Literature DB >> 34839438

An effective dynamic immune optimization control for the wastewater treatment process.

Fei Li1,2,3, Zhong Su4, Gongming Wang5.   

Abstract

To resolve the conflict between multiple performance indicators in the complicated wastewater treatment process (WWTP), an effective optimization control scheme based on a dynamic multi-objective immune system (DMOIA-OC) is designed. A dynamic optimization control scheme is first developed in which the control process is divided into a dynamic layer and a tracking control layer. Based on the analysis of the WWTP performance, the energy consumption and effluent quality models are next established adaptively in response to the environment by an optimization layer. An adaptive dynamic immune optimization algorithm is then proposed to optimize the complex and conflicting performance indicators. In addition, a suitable preferred solution is selected from the numerous Pareto solutions to obtain the best set of values for the dissolved oxygen and nitrate nitrogen. Finally, the solution is evaluated on the benchmark simulation platform (BSM1). The results show that the DMOIA-OC method can solve the complex optimization problem for multiple performance indicators in WWTPs and has a competitive advantage in its control effect.
© 2021. The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.

Entities:  

Keywords:  Adaptive dynamic optimization; Complex optimization problem; Dynamic characteristics of WWTPs; Multiple performance indicators; Self-organizing recurrent fuzzy neural network control; The best Pareto solution

Year:  2021        PMID: 34839438     DOI: 10.1007/s11356-021-17505-3

Source DB:  PubMed          Journal:  Environ Sci Pollut Res Int        ISSN: 0944-1344            Impact factor:   4.223


  1 in total

1.  Circular economy application in designing sustainable medical waste management systems.

Authors:  Erfan Babaee Tirkolaee; Alireza Goli; Seyedali Mirjalili
Journal:  Environ Sci Pollut Res Int       Date:  2022-05-17       Impact factor: 5.190

  1 in total

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