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 …

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 …

Short-term performance degradation prediction of a commercial vehicle fuel cell system based on CNN and LSTM hybrid neural network

B Sun, X Liu, J Wang, X Wei, H Yuan, H Dai - International Journal of …, 2023 - Elsevier
Short-term performance degradation prediction is significant for fuel cell system control and
health management. This paper presents a hybrid deep learning method by combining the …

Lattice Boltzmann simulation of the structural degradation of a gas diffusion layer for a proton exchange membrane fuel cell

Y Wang, H Xu, W He, Y Zhao, X Wang - Journal of power sources, 2023 - Elsevier
The aging of a gas diffusion layer (GDL) significantly impacts water drainage and mass
diffusion within a proton exchange membrane fuel cell (PEMFC). This study employs a …

[HTML][HTML] Hybrid fuel cell system degradation modeling methods: A comprehensive review

L Vichard, NY Steiner, N Zerhouni, D Hissel - Journal of Power Sources, 2021 - Elsevier
Last years, the fuel cell has become well-known as an efficient and clean energy converter
being a potential alternative to internal combustion engines. However, despite being very …

[HTML][HTML] Degradation prediction of proton exchange membrane fuel cell stack using semi-empirical and data-driven methods

Y Wang, K Wu, H Zhao, J Li, X Sheng, Y Yin, Q Du… - Energy and AI, 2023 - Elsevier
Degradation prediction of proton exchange membrane fuel cell (PEMFC) stack is of great
significance for improving the rest useful life. In this study, a PEMFC system including a stack …

Performance degradation prediction of proton exchange membrane fuel cell using a hybrid prognostic approach

R Pan, D Yang, Y Wang, Z Chen - International Journal of Hydrogen Energy, 2020 - Elsevier
The proton exchange membrane fuel cell has been widely used for industrial systems;
however, its performance gradually degrades during use. Therefore, the study on the …

Durability estimation and short-term voltage degradation forecasting of vehicle PEMFC system: Development and evaluation of machine learning models

Z Liu, S Xu, H Zhao, Y Wang - Applied Energy, 2022 - Elsevier
Proton exchange membrane fuel cell (PEMFC) systems are emerging as one of the most
promising solutions for carbon neutrality in transportation, however, durability problem …

Online remaining useful lifetime prediction of proton exchange membrane fuel cells using a novel robust methodology

D Zhou, A Al-Durra, K Zhang, A Ravey, F Gao - Journal of Power Sources, 2018 - Elsevier
This paper proposes a novel robust prognostic approach that contains three phases for
degradation prediction of proton exchange membrane fuel cell (PEMFC) performance and …

[HTML][HTML] Prognostic for fuel cell based on particle filter and recurrent neural network fusion structure

R Xie, R Ma, S Pu, L Xu, D Zhao, Y Huangfu - Energy and AI, 2020 - Elsevier
Fuel cells are considered as one of the most promising candidates for future power source
due to its high energy density and environmentally friendly properties, whereas the short …