期刊文献+

Bayesian Network Based Approach for Diagnosis of Modified Sequencing Batch Reactor 被引量:2

Bayesian Network Based Approach for Diagnosis of Modified Sequencing Batch Reactor
原文传递
导出
摘要 Wastewater treatment is a complicated dynamic process affected by microbial, chemical and physical factors. Faults are inevitable during the operation of modified sequencing batch reactors(MSBRs) because of the uncertainty of various factors. Abnormal MSBR results require fault diagnosis to determine the cause of failure and implement appropriate measures to adjust system operations. Bayesian network(BN) is a powerful knowledge representation tool that deals explicitly with uncertainty. A BN-based approach to diagnosing wastewater treatment systems based on MSBR is developed in this study. The network is constructed using the knowledge derived from literature and elicited from experts, and it is parametrized using independent data from a pilot test.A one-year pilot study is conducted to verify the diagnostic analysis. The proposed model is reasonable, and the diagnosis results are accurate. This approach can be applied with minimal modifications to other types of wastewater treatment plants. Wastewater treatment is a complicated dynamic process affected by microbial, chemical and physical factors. Faults are inevitable during the operation of modified sequencing batch reactors(MSBRs) because of the uncertainty of various factors. Abnormal MSBR results require fault diagnosis to determine the cause of failure and implement appropriate measures to adjust system operations. Bayesian network(BN) is a powerful knowledge representation tool that deals explicitly with uncertainty. A BN-based approach to diagnosing wastewater treatment systems based on MSBR is developed in this study. The network is constructed using the knowledge derived from literature and elicited from experts, and it is parametrized using independent data from a pilot test.A one-year pilot study is conducted to verify the diagnostic analysis. The proposed model is reasonable, and the diagnosis results are accurate. This approach can be applied with minimal modifications to other types of wastewater treatment plants.
作者 LI Dan WANG Hongdong LIANG Xiaofeng 李丹;王鸿东;梁晓锋(School of Environmental Science and Engineering;Key Laboratory of Marine Intelligent Equipment andSystem of Ministry of Education;State Key Laboratory of Ocean Engineering,Shanghai Jiao Tong University,Shanghai200240,China)
出处 《Journal of Shanghai Jiaotong university(Science)》 EI 2019年第4期417-429,共13页 上海交通大学学报(英文版)
基金 the Foundation of State Key Laboratory of Ocean Engineering of Shanghai Jiao Tong University(No.GKZD010071)
关键词 diagnostic analysis MODIFIED SEQUENCING BATCH reactor (MSBR) Bayesian network (BN) inference probability distribution diagnostic analysis modified sequencing batch reactor (MSBR) Bayesian network (BN) inference probability distribution
  • 相关文献

同被引文献3

引证文献2

二级引证文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部