State estimation of wastewater treatment processes using distributed extended Kalman filters
Zeng, Jing; Liu, Jinfeng; Zou T(邹涛); Yuan DC(袁德成)
2016
会议名称55th IEEE Conference on Decision and Control, CDC 2016
会议日期December 12-14, 2016
会议地点Las Vegas, NV, USA
页码6721-6726
通讯作者Liu, Jinfeng
中文摘要In this work, we develop a distributed state estimation scheme for wastewater treatment processes in the context of extended Kalman filtering. Specifically, we consider a wastewater treatment process that includes a five-compartment reactor and an ideal splitter. First, we present a method to design the sensor network for the process and then discuss how the process may be decomposed into subsystems for distributed state estimation. We present a detailed design of the distributed filters and a detailed distributed state estimation algorithm to coordinate the actions of the different filters. The distributed scheme is compared with a centralized extended Kalman filtering scheme under dry weather conditions. Simulation results show that the distributed scheme can give comparable estimation performance to the centralized scheme or even better performance than the centralized scheme. Also, the distributed estimation scheme is shown to have more stable performance under different noise conditions.
收录类别EI ; CPCI(ISTP)
产权排序3
会议录2016 IEEE 55th Conference on Decision and Control, CDC 2016
会议录出版者IEEE
会议录出版地New York
语种英语
ISBN号978-1-5090-1837-6
WOS记录号WOS:000400048106148
内容类型会议论文
源URL[http://ir.sia.cn/handle/173321/19848]  
专题沈阳自动化研究所_信息服务与智能控制技术研究室
推荐引用方式
GB/T 7714
Zeng, Jing,Liu, Jinfeng,Zou T,et al. State estimation of wastewater treatment processes using distributed extended Kalman filters[C]. 见:55th IEEE Conference on Decision and Control, CDC 2016. Las Vegas, NV, USA. December 12-14, 2016.
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