Machine learning as an online diagnostic tool for proton exchange membrane fuel cells

S Zhou, PR Shearing, DJL Brett, R Jervis - Current Opinion in …, 2022 - Elsevier
Proton exchange membrane fuel cells are considered a promising power supply system with
high efficiency and zero emissions. They typically work within a relatively narrow range of …

Recent advances in acoustic diagnostics for electrochemical power systems

JO Majasan, JB Robinson, RE Owen… - Journal of Physics …, 2021 - iopscience.iop.org
Over the last decade, acoustic methods, including acoustic emission (AE) and ultrasonic
testing (UT), have been increasingly deployed for process diagnostics and health monitoring …

[HTML][HTML] An EIS approach to quantify the effects of inlet air relative humidity on the performance of proton exchange membrane fuel cells: A pathway to developing a …

O Schopen, S Narayan, M Beckmann, T Esch… - International Journal of …, 2024 - Elsevier
In this work, the effect of low air relative humidity on the operation of a polymer electrolyte
membrane fuel cell is investigated. An innovative method through performing in situ …

A Review of Polymer Electrolyte Fuel Cells Fault Diagnosis: Progress and Perspectives

S Zhou, R Jervis - Chemistry‐Methods, 2024 - Wiley Online Library
Polymer electrolyte fuel cells (PEFCs) are regarded as a substitution for the combustion
engine with high energy conversion efficiency and zero CO2 emissions. Stable system …

Hydration state diagnosis in fractal flow-field based polymer electrolyte membrane fuel cells using acoustic emission analysis

VS Bethapudi, J Hack, P Trogadas, G Hinds… - Energy conversion and …, 2020 - Elsevier
Techniques for evaluating water management are critical to diagnose the performance of
polymer electrolyte membrane fuel cells (PEMFCs). Acoustic emission as a function of …

Diagnosing stagnant gas bubbles in a polymer electrolyte membrane water electrolyser using acoustic emission

M Maier, Q Meyer, J Majasan, RE Owen… - Frontiers in Energy …, 2020 - frontiersin.org
The use of acoustic emission as a low-cost, non-destructive, and operando diagnostic tool
has been demonstrated for a range of electrochemical energy conversion and storage …

Water content estimation in polymer electrolyte fuel cells using synchronous electrochemical impedance spectroscopy and neutron imaging

S Zhou, Y Wu, L Xu, W Kockelmann, L Rasha… - Cell Reports Physical …, 2024 - cell.com
Polymer electrolyte fuel cells are a crucial piece of approaching net zero due to their high
power density, rapid refueling, and eco-friendly operation. However, stable performance and …

Acoustic time-of-flight imaging of polymer electrolyte membrane water electrolysers to probe internal structure and flow characteristics

M Maier, RE Owen, MTM Pham, J Dodwell… - International Journal of …, 2021 - Elsevier
Acoustic time-of-flight (AToF) imaging has been demonstrated as a low-cost, rapid, non-
destructive, operando tool to characterize processes in the flow channels and liquid-gas …

Dynamic acoustic emission analysis of polymer electrolyte membrane fuel cells

VS Bethapudi, G Hinds, PR Shearing, DJL Brett… - Energy …, 2022 - pubs.rsc.org
The acoustic emission (AE) technique has been demonstrated as a non-invasive and non-
destructive water management diagnostic tool for polymer electrolyte membrane fuel cells …

Acoustic Emission Analysis of Polymer Electrolyte Membrane Fuel Cells

VS Bethapudi, G Hinds, PR Shearing, D Brett… - ECS …, 2020 - iopscience.iop.org
The performance of a polymer electrolyte membrane fuel cell (PEMFC) is characterized
using acoustic emission (AE) based analysis. Polarization scans indicate that an increase in …