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 …

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 …

Data-driven proton exchange membrane fuel cell degradation predication through deep learning method

R Ma, T Yang, E Breaz, Z Li, P Briois, F Gao - Applied energy, 2018 - Elsevier
Proton exchange membrane fuel cells (PEMFCs) is one of the principal candidates to take
part of the worldwide future clean and renewable energy solution. However, fuel cells are …

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 …

[HTML][HTML] A review of physics-based and data-driven models for real-time control of polymer electrolyte membrane fuel cells

J Zhao, X Li, C Shum, J McPhee - Energy and AI, 2021 - Elsevier
The real-time model-based control of polymer electrolyte membrane (PEM) fuel cells
requires a computationally efficient and sufficiently accurate model to predict the transient …

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 …

Remaining useful life prediction of PEMFC systems under dynamic operating conditions

Z Hua, Z Zheng, E Pahon, MC Péra, F Gao - Energy Conversion and …, 2021 - Elsevier
Abstract The Prognostic and Health Management (PHM) has been developed for more than
two decades. It is capable to anticipate the impending failures and make decisions in …

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 graphene-like titanium carbide MXene/Au–Ag nanoshuttles bifunctional nanosensor for electrochemical and SERS intelligent analysis of ultra-trace …

X Zhu, P Liu, T Xue, Y Ge, S Ai, Y Sheng, R Wu… - Ceramics …, 2021 - Elsevier
A new bifunctional intelligent nanosensing platform based on graphene-like titanium carbide
MXene (Ti 2 C MXene)/Au–Ag nanoshuttles (NSs) for both electrochemical and surface …

Remaining useful life estimation for proton exchange membrane fuel cells using a hybrid method

H Liu, J Chen, D Hissel, H Su - Applied Energy, 2019 - Elsevier
This paper proposes a complete hybrid prognostics method which can predict the
degradation trend and estimate the remaining useful life of proton exchange membrane fuel …