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 …
Thermal fault prognosis of lithium-ion batteries in real-world electric vehicles using self-attention mechanism networks
J Hong, H Zhang, X Xu - Applied Thermal Engineering, 2023 - Elsevier
Battery temperature is directly related to various thermal faults and thermal runaway of a
battery system in electric vehicles. Its prediction is critical to the safety and durability of the …
battery system in electric vehicles. Its prediction is critical to the safety and durability of 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 …
Design and optimization of a novel composite bionic flow field structure using three-dimensional multiphase computational fluid dynamic method for proton exchange …
L **a, Z Yu, G Xu, S Ji, B Sun - Energy Conversion and Management, 2021 - Elsevier
The flow field structure of proton exchange membrane fuel cell (PEMFC) plays a crucial role
in fluid flow, species transport, heat transfer and electrochemical reaction of PEMFC. In this …
in fluid flow, species transport, heat transfer and electrochemical reaction of PEMFC. In this …
Residual convolution long short-term memory network for machines remaining useful life prediction and uncertainty quantification
Recently, deep learning is widely used in the field of remaining useful life (RUL) prediction.
Among various deep learning technologies, recurrent neural network (RNN) and its variant …
Among various deep learning technologies, recurrent neural network (RNN) and its variant …
Experimental investigation on voltage response characteristics of hydrogen-oxygen proton exchange membrane fuel cells under gas starvation
K Meng, B Chen, H Zhou, J Shen, Z Tu - Energy Conversion and …, 2022 - Elsevier
Hydrogen and oxygen starvation during operation have an irreversible impact on
performance of proton exchange membrane fuel cell (PEMFC), which seriously restricts its …
performance of proton exchange membrane fuel cell (PEMFC), which seriously restricts its …
Remaining useful life prediction of lithium-ion batteries using EM-PF-SSA-SVR with gamma stochastic process
Y Keshun, Q Guangqi, G Yingkui - Measurement Science and …, 2023 - iopscience.iop.org
Due to the complex changes in physicochemical properties of lithium-ion batteries during
the process from degradation to failure, it is difficult for methods based on physical or data …
the process from degradation to failure, it is difficult for methods based on physical or data …
Health management for PEMFC system long-term operation based on optimal temperature trajectory real-time optimization
Q Li, T Su, L Yin, S **e, Y Tan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
To decelerate the performance degradation of proton exchange membrane fuel cell
(PEMFC) in long-term operation, a health management based on optimal temperature …
(PEMFC) in long-term operation, a health management based on optimal temperature …
Fuel cell life prediction considering the recovery phenomenon of reversible voltage loss
A major limiting factor for the commercialization of proton exchange membrane fuel cells is
their short lifespan. Prognostic and health management technology predicts performance …
their short lifespan. Prognostic and health management technology predicts performance …