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Decentralized Control Based on FNNSMC for Interconnected Uncertain Nonlinear Systems

机译:基于FNNSMC的不确定关联非线性系统分散控制。

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摘要

A new type controller, fuzzy neural networks sliding mode controller (FNNSMC), is developed for a class of large-scale systems with unknown bounds of high order interconnections and disturbances. Although sliding mode control is simple and insensitive to uncertainties and disturbances, there are two main problems in the sliding mode controller (SMC): control input chattering and the assumption of known bounds of uncertainties and disturbances. The FNNSMC, which incorporates the fuzzy neural networks (FNN) and the SMC, can eliminate the chattering by using the continuous output of the FNN to replace the discontinuous sign term in the SMC. The bounds of uncertainties and disturbances are also not required in the FNNSMC design. The simulation results show that the FNNSMC has more robustness than the SMC.
机译:针对一类高阶互连和扰动边界未知的大型系统,开发了一种新型的控制器,模糊神经网络滑模控制器(FNNSMC)。尽管滑模控制很简单并且对不确定性和干扰不敏感,但是滑模控制器(SMC)中存在两个主要问题:控制输入颤动和不确定性和干扰的已知边界的假设。融合了模糊神经网络(FNN)和SMC的FNNSMC可以通过使用FNN的连续输出替换SMC中的不连续符号项来消除颤动。 FNNSMC设计也不需要不确定性和干扰的界限。仿真结果表明,FNNSMC具有比SMC更高的鲁棒性。

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