fuzzy Control techniques.
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基于粒子群优化和神经网络的三全轮式机器人建模与控制
Omni移动机器人是在许多需要协作和精确的领域与人类进行交互的移动机器人之一。如今,将机器人与基于人工智能的控制器结合起来,对于这些机器人与不同环境的更多关联变得必不可少。本文提出了将模拟场景与实际信息之间的三维全方位视觉反馈模型进行区分,从而得到一个推测模型。研究在该模型上应用一些人工控制程序进行路径规划和速度控制,作为人工神经系统和粒子群优化技术处理PID误差,并将这些结果与传统PID和模糊控制技术进行对比。
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