Parameter Self - Learning of Generalized Predictive Control Using BP Neural Network |
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Authors: | Chen Zengqiang Yuan Zhuzhi |
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Institution: | Chen Zengqiang,Yuan ZhuzhiDepartment of Computer and System Sciences,Nankai University,Tianjin,300071Wang QunxianDepartment of Automation,Hebei University of Technology,Tianjin,300130 |
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Abstract: | This paper describes the self - adjustment of some tuning - knobs of the generalized predictive controller (GPC). A three feedforward neural network was utilized to on line learn two key tuning - knobs of GPC, and BP algorithm was used for the training of the linking - weights of the neural network. Hence it gets rid of the difficulty of choosing these tuning - knobs manually and provides easier condition for the wide applications of GPC on industrial plants. Simulation results illustrated the effectiveness of the method. |
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Keywords: | generalized predictive control self - tuning control self - learning control neural networks BP algorithm |
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