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Parameter estimation of activated sludge process based on an improved cuckoo search algorithm
Du, Xianjun1,2,3,4; Wang, Junlu1,3,4; Jegatheesan, Veeriah2; Shi, Guohua5
刊名BIORESOURCE TECHNOLOGY
2018-02
卷号249页码:447-456
关键词Activated sludge process ASM1 Cuckoo search algorithm Parameter estimation Wastewater treatment
ISSN号0960-8524
DOI10.1016/j.biortech.2017.10.023
英文摘要It is essential to use appropriate values for kinetic parameters in activated sludge model when the model is applied for wastewater treatment processes under different environments. An improved cuckoo search (ICS) algorithm was proposed in this paper for the estimation of kinetic parameters used in Activated Sludge Model No. 1 (ASM1). ICS is tested for its speed and accuracy in reaching solution by searching global minima of six standard functions. Cyclical adjustment strategy was employed into the detected probability to increase searching ability. Meanwhile, the searching step was adaptively adjusted based on the optimal nest of the last generation and the current iteration numbers. Subsequently, ICS is used to estimate 7 sensitive parameters in ASM1 for practical applications. Field data are used to validate prediction accuracy of ASM1 with estimated parameters. Predicted results of the model are closer to the actual data with adjusted parameters.
资助项目Lanzhou University of Technology[Q201408]
WOS研究方向Agriculture ; Biotechnology & Applied Microbiology ; Energy & Fuels
语种英语
出版者ELSEVIER SCI LTD
WOS记录号WOS:000425764100061
状态已发表
内容类型期刊论文
源URL[http://119.78.100.223/handle/2XXMBERH/32815]  
专题电气工程与信息工程学院
通讯作者Jegatheesan, Veeriah
作者单位1.Lanzhou Univ Technol, Coll Elect & Informat Engn, Lanzhou 730050, Gansu, Peoples R China
2.RMIT Univ, Sch Engn, Melbourne, Vic 3000, Australia
3.Lanzhou Univ Technol, Key Lab Gansu Adv Control Ind Proc, Lanzhou 730050, Gansu, Peoples R China
4.Lanzhou Univ Technol, Natl Demonstrat Ctr Expt Elect & Control Engn Edu, Lanzhou 730050, Gansu, Peoples R China
5.North China Elect Power Univ, Dept Energy & Power Engn, Baoding 071003, Hebei, Peoples R China
推荐引用方式
GB/T 7714
Du, Xianjun,Wang, Junlu,Jegatheesan, Veeriah,et al. Parameter estimation of activated sludge process based on an improved cuckoo search algorithm[J]. BIORESOURCE TECHNOLOGY,2018,249:447-456.
APA Du, Xianjun,Wang, Junlu,Jegatheesan, Veeriah,&Shi, Guohua.(2018).Parameter estimation of activated sludge process based on an improved cuckoo search algorithm.BIORESOURCE TECHNOLOGY,249,447-456.
MLA Du, Xianjun,et al."Parameter estimation of activated sludge process based on an improved cuckoo search algorithm".BIORESOURCE TECHNOLOGY 249(2018):447-456.
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