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Stabilization of nonholonomic mobile robots by a GA-based fuzzy sliding mode control

机译:基于GA的模糊滑动模式控制稳定非完整移动机器人

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In this study, fuzzy logic control principle and sliding mode control theory are combined to stabilize a mobile robot under nonholonomic kinematic constraints. In order to improve the tracking performance, the scaling factors of FLC are searched by genetic algorithms (GAs). The simulation results show that all three control approaches, SMC (sliding mode control), FSMC (fuzzy-SMC) and GA-FSMC (GA-based FSMC) can stabilize the mobile robot to the origin with /spl phi/=0. However the GA-FSMC provides a systematic way to search the scaling factors, and thus improves the transient performance of the system response and reduces the path length for navigation.
机译:在本研究中,组合模糊逻辑控制原理和滑模控制理论以在非完整的运动约束下稳定移动机器人。为了提高跟踪性能,通过遗传算法(气体)搜索FLC的缩放因子。仿真结果表明,所有三种控制方法SMC(滑动模式控制),FSMC(模糊SMC)和GA-FSMC(GA基FSMC)都可以将移动机器人稳定到具有/ SPL PHI / = 0的原点。然而,GA-FSMC提供了一种搜索缩放因子的系统方法,从而提高了系统响应的瞬态性能,并减少了导航的路径长度。

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