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 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 …
[HTML][HTML] Health management review for fuel cells: Focus on action phase
Proton exchange membrane fuel cells offer a sustainable solution to electrical power
generation and combined power and heat applications, even if they still encounter durability …
generation and combined power and heat applications, even if they still encounter durability …
Efficient degradation prediction of PEMFCs using ELM-AE based on fuzzy extension broad learning system
Degradation prediction is an important part of proton exchange membrane fuel cells
(PEMFCs) prognostic research, and it is essential for prolonging the durability of PEMFCs …
(PEMFCs) prognostic research, and it is essential for prolonging the durability of PEMFCs …
Remaining useful life prediction of vehicle-oriented PEMFC systems based on IGWO-BP neural network under real-world traffic conditions
J Yang, L Wang, B Zhang, H Zhang, X Wu, X Xu… - Energy, 2024 - Elsevier
Accurately predicting the useful life can serve as a pivotal reference for effectively extending
the lifespan of proton exchange membrane fuel cells (PEMFCs). Herein, this paper proposes …
the lifespan of proton exchange membrane fuel cells (PEMFCs). Herein, this paper proposes …
Transformer based long-term prognostics for dynamic operating PEM fuel cells
J Lv, Z Yu, H Zhang, G Sun, P Muhl… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Proton exchange membrane fuel cells (PEMFCs) are considered clean alternative energy
that has been widely used in many fields. However, the large-scale commercialization of …
that has been widely used in many fields. However, the large-scale commercialization of …
State of health prediction for proton exchange membrane fuel cells combining semi-empirical model and machine learning
J Hong, H Yang, F Liang, K Li, X Zhang, H Zhang… - Energy, 2024 - Elsevier
Durability is one of the main reasons limiting the large-scale application of fuel cells.
Accurate prediction of state of health can help improve fuel cells safety and lifetime. This …
Accurate prediction of state of health can help improve fuel cells safety and lifetime. This …
[HTML][HTML] Accuracy improvement of fuel cell prognostics based on voltage prediction
C Liu, J Shen, Z Dong, Q He, X Zhao - International Journal of Hydrogen …, 2024 - Elsevier
Proton exchange membrane fuel cell (PEMFC) is a promising hydrogen technique with
various application prospects. However, all the PEMFCs are subject to degradation resulting …
various application prospects. However, all the PEMFCs are subject to degradation resulting …
Transfer learning-based deep learning models for proton exchange membrane fuel remaining useful life prediction
Proton exchange membrane fuel cells (PEMFCs) offer power generation capabilities for
diverse applications including commercial enterprises, industrial sectors, and residential …
diverse applications including commercial enterprises, industrial sectors, and residential …
A hybrid health prognostics method for proton Exchange membrane fuel cells with internal health recovery
Existing health prognostics methods often omit the internal health recovery of proton
exchange membrane fuel cells (PEMFCs), although this phenomenon commonly exists …
exchange membrane fuel cells (PEMFCs), although this phenomenon commonly exists …