Predicting the Performance of PEM Fuel Cells by Determining Dehydration or Flooding in the Cell Using Machine Learning Models
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- Afra, Mehran & Nazari, Mohsen & Kayhani, Mohammad Hasan & Sharifpur, M. & Meyer, J.P., 2019. "3D experimental visualization of water flooding in proton exchange membrane fuel cells," Energy, Elsevier, vol. 175(C), pages 967-977.
- Carton, J.G. & Lawlor, V. & Olabi, A.G. & Hochenauer, C. & Zauner, G., 2012. "Water droplet accumulation and motion in PEM (Proton Exchange Membrane) fuel cell mini-channels," Energy, Elsevier, vol. 39(1), pages 63-73.
- Pourrahmani, Hossein & Van herle, Jan, 2022. "Water management of the proton exchange membrane fuel cells: Optimizing the effect of microstructural properties on the gas diffusion layer liquid removal," Energy, Elsevier, vol. 256(C).
- Colin Cameron, A. & Windmeijer, Frank A. G., 1997. "An R-squared measure of goodness of fit for some common nonlinear regression models," Journal of Econometrics, Elsevier, vol. 77(2), pages 329-342, April.
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Keywords
polymer electrolyte membrane fuel cell; gas diffusion layer; data-driven model; relative humidity cycling; diagnostic tool for fault detection; machine learning model; real-time fault detection;All these keywords.
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