A review on lifetime prediction of proton exchange membrane fuel cells system

Z Hua, Z Zheng, E Pahon, MC Péra, F Gao - Journal of Power Sources, 2022 - Elsevier
The proton exchange membrane fuel cells (PEMFC) system is a promising eco-friendly
power converter device in a wide range of applications, especially in the transportation area …

[HTML][HTML] Fundamentals, materials, and machine learning of polymer electrolyte membrane fuel cell technology

Y Wang, B Seo, B Wang, N Zamel, K Jiao, XC Adroher - Energy and AI, 2020 - Elsevier
Polymer electrolyte membrane (PEM) fuel cells are electrochemical devices that directly
convert the chemical energy stored in fuel into electrical energy with a practical conversion …

Degradation mechanisms of proton exchange membrane fuel cell under typical automotive operating conditions

P Ren, P Pei, Y Li, Z Wu, D Chen, S Huang - Progress in Energy and …, 2020 - Elsevier
The proton exchange membrane (PEM) fuel cell is an ideal automotive power source with
great potential, owing to its high efficiency and zero emissions. However, the durability and …

Artificial intelligence and numerical models in hybrid renewable energy systems with fuel cells: Advances and prospects

A Al-Othman, M Tawalbeh, R Martis, S Dhou… - Energy Conversion and …, 2022 - Elsevier
With the rapid advancement of technology in the energy sector and the demand for
sustainable energy practices, the world is aiming at fostering the hydrogen economy and …

A health management review of proton exchange membrane fuel cell for electric vehicles: Failure mechanisms, diagnosis techniques and mitigation measures

C Zhang, Y Zhang, L Wang, X Deng, Y Liu… - … and Sustainable Energy …, 2023 - Elsevier
Hydrogen-fed proton exchange membrane fuel cell (PEMFC) have been widely explored
and applied as the power units in the electric vehicles. However, their life-span under the …

Progress in prediction of remaining useful life of hydrogen fuel cells based on deep learning

W He, T Liu, W Ming, Z Li, J Du, X Li, X Guo… - … and Sustainable Energy …, 2024 - Elsevier
Hydrogen fuel cells are promising power sources that directly transform the chemical energy
produced by the chemical reaction of hydrogen and oxygen into electrical energy. However …

Deep learning based prognostic framework towards proton exchange membrane fuel cell for automotive application

J Zuo, H Lv, D Zhou, Q Xue, L Jin, W Zhou, D Yang… - Applied Energy, 2021 - Elsevier
Currently, the larger-scaled commercialization of fuel cell technology is considerably
impeded by the limited durability of fuel cells. Prognostics and health management (PHM) is …

Remaining useful life prediction of PEMFC based on long short-term memory recurrent neural networks

J Liu, Q Li, W Chen, Y Yan, Y Qiu, T Cao - International Journal of …, 2019 - Elsevier
To solve the prediction problem of proton exchange membrane fuel cell (PEMFC) remaining
useful life (RUL), a novel RUL prediction approach of PEMFC based on long short-term …

Prognostics methods and degradation indexes of proton exchange membrane fuel cells: A review

H Liu, J Chen, D Hissel, J Lu, M Hou, Z Shao - Renewable and Sustainable …, 2020 - Elsevier
Prognostics is a promising solution to the short lifetime and high-cost bottlenecks of proton
exchange membrane fuel cells (PEMFCs). The advances of PEMFCs prognostics research …

Lifetime prediction method of proton exchange membrane fuel cells based on current degradation law

P Pei, Y Meng, D Chen, P Ren, M Wang, X Wang - Energy, 2023 - Elsevier
Lifetime evaluation and prediction of proton exchange membrane fuel cells (PEMFCs) are
essential for the lifetime extension and commercialization of fuel cells. Under the …