[HTML][HTML] Machine learning modeling for proton exchange membrane fuel cell performance

A Legala, J Zhao, X Li - Energy and AI, 2022 - Elsevier
Proton exchange membrane fuel cell (PEMFC) is considered essential for climate change
mitigation, and a fast and accurate model is necessary for its control and operation in …

Detecting performance degradation in a dead-ended hydrogen-oxygen proton exchange membrane fuel cell used for an unmanned underwater vehicle

Y Liu, J Zhao, Z Tu - Renewable Energy, 2024 - Elsevier
Hydrogen-oxygen proton exchange membrane fuel cells (HO-PEMFCs) play a crucial role in
the unmanned underwater vehicle (UUV) transportation field due to their distinct advantages …

Numerical study of gas crossover effect on hydrogen-oxygen proton exchange membrane fuel cell

H Tao, K Yang, B Wang, B Hou, K Wu, Z Qin… - International Journal of …, 2024 - Elsevier
Hydrogen-oxygen proton exchange membrane fuel cell (H 2/O 2 PEMFC) is a typical fuel
cell for the applications of air-free environments, such as aerospace and underwater. Gas …

Study on the effect of purging time on the performance of PEMFC with dead-ended anode under gravity

S Liu, X Li, L Pang, T Geng, Y Guo, L Jiang, K Kang… - Renewable Energy, 2022 - Elsevier
In the working process of proton exchange membrane fuel cell (PEMFC) with dead-ended
anode (DEA), the accumulation of water and nitrogen in the anode flow channel will cause …

Designing self-humidifying proton exchange membrane fuel cells by using patterned acid-alkaline hybrid cathodes

K Qiao, H Liu, S Huang, X Zeng, D Cao - International Journal of Hydrogen …, 2024 - Elsevier
Both proton exchange membrane fuel cells (PEMFCs) and anion exchange membrane fuel
cells (AEMFCs) can work efficiently at low temperature only at a high humidity, while their …

Control-oriented computational fuel cell dynamics modeling–model order reduction vs. computational speed

J Zhao, X Li, C Shum, J McPhee - Energy, 2023 - Elsevier
Many 1D computational fuel cell dynamics models are established to predict the
performance of proton exchange membrane (PEM) fuel cells for control purposes. The 1D …

Experimental investigation of operating characteristics of proton exchange membrane fuel cell with different anode strategies based on the segmented cell

J Liang, B Wang, Y Yin, K Jiao - International Journal of Green …, 2024 - Taylor & Francis
In this study, we investigated the operating characteristics of large-scale proton exchange
membrane (PEM) fuel cells under different anode strategies, including flow-through mode …

Study on the redistribution mechanism and secondary purge strategy of proton exchange membrane fuel cells

T Ma, C Du, R Li, X Tang, J Su, L Qian, L Shi - Applied Energy, 2025 - Elsevier
Effective control of membrane water content is essential for increasing the space for ice
formation during the cold start stage and enhancing the success rate of start-up. Shutdown …

Effect of secondary flow relative molecular mass on the performance of the ejector for PEMFC anode system: A quantitative analysis

M Hou, F Chen, Z Xia - International Journal of Green Energy, 2024 - Taylor & Francis
Anode gas recirculation systems have a critical impact on the performance and hydrogen
utilization efficiency of proton-exchange membrane fuel cells. The ejector is one of the main …

Study on the effect of cathode purge strategy on oxygen utilization of a proton exchange membrane fuel cell using oxygen

TT Do, N Devi, A Arpornwichanop, YS Chen - International Journal of …, 2024 - Elsevier
Hydrogen-oxygen proton exchange membrane fuel cells (HO-PEMFCs) have the
advantages of high energy density, quick startup, low emissions, and low noise during …