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 |
DOI | 10.1016/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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