Optimal Parameter Estimation in Activated Sludge Process Based Wastewater Treatment Practice | |
Du, Xianjun1,2,3,4; Ma, Yue2,3,4; Wei, Xueqin3; Jegatheesan, Veeriah1 | |
刊名 | WATER |
2020-09-01 | |
卷号 | 12期号:9 |
关键词 | activated sludge model 1 (ASM1) intelligent algorithm invasive weed optimization (IWO) parameter estimation wastewater treatment |
DOI | 10.3390/w12092604 |
英文摘要 | Activated sludge models (ASMs) are often used in the simulation of the wastewater treatment process to evaluate whether the effluent quality parameters of a wastewater treatment plant meet the standards. The premise of successful simulation is to choose appropriate dynamic parameters for the model. A niche based adaptive invasive weed optimization (NAIWO) algorithm is proposed in this paper to find the appropriate kinetic parameters of activated sludge model 1 (ASM1). The niche idea is used to improve the possibility of convergence to the global optimal solution. In addition, the adaptive mechanism and periodic operator are introduced to improve the convergence speed and accuracy of the algorithm. Finally, NAIWO is used to optimize the parameters of ASM1. Comparison with other intelligent algorithms such as invasive weed optimization (IWO), genetic algorithm (GA), and bat algorithm (BA) showed the higher convergence accuracy and faster convergence speed of NAIWO. The results showed that the ASM1 model results agreed with measured data with smaller errors. |
WOS研究方向 | Environmental Sciences & Ecology ; Water Resources |
语种 | 英语 |
出版者 | MDPI |
WOS记录号 | WOS:000580689500001 |
内容类型 | 期刊论文 |
源URL | [http://ir.lut.edu.cn/handle/2XXMBERH/155109] |
专题 | 电气工程与信息工程学院 |
作者单位 | 1.RMIT Univ, Sch Engn, Royal Melbourne Inst Technol, Melbourne, Vic 3000, Australia; 2.Lanzhou Univ Technol, Natl Demonstrat Ctr Expt Elect & Control Engn Edu, Lanzhou 730050, Peoples R China 3.Lanzhou Univ Technol, Coll Elect & Informat Engn, Lanzhou 730050, Peoples R China; 4.Lanzhou Univ Technol, Key Lab Gansu Adv Control Ind Proc, Lanzhou 730050, Peoples R China; |
推荐引用方式 GB/T 7714 | Du, Xianjun,Ma, Yue,Wei, Xueqin,et al. Optimal Parameter Estimation in Activated Sludge Process Based Wastewater Treatment Practice[J]. WATER,2020,12(9). |
APA | Du, Xianjun,Ma, Yue,Wei, Xueqin,&Jegatheesan, Veeriah.(2020).Optimal Parameter Estimation in Activated Sludge Process Based Wastewater Treatment Practice.WATER,12(9). |
MLA | Du, Xianjun,et al."Optimal Parameter Estimation in Activated Sludge Process Based Wastewater Treatment Practice".WATER 12.9(2020). |
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