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References from Interpretable machine learning analysis of anode operating parameters on the performance of a high-power PEMFC system. Local targets link to admitted publications; unresolved targets remain external evidence.
Hydrogen production, storage and transport for renewable energy and chemicals: an environmental footprint assessment
10.1016/j.rser.2022.113113 · 2023 · External reference
Transition towards carbon-neutral districts based on storage techniques and spatiotemporal energy sharing with electrification and hydrogenation
10.1016/j.rser.2022.112444 · 2022 · External reference
Future vision of hydrogen fuel cells: a statistical review and research on applications, socio-economic impacts and forecasting prospects
2022 · External reference
An overview of fuel cell technology: fundamentals and applications
10.1016/j.rser.2014.01.012 · 2014 · External reference
Thermal-water-electrical coupling modeling of PEMFC and its dynamic performance analysis under different operating conditions
10.1016/j.apenergy.2025.126447 · 2025 · External reference
Comprehensive anode parameter study for an open-cathode PEMFC
10.1021/acs.energyfuels.0c01083 · 2020 · External reference
The reactant starvation of the proton exchange membrane fuel cells for vehicular applications: a review
10.1016/j.enconman.2018.12.049 · 2019 · External reference
Behavior of PEMFC in starvation
10.1016/j.jpowsour.2005.08.006 · 2006 · External reference
Modeling hydrogen starvation conditions in proton-exchange membrane fuel cells
10.1016/j.jpowsour.2010.06.038 · 2011 · External reference
Experimental investigation on voltage response characteristics of hydrogen-oxygen proton exchange membrane fuel cells under gas starvation
10.1016/j.enconman.2022.115973 · 2022 · External reference
High potential excursions during PEM fuel cell operation with dead-ended anode
10.1149/2.0511510jes · 2015 · External reference
Experimental and modelling studies of low temperature PEMFC performance
10.1016/j.ijhydene.2020.01.019 · 2020 · External reference
Overall and local effects of operating conditions in PEM fuel cells with dead-ended anode
10.1016/j.ijhydene.2016.08.091 · 2017 · External reference
Operation parameters study on the performance of PEMFC based orthogonal test method
10.1016/j.csite.2024.105035 · 2024 · External reference
Fuel cell system for aviation applications: modeling, parameter sensitivity, and control
10.1016/j.enconman.2024.118555 · 2024 · External reference
Sensitivity analysis of operational parameters of a high temperature-proton exchange membrane fuel cell
2023 · External reference
Global sensitivity analysis of proton exchange membrane fuel cell model
10.1016/j.ijhydene.2016.04.046 · 2016 · External reference
Parametric analysis of proton exchange membrane fuel cell performance by using the Taguchi method and a neural network
10.1016/j.renene.2008.03.006 · 2009 · External reference
Performance prediction and operating parameters optimization for proton exchange membrane fuel cell based on data-driven surrogate model and particle swarm optimization
10.1016/j.ijhydene.2024.05.051 · 2024 · External reference
Power density optimization for proton exchange membrane fuel cell stack based on data-driven and improved light spectrum algorithm
10.1016/j.enconman.2024.119467 · 2025 · External reference
Long-term performance prediction of PEMFC based on LASSO-ESN
2021 · External reference
A unified approach to interpreting model predictions
2017 · External reference
Leveraging transfer learning for data-driven proton exchange membrane fuel cells using surrogate models
10.1016/j.fuel.2025.135409 · 2025 · External reference
AI-assisted proton exchange membrane (PEM) fuel cell performance prediction using CFD and data-driven surrogate models
10.1016/j.icheatmasstransfer.2024.107616 · 2024 · External reference
Systemic comparison of machine learning models in the optimization of flow field design for proton exchange membrane fuel cells
10.1016/j.energy.2025.138029 · 2025 · External reference
Optimizing base fluid composition for PEMFC cooling: a machine learning approach to balance thermal and rheological performance
10.1038/s41598-025-11542-5 · 2025 · External reference
In-situ humidification performance evaluation of various membranes for proton exchange membrane fuel cell
10.1016/j.egyr.2024.05.019 · 2024 · External reference
A two-stage framework for quantifying the impact of operating parameters and optimizing power density and oxygen distribution quality of PEMFC
10.1016/j.renene.2024.121430 · 2024 · External reference
Degradation and polarization curve prediction of proton exchange membrane fuel cells: an interpretable model perspective
10.1016/j.apenergy.2024.123289 · 2024 · External reference
Acoustical modeling and analysis of proton-exchange membrane fuel cell stack anode exhaust gas from the perspective of ultrasound testing
10.1093/ce/zkae086 · 2025 · External reference
Characterization of nitrogen gas crossover through the membrane in proton-exchange membrane fuel cells
10.1016/j.ijhydene.2010.09.046 · 2011 · External reference
Implementation and evaluation for anode purging of a fuel cell based on nitrogen concentration
10.1016/j.apenergy.2013.09.028 · 2014 · External reference
Water transport in polymer electrolyte membrane fuel cells
10.1016/j.pecs.2010.06.002 · 2011 · External reference
Explaining individual predictions when features are dependent: more accurate approximations to shapley values
10.1016/j.artint.2021.103502 · 2021 · External reference
Shapley values for feature selection: the good, the bad, and the axioms
10.1109/access.2021.3119110 · 2021 · External reference
Explaining anomalies detected by autoencoders using Shapley additive explanations
10.1016/j.eswa.2021.115736 · 2021 · External reference
An evaluation method of gas distribution quality in dynamic process of proton exchange membrane fuel cell
10.1016/j.apenergy.2018.09.031 · 2018 · External reference
A comprehensive investigation on the effect of hydrogen concentration on the consistency of high-power multi-cell stacks
10.1016/j.apenergy.2025.126599 · 2025 · External reference
Experimental study and mitigation of abnormal behavior of cell voltage in a proton exchange membrane fuel cell stack
10.1002/er.4413 · 2019 · External reference
Factors determining the gas crossover through pinholes in polymer electrolyte fuel cell membranes
10.1016/j.electacta.2012.07.013 · 2012 · External reference
The pinhole effect on proton exchange membrane fuel cell (PEMFC) current density distribution and temperature distribution
10.1016/j.apenergy.2023.121136 · 2023 · External reference
Comparison of self-humidification effect on polymer electrolyte membrane fuel cell with anodic and cathodic exhaust gas recirculation
10.1016/j.ijhydene.2019.11.150 · 2020 · External reference
Experimental study on the operating state of high-power vehicular fuel cell system hydrogen supply subsystem with an in-situ ultrasonic-based gas component monitoring equipment
10.1016/j.apenergy.2025.125699 · 2025 · External reference
In-situ estimation of nitrogen concentration in fuel cell systems via anode pressure drop modeling
10.1016/j.etran.2025.100444 · 2025 · External reference
Experimental study and mitigation of abnormal behavior of cell voltage in a proton exchange membrane fuel cell stack
10.1002/er.4413 · ExternalCitation · doi-reference
Implementation and evaluation for anode purging of a fuel cell based on nitrogen concentration
10.1016/j.apenergy.2013.09.028 · ExternalCitation · doi-reference
An evaluation method of gas distribution quality in dynamic process of proton exchange membrane fuel cell
10.1016/j.apenergy.2018.09.031 · ExternalCitation · doi-reference
The pinhole effect on proton exchange membrane fuel cell (PEMFC) current density distribution and temperature distribution
10.1016/j.apenergy.2023.121136 · ExternalCitation · doi-reference
Degradation and polarization curve prediction of proton exchange membrane fuel cells: an interpretable model perspective
10.1016/j.apenergy.2024.123289 · ExternalCitation · doi-reference
Experimental study on the operating state of high-power vehicular fuel cell system hydrogen supply subsystem with an in-situ ultrasonic-based gas component monitoring equipment
10.1016/j.apenergy.2025.125699 · ExternalCitation · doi-reference
Thermal-water-electrical coupling modeling of PEMFC and its dynamic performance analysis under different operating conditions
10.1016/j.apenergy.2025.126447 · ExternalCitation · doi-reference
A comprehensive investigation on the effect of hydrogen concentration on the consistency of high-power multi-cell stacks
10.1016/j.apenergy.2025.126599 · ExternalCitation · doi-reference
Explaining individual predictions when features are dependent: more accurate approximations to shapley values
10.1016/j.artint.2021.103502 · ExternalCitation · doi-reference
Operation parameters study on the performance of PEMFC based orthogonal test method
10.1016/j.csite.2024.105035 · ExternalCitation · doi-reference
In-situ humidification performance evaluation of various membranes for proton exchange membrane fuel cell
10.1016/j.egyr.2024.05.019 · ExternalCitation · doi-reference
Factors determining the gas crossover through pinholes in polymer electrolyte fuel cell membranes
10.1016/j.electacta.2012.07.013 · ExternalCitation · doi-reference
The reactant starvation of the proton exchange membrane fuel cells for vehicular applications: a review
10.1016/j.enconman.2018.12.049 · ExternalCitation · doi-reference
Experimental investigation on voltage response characteristics of hydrogen-oxygen proton exchange membrane fuel cells under gas starvation
10.1016/j.enconman.2022.115973 · ExternalCitation · doi-reference
Fuel cell system for aviation applications: modeling, parameter sensitivity, and control
10.1016/j.enconman.2024.118555 · ExternalCitation · doi-reference
Power density optimization for proton exchange membrane fuel cell stack based on data-driven and improved light spectrum algorithm
10.1016/j.enconman.2024.119467 · ExternalCitation · doi-reference
Systemic comparison of machine learning models in the optimization of flow field design for proton exchange membrane fuel cells
10.1016/j.energy.2025.138029 · ExternalCitation · doi-reference
Explaining anomalies detected by autoencoders using Shapley additive explanations
10.1016/j.eswa.2021.115736 · ExternalCitation · doi-reference
In-situ estimation of nitrogen concentration in fuel cell systems via anode pressure drop modeling
10.1016/j.etran.2025.100444 · ExternalCitation · doi-reference
Leveraging transfer learning for data-driven proton exchange membrane fuel cells using surrogate models
10.1016/j.fuel.2025.135409 · ExternalCitation · doi-reference
AI-assisted proton exchange membrane (PEM) fuel cell performance prediction using CFD and data-driven surrogate models
10.1016/j.icheatmasstransfer.2024.107616 · ExternalCitation · doi-reference
Characterization of nitrogen gas crossover through the membrane in proton-exchange membrane fuel cells
10.1016/j.ijhydene.2010.09.046 · ExternalCitation · doi-reference
Global sensitivity analysis of proton exchange membrane fuel cell model
10.1016/j.ijhydene.2016.04.046 · ExternalCitation · doi-reference
Overall and local effects of operating conditions in PEM fuel cells with dead-ended anode
10.1016/j.ijhydene.2016.08.091 · ExternalCitation · doi-reference
Comparison of self-humidification effect on polymer electrolyte membrane fuel cell with anodic and cathodic exhaust gas recirculation
10.1016/j.ijhydene.2019.11.150 · ExternalCitation · doi-reference
Experimental and modelling studies of low temperature PEMFC performance
10.1016/j.ijhydene.2020.01.019 · ExternalCitation · doi-reference
Performance prediction and operating parameters optimization for proton exchange membrane fuel cell based on data-driven surrogate model and particle swarm optimization
10.1016/j.ijhydene.2024.05.051 · ExternalCitation · doi-reference
Behavior of PEMFC in starvation
10.1016/j.jpowsour.2005.08.006 · ExternalCitation · doi-reference
Modeling hydrogen starvation conditions in proton-exchange membrane fuel cells
10.1016/j.jpowsour.2010.06.038 · ExternalCitation · doi-reference
Water transport in polymer electrolyte membrane fuel cells
10.1016/j.pecs.2010.06.002 · ExternalCitation · doi-reference
Parametric analysis of proton exchange membrane fuel cell performance by using the Taguchi method and a neural network
10.1016/j.renene.2008.03.006 · ExternalCitation · doi-reference
A two-stage framework for quantifying the impact of operating parameters and optimizing power density and oxygen distribution quality of PEMFC
10.1016/j.renene.2024.121430 · ExternalCitation · doi-reference
An overview of fuel cell technology: fundamentals and applications
10.1016/j.rser.2014.01.012 · ExternalCitation · doi-reference
Transition towards carbon-neutral districts based on storage techniques and spatiotemporal energy sharing with electrification and hydrogenation
10.1016/j.rser.2022.112444 · ExternalCitation · doi-reference
Hydrogen production, storage and transport for renewable energy and chemicals: an environmental footprint assessment
10.1016/j.rser.2022.113113 · ExternalCitation · doi-reference
Comprehensive anode parameter study for an open-cathode PEMFC
10.1021/acs.energyfuels.0c01083 · ExternalCitation · doi-reference
Optimizing base fluid composition for PEMFC cooling: a machine learning approach to balance thermal and rheological performance
10.1038/s41598-025-11542-5 · ExternalCitation · doi-reference
Acoustical modeling and analysis of proton-exchange membrane fuel cell stack anode exhaust gas from the perspective of ultrasound testing
10.1093/ce/zkae086 · ExternalCitation · doi-reference
Shapley values for feature selection: the good, the bad, and the axioms
10.1109/access.2021.3119110 · ExternalCitation · doi-reference
High potential excursions during PEM fuel cell operation with dead-ended anode
10.1149/2.0511510jes · ExternalCitation · doi-reference
