Estimation of kinetic parameters of an anaerobic digestion model using particle swarm optimization | |
Yang, Jixiang![]() ![]() ![]() | |
刊名 | BIOCHEMICAL ENGINEERING JOURNAL
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2017 | |
卷号 | 120页码:25-32 |
ISSN号 | 1369-703X |
DOI | 10.1016/j.bej.2016.12.022 |
通讯作者 | Yang, JX (reprint author), Chinese Acad Sci, Chongqing Inst Green & Intelligent Technol, Lab Reservoir Aquat Environm, Chongqing 400714, Peoples R China. |
英文摘要 | Calibrating parameters of an anaerobic digestion model is often difficult and time consuming. In order to reduce the complexity of tuning a complex anaerobic digestion model, a particle swarm optimization based smart algorithm was developed to estimate all parameters of an anaerobic digestion model. A glucose anaerobic digestion model was refined and applied to test the feasibility of the smart algorithm. A reactor was continuously fed with glucose until a steady state was achieved. The steady state and a transient state of the reactor were simultaneously included in the smart algorithm. Results shows that the algorithm acceptably estimated activated sludge concentrations and 14 sensitive parameters, though the glucose anaerobic digestion model was complex. The values of most estimated parameters were close to those reported data, while the values of four sensitive parameters deviated a little from reported data. By applying the estimated parameters, the glucose anaerobic digestion mode matched experimental data well. This verifies the applicability of the algorithm as well as the validity of the model structure. (C) 2017 Elsevier B.V. All rights reserved. |
语种 | 英语 |
WOS记录号 | WOS:000395603900004 |
内容类型 | 期刊论文 |
源URL | [http://119.78.100.138/handle/2HOD01W0/4367] ![]() |
专题 | 水质生物转化研究中心 |
作者单位 | (1) Chinese Acad Sci, Chongqing Inst Green & Intelligent Technol, Lab Reservoir Aquat Environm, Chongqing 400714, Peoples R China; (2) Chongqing Univ, Sch Urban Construct & Environm Engn, Chongqing 400030, Peoples R China |
推荐引用方式 GB/T 7714 | Yang, Jixiang,Lu, Lunhui,Ouyang, Wenjuan,et al. Estimation of kinetic parameters of an anaerobic digestion model using particle swarm optimization[J]. BIOCHEMICAL ENGINEERING JOURNAL,2017,120:25-32. |
APA | Yang, Jixiang.,Lu, Lunhui.,Ouyang, Wenjuan.,Gou, Yao.,Chen, Youpeng.,...&Fang, Fang.(2017).Estimation of kinetic parameters of an anaerobic digestion model using particle swarm optimization.BIOCHEMICAL ENGINEERING JOURNAL,120,25-32. |
MLA | Yang, Jixiang,et al."Estimation of kinetic parameters of an anaerobic digestion model using particle swarm optimization".BIOCHEMICAL ENGINEERING JOURNAL 120(2017):25-32. |
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