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Fuzzy model-based predictive control of dissolved oxygen in activated sludge processes

机译:基于模糊模型的活性污泥过程中溶解氧的预测控制

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摘要

The paper is concerned with the design of a fuzzy model-based predictive controller for activated sludge wastewater treatment processes. The control purpose is to maintain the dissolved oxygen concentration in an aerobic reactor of the wastewater treatment plant at the set-point. The fuzzy model of the activated sludge processes is derived based on the Activated Sludge Model No. 1 (ASM1), including the structure of the fuzzy rules. The required fuzzy space of input variables is partitioned by fuzzy c-means cluster algorithm and the consequent parameters are identified using the method of least squares. Compared with both traditional PID control and dynamic matrix control schemes, the proposed fuzzy model-based predictive control paradigm achieves satisfactory benefits in terms of both transient and steady performances.
机译:本文涉及活性污泥废水处理过程的基于模糊模型的预测控制器的设计。控制目的是将废水处理厂的好氧反应器中的溶解氧浓度保持在设定点。基于1号活性污泥模型(ASM1)导出了活性污泥过程的模糊模型,包括模糊规则的结构。通过模糊c均值聚类算法对输入变量所需的模糊空间进行划分,并使用最小二乘法确定结果参数。与传统的PID控制和动态矩阵控制方案相比,基于模糊模型的预测控制范例在暂态和稳态性能方面均取得了令人满意的收益。

著录项

  • 来源
    《Neurocomputing》 |2014年第20期|88-95|共8页
  • 作者单位

    State Key Laboratory of Urban Water Resources and Environment, Harbin Institute of Technology (HIT), Harbin 150090, China,Space Control and Inertial Technology Research Center, HIT, Harbin 150080, China;

    State Key Laboratory of Urban Water Resources and Environment, Harbin Institute of Technology (HIT), Harbin 150090, China;

    State Key Laboratory of Urban Water Resources and Environment, Harbin Institute of Technology (HIT), Harbin 150090, China,Space Control and Inertial Technology Research Center, HIT, Harbin 150080, China;

    Laboratory of Modeling, Information and Systems, University of Picardie Jules Verne, Amiens, France;

    State Key Laboratory of Urban Water Resources and Environment, Harbin Institute of Technology (HIT), Harbin 150090, China,Space Control and Inertial Technology Research Center, HIT, Harbin 150080, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Activated Sludge Model No. 1; Dissolved oxygen; Fuzzy model; Model predictive control;

    机译:1号活性污泥;溶解氧;模糊模型模型预测控制;

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