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Hierarchical Model Predictive Control Method of Wastewater Treatment Process based on Fuzzy Neural Network
Hierarchical Model Predictive Control Method of Wastewater Treatment Process based on Fuzzy Neural Network
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机译:基于模糊神经网络的污水处理过程递阶模型预测控制方法
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摘要
A hierarchical model predictive control (HMPC) method based on fuzzy neural network for wastewater treatment process (WWTP) is designed to realize hierarchical control of dissolved oxygen (DO) concentration and nitrate nitrogen concentration. In view of the difference of time scales in WWTP, it is difficult to accurately control the concentration of DO and nitrate nitrogen. The disclosure establishes a HMPC structure according to different time scales. Then, the concentration of DO and nitrate nitrogen is controlled with different frequencies. It not only conforms to the operation characteristics of WWTP, but also solves the problem of poor operation performance of multivariable model predictive control. The experimental results show that the HMPC method can achieve accurate on-line control of DO concentration and nitrate nitrogen concentration with different time scales.
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