A systematic review of machine learning methods applied to fuel cells in performance evaluation, durability prediction, and application monitoring

W Ming, P Sun, Z Zhang, W Qiu, J Du, X Li… - International Journal of …, 2023 - Elsevier
A fuel cell is a power generation device that directly converts chemical energy into electrical
energy through chemical reactions; fuel cells are widely used in aerospace, electric vehicle …

Recent advances on PEM fuel cells: from key materials to membrane electrode assembly

S Mo, L Du, Z Huang, J Chen, Y Zhou, P Wu… - Electrochemical energy …, 2023 - Springer
In recent years, proton exchange membrane (PEM) fuel cells have regained worldwide
attention from academia, industries, investors, and governments. The prospect of PEM fuel …

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 …

Progress and major BARRIERS of nanocatalyst development in direct methanol fuel cell: A review

ZAC Ramli, N Shaari, TST Saharuddin - International Journal of Hydrogen …, 2022 - Elsevier
Direct methanol fuel cells (DMFC), among the most suited and prospective alternatives for
portable electronics, have lately been treated with nanotechnology. DMFCs may be able to …

[HTML][HTML] A machine learning driven 3D+ 1D model for efficient characterization of proton exchange membrane fuel cells

Y Pan, H Ruan, B Wu, YN Regmi, H Wang… - Energy and AI, 2024 - Elsevier
The computational demands of 3D continuum models for proton exchange membrane fuel
cells remain substantial. One prevalent approach is the hierarchical model combining a …

Electrified hydrogen production from methane for PEM fuel cells feeding: A review

E Meloni, G Iervolino, C Ruocco, S Renda, G Festa… - Energies, 2022 - mdpi.com
The greatest challenge of our times is to identify low cost and environmentally friendly
alternative energy sources to fossil fuels. From this point of view, the decarbonization of …

A review on the long-term performance of proton exchange membrane fuel cells: From degradation modeling to the effects of bipolar plates, sealings, and …

H Pourrahmani, M Siavashi, A Yavarinasab, M Matian… - Energies, 2022 - mdpi.com
Proton-exchange membrane fuel cells (PEMFCs) are regarded as promising alternatives to
internal combustion engines (ICEs) to reduce pollution. Recent research on PEMFCs …

Membrane electrode assembly degradation modeling of proton exchange membrane fuel cells: A review

AM Dafalla, L Wei, BT Habte, J Guo, F Jiang - Energies, 2022 - mdpi.com
Proton exchange membrane fuel cells (PEMFCs) have been recognized as a promising
power generation source for a wide range of automotive, stationary, and portable electronic …

Application of bioelectrochemical systems and anaerobic additives in wastewater treatment: A conceptual review

NI Madondo, S Rathilal, BF Bakare… - International Journal of …, 2023 - mdpi.com
The interspecies electron transfer (IET) between microbes and archaea is the key to how the
anaerobic digestion process performs. However, renewable energy technology that utilizes …

[HTML][HTML] Electrocatalytic activities of platinum and palladium catalysts for enhancement of direct formic acid fuel cells: An updated progress

ZAC Ramli, J Pasupuleti, TST Saharuddin… - Alexandria Engineering …, 2023 - Elsevier
Direct formic acid fuel cells (DFAFCs) have become an important technology and a clean
energy source for various applications. However, some drawbacks in DFAFC applications …