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Adaptive Internal Model Control of a DC Motor Drive System Using Dynamic Neural Network

Adaptive Internal Model Control of a DC Motor Drive System Using Dynamic Neural Network
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摘要 This work concerns the study of problems relating to the adaptive internal model control of DC motor in both cases conventional and neural. The most important aspects of design building blocks of adaptive internal model control are the choice of architectures, learning algorithms, and examples of learning. The choice of parametric adaptation algorithm for updating elements of the conventional adaptive internal model control shows limitations. To overcome these limitations, we chose the architectures of neural networks deduced from the conventional models and the Levenberg-marquardt during the adjustment of system parameters of the adaptive neural internal model control. The results of this latest control showed compensation for disturbance, good trajectory tracking performance and system stability. This work concerns the study of problems relating to the adaptive internal model control of DC motor in both cases conventional and neural. The most important aspects of design building blocks of adaptive internal model control are the choice of architectures, learning algorithms, and examples of learning. The choice of parametric adaptation algorithm for updating elements of the conventional adaptive internal model control shows limitations. To overcome these limitations, we chose the architectures of neural networks deduced from the conventional models and the Levenberg-marquardt during the adjustment of system parameters of the adaptive neural internal model control. The results of this latest control showed compensation for disturbance, good trajectory tracking performance and system stability.
出处 《Journal of Software Engineering and Applications》 2012年第3期168-189,共22页 软件工程与应用(英文)
关键词 Adaptive Internal Model Control RECURRENT NEURAL Network DC MOTOR PARAMETRIC ADAPTATION Algorithm LEVENBERG-MARQUARDT Adaptive Internal Model Control Recurrent Neural Network DC Motor Parametric Adaptation Algorithm Levenberg-Marquardt
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