Anode state observation of polymer electrolyte membrane fuel cell based on unscented Kalman filter and relative humidity sensor before flooding. (May 2021)
- Record Type:
- Journal Article
- Title:
- Anode state observation of polymer electrolyte membrane fuel cell based on unscented Kalman filter and relative humidity sensor before flooding. (May 2021)
- Main Title:
- Anode state observation of polymer electrolyte membrane fuel cell based on unscented Kalman filter and relative humidity sensor before flooding
- Authors:
- Xu, Liangfei
Hu, Zunyan
Fang, Chuan
Li, Jianqiu
Hong, Po
Jiang, Hongliang
Guo, Di
Ouyang, Minggao - Abstract:
- Abstract: Water flooding occurs at the output region of the anode side, which is one of the main reasons for performance degradation of automotive fuel cell systems. If liquid water saturation ratio in gas diffusion layers can be observed and regulated within a suitable range, water flooding in anode channels can be avoided. For this purpose, a zero dimensional dynamic model which focuses on the internal states (such as liquid water saturation ratio in gas diffusion layer) for the anode side before water flooding is presented. A nonlinear state observer for the anode side is designed using the unscented Kalman filter algorithm. Influences of the relative humidity sensor and initial values of internal states on the observation results are analyzed. The results show (1) four key internal states (e.g., water vapor pressure, hydrogen and nitrogen pressure, average liquid water saturation ratio) can be observed using this method, and the time constant of the sensor has a smaller influence on the observer than the signal noise. (2) With a suitable sensor (noise power <10 −8 bar 2 ), the relative errors of the partial gas internal states can be within ±5%, while the relative error of the average liquid water saturation ratio in the gas diffusion layer can be within ±10%. (3) When the purging valve is controlled based on the liquid water saturation ratio, it is possible to avoid water flooding on the anode side. Graphical abstract: Image 1 Highlights: A state observer based on RHAbstract: Water flooding occurs at the output region of the anode side, which is one of the main reasons for performance degradation of automotive fuel cell systems. If liquid water saturation ratio in gas diffusion layers can be observed and regulated within a suitable range, water flooding in anode channels can be avoided. For this purpose, a zero dimensional dynamic model which focuses on the internal states (such as liquid water saturation ratio in gas diffusion layer) for the anode side before water flooding is presented. A nonlinear state observer for the anode side is designed using the unscented Kalman filter algorithm. Influences of the relative humidity sensor and initial values of internal states on the observation results are analyzed. The results show (1) four key internal states (e.g., water vapor pressure, hydrogen and nitrogen pressure, average liquid water saturation ratio) can be observed using this method, and the time constant of the sensor has a smaller influence on the observer than the signal noise. (2) With a suitable sensor (noise power <10 −8 bar 2 ), the relative errors of the partial gas internal states can be within ±5%, while the relative error of the average liquid water saturation ratio in the gas diffusion layer can be within ±10%. (3) When the purging valve is controlled based on the liquid water saturation ratio, it is possible to avoid water flooding on the anode side. Graphical abstract: Image 1 Highlights: A state observer based on RH sensor and UKF algorithm is established. Average liquid water saturation ratio and partial pressures are observed. Influences of the RH sensor properties on the observer are analyzed. … (more)
- Is Part Of:
- Renewable energy. Volume 168(2021)
- Journal:
- Renewable energy
- Issue:
- Volume 168(2021)
- Issue Display:
- Volume 168, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 168
- Issue:
- 2021
- Issue Sort Value:
- 2021-0168-2021-0000
- Page Start:
- 1294
- Page End:
- 1307
- Publication Date:
- 2021-05
- Subjects:
- Polymer electrolyte membrane fuel cell -- Dead-ended anode -- State observation -- Liquid water saturation ratio -- Unscented kalman filter -- Relative humidity sensor
Renewable energy sources -- Periodicals
Power resources -- Periodicals
Énergies renouvelables -- Périodiques
Ressources énergétiques -- Périodiques
333.794 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09601481 ↗
http://www.elsevier.com/journals ↗
http://www.journals.elsevier.com/renewable-energy/ ↗ - DOI:
- 10.1016/j.renene.2020.12.085 ↗
- Languages:
- English
- ISSNs:
- 0960-1481
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - 7364.187000
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