A review on lifetime prediction of proton exchange membrane fuel cells system
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 …
power converter device in a wide range of applications, especially in the transportation area …
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 …
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 …
produced by the chemical reaction of hydrogen and oxygen into electrical energy. However …
A novel long short-term memory networks-based data-driven prognostic strategy for proton exchange membrane fuel cells
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 …
time/cost of the durability tests and is a critical starting point for control/maintenance …
A performance degradation prediction model for PEMFC based on bi-directional long short-term memory and multi-head self-attention mechanism
Proton exchange membrane fuel cell (PEMFC) is a highly promising renewable energy
conversion technology. However, durability issues have hindered their large-scale …
conversion technology. However, durability issues have hindered their large-scale …
Degradation prediction of proton exchange membrane fuel cells with model uncertainty quantification
Y Yang, X Yu, W Zhu, C Xie, B Zhao, L Zhang, Y Shi… - Renewable Energy, 2023 - Elsevier
This study presents a new approach for state of health (SOH) estimation and degradation
trend prediction of proton exchange membrane fuel cells (PEMFCs) considering model …
trend prediction of proton exchange membrane fuel cells (PEMFCs) considering model …
Performance degradation decomposition-ensemble prediction of PEMFC using CEEMDAN and dual data-driven model
Proton exchange membrane fuel cells (PEMFCs) are essential modern sustainable energy
generation devices. Since such an electrochemical system has a limited lifetime, accurately …
generation devices. Since such an electrochemical system has a limited lifetime, accurately …
Data-driven prognostics based on time-frequency analysis and symbolic recurrent neural network for fuel cells under dynamic load
Data-centric prognostics is beneficial to improve the reliability and safety of proton exchange
membrane fuel cell (PEMFC). For the prognostics of PEMFC operating under dynamic load …
membrane fuel cell (PEMFC). For the prognostics of PEMFC operating under dynamic load …
An LSTM and ANN fusion dynamic model of a proton exchange membrane fuel cell
W Li, X Wang, L Wang, L Jia, R Song… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
A proton exchange membrane fuel cell (PEMFC) has great application prospects due to its
low emission and high efficiency. An accurate model to predict the dynamic output voltage is …
low emission and high efficiency. An accurate model to predict the dynamic output voltage is …
Performance degradation prediction method of PEM fuel cells using bidirectional long short-term memory neural network based on Bayesian optimization
Proton exchange membrane (PEM) fuel cell is the core equipment that can directly convert
hydrogen energy into electricity. In the process of long-term operation, due to the aging of …
hydrogen energy into electricity. In the process of long-term operation, due to the aging of …