基于多目标直接启发式动态规划的污水处理过程跟踪控制

Weiwei Cao, Qinmin Yang, Wenchao Meng
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引用次数: 0

摘要

污水处理过程在人类生产和生活中起着重要的作用。通过生化处理减少废水,保护环境。同时,由于存在未知干扰和强耦合,高度非线性的水处理场难以进行数学建模。在过去的几十年里,人们为提高控制性能做了很多努力,如通断控制[1]、PID控制、前馈控制[2]、基于模糊的控制[3]、基于神经网络(NN)的方法[4]、模型预测控制(MPC)[5]、[6]等。传统的控制策略是通过离线经验进行调整,但在专家经验难以获得的情况下,基于模糊的方法难以实现,而且MPC依赖于精确的提前预测模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Multi-Objective Direct Heuristic Dynamic Programming Based Tracking Control for Wastewater Treatment Process
WASTEWATER treatment process (WWTP) plays an important role in human production and life. It reduces wastewater by biochemical treatment to protect the environment. Meanwhile the highly nonlinear WWTP is difficult to model mathematically with unknown disturbances and strong coupling. In the past decades, many great efforts have been made to improve the control performance, such as on-off control [1] , PID control, feed-forward control [2] , fuzzy-based control [3] , neural network (NN)-based method [4] , and model predictive control (MPC) [5] , [6] , etc. While traditional control strategies are tuned by experience offline, fuzzy-based method is difficult to implement when the expert experience is hard to obtain, and MPC relies on a precise prediction model in advance.
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