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 …

Emerging technologies in prognostics for fuel cells including direct hydrocarbon fuel cells

S Ong, A Al-Othman, M Tawalbeh - Energy, 2023 - Elsevier
Fuel cells have been regarded as promising power sources for cleaner energy production.
Despite their high theoretical efficiency, fuel cells are still challenged with their durability …

Remaining useful life prediction of PEMFC systems based on the multi-input echo state network

Z Hua, Z Zheng, MC Péra, F Gao - Applied Energy, 2020 - Elsevier
The limited durability is one of the key barriers of Proton Exchange Membrane Fuel Cell
(PEMFC) to large-scale commercial applications. The data-driven prognostic method aims to …

A novel long short-term memory networks-based data-driven prognostic strategy for proton exchange membrane fuel cells

C Wang, Z Li, R Outbib, M Dou, D Zhao - International Journal of Hydrogen …, 2022 - Elsevier
Proton exchange membrane fuel cell (PEMFC) long-term prognostic facilitates reducing the
time/cost of the durability tests and is a critical starting point for control/maintenance …

Degradation prediction of proton exchange membrane fuel cell based on Bi-LSTM-GRU and ESN fusion prognostic framework

S Li, W Luan, C Wang, Y Chen, Z Zhuang - International Journal of …, 2022 - Elsevier
The durability of proton exchange membrane fuel cell (PEMFC) is one of the technical
challenges restricting its commercial applications. To enhance the reliability and durability of …

PEMFC residual life prediction using sparse autoencoder-based deep neural network

J Liu, Q Li, Y Han, G Zhang, X Meng… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
In the cause of working out the challenge of remaining life prediction (RUL) of proton
exchange membrane fuel cell (PEMFC) under dynamic operating conditions, this article …

Data-fusion prognostics of proton exchange membrane fuel cell degradation

R Ma, Z Li, E Breaz, C Liu, H Bai… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Proton exchange membrane fuel cell (PEMFC) degradation prediction is essential
especially in transportation applications, since one of the major issues that hinder its …

Degradation prediction model of PEMFC based on multi-reservoir echo state network with mini reservoir

S Zhang, T Chen, F Xiao, R Zhang - International Journal of Hydrogen …, 2022 - Elsevier
The durability of the proton exchange membrane fuel cell (PEMFC) has always been a
major obstacle in its commercialization process and effective degradation prediction can …

[HTML][HTML] A review of life prediction methods for PEMFCs in electric vehicles

A Tang, Y Yang, Q Yu, Z Zhang, L Yang - Sustainability, 2022 - mdpi.com
The proton-exchange membrane fuel cell (PEMFC) has the advantage of high energy
conversion efficiency, environmental friendliness, and zero carbon emissions. Therefore, as …

Generalized spatial–temporal fault location method for solid oxide fuel cells using LSTM and causal inference

J Peng, J Huang, C Jiang, YW Xu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
An effective fault locating method is necessary to ensure the stable and efficient operation of
solid oxide fuel cells (SOFCs). There is still a lack of a common fault locating method for …