Research graph
References from Fundamentals, materials, and machine learning of polymer electrolyte membrane fuel cell technology. Local targets link to admitted publications; unresolved targets remain external evidence.
Overview of DOE Hydrogen and Fuel Cells Program
2019 · External reference
Electrocatalyst approaches and challenges for automotive fuel cells
10.1038/nature11115 · 2012 · External reference
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The fuel cell industry review
2019 · External reference
Materials, technological status, and fundamentals of PEM fuel cells: a review
10.1016/j.mattod.2019.06.005 · 2020 · External reference
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10.5749/j.ctvz93950.6
10.5749/j.ctvz93950.6 · External reference
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Hydrogen and fuel cells in japan
2019 · External reference
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A review of polymer electrolyte membrane fuel cells: technology, applications, and needs on fundamental research
10.1016/j.apenergy.2010.09.030 · 2011 · External reference
The fuel cell industry review 2012
2012 · External reference
The fuel cell industry review 2013
2013 · External reference
The fuel cell industry review 2017
2017 · External reference
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FCH-JU initiatives towards realization of a hydrogen society
2020 · External reference
Road map to a US hydrogen economy
2019 · External reference
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Current status of the Korean hydrogen economy
2020 · External reference
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Hydrogen roadmap Europe: a sustainable pathway for the European energy transition
2019 · External reference
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Chinese fuel cell industry developments
2019 · External reference
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Effect of ammonia as potential fuel impurity on proton exchange membrane fuel cell performance
10.1149/1.1447221 · 2002 · External reference
The future of hydrogen
2019 · External reference
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2019 · External reference
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Toyota MIRAI fuel cell vehicle and progress toward a future hydrogen society
10.1149/2.f03152if · 2015 · External reference
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10.1016/s1464-2859(18)30142-1
10.1016/s1464-2859(18)30142-1 · External reference
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Current status of automotive fuel cells for sustainable transport
10.1016/j.coelec.2019.04.021 · 2019 · External reference
Effects of polymer structure on properties of sulfonated polyimide/protic ionic liquid composite membranes for nonhumidified fuel cell applications
10.1021/am300031k · 2012 · External reference
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10.1016/s1464-2859(16)30230-9
10.1016/s1464-2859(16)30230-9 · External reference
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Technology validation: fuel cell bus evaluations (No. NREL/PR-5400-66177)
2018 · External reference
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Future of E-mobility
2019 · External reference
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Van Hool to Build 40 Buses for Cologne and Wuppertal, with Order for Ballard Fuel Cells
2018 · External reference
Van Hool orders 20 Ballard modules for Dutch fuel cell buses
2020 · External reference
Van Hool towards the Launch of the New A330 FC and Exqui.City 18 FC
2019 · External reference
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10.1016/s1464-2859(19)30449-3
10.1016/s1464-2859(19)30449-3 · External reference
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10.1016/s1464-2859(20)30554-x
10.1016/s1464-2859(20)30554-x · External reference
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Effect of contaminants on polymer electrolyte membrane fuel cells
10.1016/j.pecs.2010.06.003 · 2011 · External reference
Poisoning of proton exchange membrane fuel cells by contaminants and impurities: review of mechanisms, effects, and mitigation strategies
10.1016/j.jpowsour.2019.03.097 · 2019 · External reference
Water transport in polymer electrolyte membrane fuel cells
10.1016/j.pecs.2010.06.002 · 2011 · External reference
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2013 · External reference
A review of PEM fuel cell durability: degradation mechanisms and mitigation strategies
10.1016/j.jpowsour.2008.06.006 · 2008 · External reference
Probing nanoscale membrane degradation cells throughh electron tomography
10.1016/j.memsci.2017.05.073 · 2017 · External reference
Chemical degradation of Nafion membranes under mimic fuel cell conditions as investigated by solid-state NMR spectroscopy
10.1021/jp102533v · 2010 · External reference
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Structure/property relationship of Nafion XL composite membranes
10.1016/j.memsci.2016.06.004 · 2016 · External reference
Review of advanced materials for proton exchange membrane fuel cells
10.1021/ef501977k · 2014 · External reference
Review and analysis of PEM fuel cell design and manufacturing
10.1016/s0378-7753(02)00542-6 · 2003 · External reference
The catalyst layer and its dimensionality - A look into its ingredients and how to characterize their effects
10.1016/j.jpowsour.2016.01.091 · 2016 · External reference
Fuel Cell Catalyst Layers: a polymer science perspective
10.1021/cm401445h · 2014 · External reference
Understanding inks for porous-electrode formation
10.1039/c7ta07255d · 2017 · External reference
An experimental study of polymer electrolyte fuel cell operation at sub-freezing temperatures
10.1149/2.051306jes · 2013 · External reference
Mesostructured thin films as electrocatalysts with tunable composition and surface morphology
10.1038/nmat3457 · 2012 · External reference
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1988 · External reference
On the micro-, meso- and macroporous structures of polymer electrolyte membrane fuel cell catalyst layers
10.1021/am900600y · 2010 · External reference
Effects of catalyst carbon support on proton conduction and cathode performance in PEM fuel cells
10.1149/1.3562945 · 2011 · External reference
The preparation of Pt/C catalysts using various carbon materials for the cathode of PEMFC
10.1016/j.jpowsour.2006.05.057 · 2006 · External reference
High-performance electrocatalysts for oxygen reduction derived from polyaniline, iron, and cobalt
10.1126/science.1200832 · 2011 · External reference
Fast and reliable state-of-health model of a PEM cathode catalyst layer
10.1149/2.0881904jes · 2019 · External reference
Influence of air contaminants on planar, self-breathing hydrogen PEM fuel cells in an outdoor environment
10.1016/j.jpowsour.2013.08.064 · 2014 · External reference
Tolerance and recovery of ultralow-loaded platinum anode electrodes upon carbon monoxide and hydrogen sulfide exposure
10.3390/molecules24193514 · 2019 · External reference
Analysis of the reaction rates in the cathode electrode of polymer electrolyte fuel cells II. Dual-layer electrodes
10.1149/1.3056057 · 2009 · External reference
Multi-layer configuration for the cathode electrode of polymer electrolyte fuel cell
10.1016/j.electacta.2010.03.013 · 2010 · External reference
Current status and future development of catalyst materials and catalyst layers for proton exchange membrane fuel cells: an industrial perspective
10.1021/acsenergylett.6b00644 · 2017 · External reference
Non precious metal catalysts for the PEM fuel cell cathode
10.1016/j.ijhydene.2011.08.095 · 2012 · External reference
Rapid analysis of platinum and Nafion loadings using laser induced breakdown spectroscopy
10.1149/2.0241713jes · 2017 · External reference
Diffusion media materials and characterisation
2010 · External reference
Measurement of in-plane thermal conductivity of carbon paper diffusion media in the temperature range of -20 °C to +120 °C
10.1016/j.apenergy.2011.02.037 · 2011 · External reference
Improvement of water management by a microporous sublayer for PEM fuel cells
10.1016/s0378-7753(02)00058-7 · 2002 · External reference
Resolving macro- and micro-porous layer interaction in polymer electrolyte fuel cells using focused ion beam and X-ray computed tomography
10.1016/j.electacta.2012.09.008 · 2013 · External reference
Effect of compression on pore size distribution and porosity of PEM fuel cell catalyst layers
10.1016/j.ijhydene.2019.07.036 · 2019 · External reference
Effects of microporous layers in polymer electrolyte fuel cells
10.1149/1.1861194 · 2005 · External reference
Coupling of a continuum fuel cell model with a discrete liquid water percolation model
10.1016/j.ijhydene.2014.03.192 · 2014 · External reference
Lattice Boltzmann simulation of liquid water transport inside and at interface of gas diffusion and micro-porous layers of PEM fuel cells
10.1016/j.ijheatmasstransfer.2019.05.097 · 2019 · External reference
Influence of cracks in the microporous layer on the water distribution in a PEM fuel cell investigated by synchrotron radiography
10.1016/j.elecom.2013.04.006 · 2013 · External reference
Modeling the liquid water transport in the gas diffusion layer for polymer electrolyte membrane fuel cells using a water path network
10.3390/en6094508 · 2013 · External reference
Experimental investigation of the role of a microporous layer on the water transport and performance of a PEM fuel cell
10.1016/j.jpowsour.2007.04.016 · 2007 · External reference
On the role of the microporous layer in PEMFC operation
10.1016/j.elecom.2008.12.053 · 2009 · External reference
Direct simulations of pore-scale water transpport through diffusion media
10.1149/2.0011907jes · 2019 · External reference
Impact of microporous layer pore properties on liquid water transport in PEM fuel cells: carbon black type and perforation
10.1149/2.1321714jes · 2017 · External reference
Improving water management in fuel cells through microporous layer modifications: fast operando tomographic imaging of liquid water
10.1016/j.jpowsour.2019.226809 · 2019 · External reference
Development of Ti bipolar plates with carbon/PTFE/TiN composites coating for PEMFCs
10.1016/j.ijhydene.2018.09.046 · 2018 · External reference
Materials selection for bipolar plates for polymer electrolyte membrane fuel cells using the Ashby approach
10.1016/j.jpowsour.2012.01.104 · 2012 · External reference
Droplet dynamics in a polymer electrolyte fuel cell gas flow channel: forces, deformation, and detachment. I: theoretical and numerical analyses
10.1016/j.jpowsour.2012.01.057 · 2012 · External reference
Droplet dynamics in a polymer electrolyte fuel cell gas flow channel: forces, Deformation and detachment. II: comparisons of analytical solution with numerical and experimental results
10.1016/j.jpowsour.2012.03.033 · 2012 · External reference
Porous-media flow fields for polymer electrolyte fuel cells II. Analysis of channel two-phase flow
10.1149/1.3183785 · 2009 · External reference
Porous-media flow fields for polymer electrolyte fuel cells I. Low humidity operation
10.1149/1.3183781 · 2009 · External reference
Achieving breakthrough performance caused by optimized metal foam flow field in fuel cells
10.1016/j.ijhydene.2019.06.073 · 2019 · External reference
An investigation of the PEM fuel cells performance with partially restricted cathode flow channels and metal foam as a flow distributor
10.1016/j.energy.2016.10.101 · 2017 · External reference
Optimization of porous media flow field for proton exchange membrane fuel cell using a data-driven surrogate model
10.1016/j.enconman.2020.113513 · 2020 · External reference
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Capillary behavior in porous solids
10.2118/941152-g · 1941 · External reference
Liquid water transport characteristics of porous diffusion media in polymer electrolyte membrane fuel cells: a review
10.1016/j.jpowsour.2015.08.092 · 2015 · External reference
Impact of liquid water on reactant mass transfer in PEM fuel cell electrodes
10.1149/1.3291977 · 2010 · External reference
Two-phase flow dynamics in the gas diffusion layer of proton exchange membrane fuel cells: volume of fluid modeling and comparison with experiment
10.1149/2.0261809jes · 2018 · External reference
Probing the influence of superhydrophobicity and mixed wettability on droplet displacement behavior
10.1007/s10404-014-1350-x · 2014 · External reference
Two-phase flow in the mixed-wettability gas diffusion layer of proton exchange membrane fuel cells
10.1016/j.apenergy.2018.09.209 · 2018 · External reference
Two-phase flow and oxygen transport in the perforated gas diffusion layer of proton exchange membrane fuel cell
10.1016/j.ijheatmasstransfer.2019.05.008 · 2019 · External reference
Effect of the pore size variation in the substrate of the gas diffusion layer on water management and fuel cell performance
10.1016/j.apenergy.2016.02.132 · 2016 · External reference
Effect of spatially-varying GDL properties and land compression on water distribution in PEM fuel cells
10.1149/2.015111jes · 2011 · External reference
Investigation of liquid water in gas diffusion layers of polymer electrolyte fuel cells using X-ray tomographic microscopy
10.1016/j.electacta.2010.12.016 · 2011 · External reference
Advanced control of liquid water region in diffusion media of polymer electrolyte fuel cells through a dimensionless number
10.1016/j.jpowsour.2016.03.045 · 2016 · External reference
Multiphase flow and heat transfer in porous media
10.1016/s0065-2717(08)70251-x · 1997 · External reference
Numerical simulations of two-phase flow in proton exchange membrane fuel cells using the volume of fluid method - A review
10.1016/j.jpowsour.2014.11.124 · 2015 · External reference
Numerical modeling and simulation of PEM fuel cells: progress and perspective
10.1007/s10409-013-0037-y · 2013 · External reference
A critical overview of computational fluid dynamics multiphase models for proton exchange membrane fuel cells
10.1137/080727993 · 2009 · External reference
Modeling proton exchange membrane fuel cells—A Review
2020 · External reference
A 3D, multiphase, multicomponent model of the cathode and anode of a PEM fuel cell
10.1149/1.1621412 · 2003 · External reference
Ex situ and modeling study of two-phase flow in a single channel of polymer electrolyte membrane fuel cells
10.1016/j.jpowsour.2011.07.076 · 2011 · External reference
Investigation of current density spatial distribution in PEM fuel cells using a comprehensively validated multi-phase non-isothermal model
10.1016/j.ijheatmasstransfer.2019.119294 · 2020 · External reference
Two-phase flow modeling for the cathode side of a polymer electrolyte fuel cell
10.1016/j.jpowsour.2011.08.095 · 2012 · External reference
Stochastic modeling and direct simulation of the diffusion media for polymer electrolyte fuel cells
10.1016/j.ijheatmasstransfer.2009.10.044 · 2010 · External reference
Review on microstructure modelling of a gas diffusion layer for proton exchange membrane fuel cells
10.1016/j.rser.2016.11.235 · 2017 · External reference
Gas-diffusion-layer structural properties under compression via X-ray tomography
10.1016/j.jpowsour.2016.08.020 · 2016 · External reference
Microscale tomography investigations of heterogeneous porosity distributions of PEMFC GDLs
10.1149/1.3481443 · 2010 · External reference
Neutron radiographic in operando investigation of water transport in polymer electrolyte membrane fuel cells with channel barriers
10.1016/j.enconman.2017.06.032 · 2017 · External reference
Probing the water content in polymer electrolyte fuel cells using neutron radiography
10.1016/j.electacta.2012.04.040 · 2012 · External reference
Neutron tomographic investigations of water distributions in polymer electrolyte membrane fuel cell stacks
10.1016/j.jpowsour.2012.07.043 · 2012 · External reference
Ptychographic X-ray computed tomography at the nanoscale
10.1038/nature09419 · 2010 · External reference
Non-isothermal two-phase transport in a polymer electrolyte membrane fuel cell with crack-free microporous layers
10.1016/j.ijheatmasstransfer.2016.11.045 · 2017 · External reference
Hidden fluid mechanics: learning velocity and pressure fields from flow visualizations
10.1126/science.aaw4741 · 2020 · External reference
Numerical simulation of droplet emergence and growth from gas diffusion layers (GDLs) in proton exchange membrane (PEM) fuel cell flow channels
2018 · External reference
Effects of operating parameters on the transient response of proton exchange membrane fuel cells subject to load changes
10.1016/j.ijhydene.2014.08.126 · 2014 · External reference
Dynamics of polymer electrolyte fuel cells undergoing load changes
10.1016/j.electacta.2005.11.005 · 2006 · External reference
Transient analysis of polymer electrolyte fuel cells
10.1016/j.electacta.2004.08.022 · 2005 · External reference
Understanding PEM fuel cell dynamics: the reversal curve
10.1016/j.ijhydene.2017.05.087 · 2017 · External reference
Analytical modelling of boiling phase change phenomenon in high-temperature proton exchange membrane fuel cells during warm-up process
10.1016/j.ijhydene.2013.11.103 · 2014 · External reference
Two-phase transients of polymer electrolyte fuel cells
10.1149/1.2734076 · 2007 · External reference
Investigations on dynamic water transport characteristics in flow field channels using neutron imaging techniques
10.1016/j.jpowsour.2013.01.196 · 2013 · External reference
Local transients of flooding and current in channel and land areas of a polymer electrolyte fuel cell
10.1021/jp102259q · 2010 · External reference
Analysis of the transient response and durability characteristics of a proton exchange membrane fuel cell with different micro-porous layer penetration thicknesses
10.1016/j.apenergy.2013.05.022 · 2013 · External reference
Effect of the micro porous layer design on the dynamic performance of a proton exchange membrane fuel cell
10.1016/j.ijhydene.2013.10.041 · 2014 · External reference
Numerical studies of cold‐start phenomena in PEM fuel cells: a review
10.1002/er.1730 · 2011 · External reference
A review on cold start of proton exchange membrane fuel cells
10.3390/en7053179 · 2014 · External reference
Cold start of proton exchange membrane fuel cell
10.1016/j.pecs.2017.10.003 · 2018 · External reference
Analysis of the key parameters in the cold start of polymer electrolyte fuel cells
10.1149/1.2767849 · 2007 · External reference
Improving the cold-start capability of polymer electrolyte fuel cells (PEFCs) by using a dual-function micro-porous layer (MPL): numerical simulations
10.1016/j.ijhydene.2012.06.026 · 2013 · External reference
Cold start of polymer electrolyte fuel cells: three-stage startup characterization
10.1016/j.electacta.2009.12.029 · 2010 · External reference
Comparison of numerical simulation results and experimental data during cold-start of polymer electrolyte fuel cells
10.1016/j.apenergy.2012.02.007 · 2012 · External reference
Effects of cathode catalyst layer design parameters on cold start behavior of polymer electrolyte fuel cells (PEFCs)
10.1016/j.ijhydene.2012.05.154 · 2013 · External reference
Cold-start of parallel and interdigitated flow-field polymer electrolyte membrane fuel cell
10.1016/j.electacta.2013.03.164 · 2013 · External reference
Spatially resolved analysis of freezing during isothermal PEFC cold starts with time-of-flight neutron imaging
10.1149/1945-7111/ab7d91 · 2020 · External reference
Modeling discharge deposit formation and its effect on lithium-air battery performance
10.1016/j.electacta.2012.04.137 · 2012 · External reference
Review on mechanisms and continuum models of multi-phase transport phenomena in porous structures of non-aqueous Li-Air batteries
10.1016/j.jpowsour.2014.12.078 · 2015 · External reference
Subfreezing operation of polymer electrolyte fuel cells: ice formation and cell performance loss
10.1016/j.electacta.2012.01.020 · 2012 · External reference
Capacity loss of non-aqueous Li-air battery due to insoluble product formation: approximate solution and experimental validation
10.1016/j.mtener.2019.100360 · 2019 · External reference
Discharge precipitate's impact in Li-air battery: comparison of experiment and model predictions
10.1149/2.0271712jes · 2017 · External reference
Maximum power cold start mode of proton exchange membrane fuel cell
10.1016/j.ijhydene.2014.03.056 · 2014 · External reference
Durability of polymer electrolyte membrane fuel cells operated at subfreezing temperatures
10.1149/2.0191613jes · 2016 · External reference
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Durability and degradation issues of PEM fuel cell components
10.1002/fuce.200700053 · 2008 · External reference
Aging mechanisms and lifetime of PEFC and DMFC
10.1016/j.jpowsour.2003.09.033 · 2004 · External reference
Advanced materials for improved PEMFC performance and life
10.1016/j.jpowsour.2004.01.023 · 2004 · External reference
End groups in fluoropolymers
10.1016/s0022-1139(98)00304-2 · 1999 · External reference
Degradation of polymer electrolyte membranes
10.1016/j.ijhydene.2006.05.006 · 2006 · External reference
Perfluorinated polymer electrolyte membrane durability
2006 · External reference
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2003 · External reference
Current understanding of chemical degradation mechanisms of perfluorosulfonic acid membranes and their mitigation strategies: a review
10.1039/c7se00038c · 2017 · External reference
Aspects of the chemical degradation of PFSA ionomers used in PEM fuel cells
10.1002/fuce.200400050 · 2005 · External reference
Theoretical investigation of the H2O2-induced degradation mechanism of hydrated nafion membrane via ether-linkage dissociation
10.1021/acsomega.7b00594 · 2017 · External reference
Polymer design strategies for radiation-grafted fuel cell membranes
10.1002/aenm.201300827 · 2014 · External reference
The catalytic decomposition of hydrogen peroxide by iron salts
1934 · External reference
Instability of supported platinum nanoparticles in low-temperature fuel cells
10.1007/s11244-007-9000-0 · 2007 · External reference
Recent developments in catalyst-related PEM fuel cell durability
10.1016/j.coelec.2020.02.007 · 2020 · External reference
Towards a comprehensive understanding of platinum dissolution in acidic media
10.1039/c3sc52411f · 2014 · External reference
Unresolved reference
2009 · External reference
FC-PAD: fuel cell performance and durability consortium
2018 · External reference
A review on machine learning forecasting growth trends and their real-time applications in different energy systems
10.1016/j.scs.2019.102010 · 2020 · External reference
Artificial intelligence and machine learning for targeted energy storage solutions
10.1016/j.coelec.2020.02.002 · 2020 · External reference
Feature selection in machine learning prediction systems for renewable energy applications
10.1016/j.rser.2018.04.008 · 2018 · External reference
Machine learning for molecular and materials science
10.1038/s41586-018-0337-2 · 2018 · External reference
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2000 · External reference
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1984 · External reference
Support-vector networks
10.1023/a:1022627411411 · 1995 · External reference
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Learning internal representations by back-propagating errors
10.1038/323533a0 · 1986 · External reference
The wake-sleep algorithm for unsupervised neural networks
10.1126/science.7761831 · 1995 · External reference
Reducing the dimensionality of data with neural networks
10.1126/science.1127647 · 2006 · External reference
Deep learning
10.1038/nature14539 · 2015 · External reference
Modeling of a single cell micro proton exchange membrane fuel cell by a new hybrid neural network method
10.1016/j.tsep.2018.04.012 · 2018 · External reference
Performance prediction and analysis of a PEM fuel cell operating on pure oxygen using data-driven models: a comparison of artificial neural network and support vector machine
10.1016/j.ijhydene.2016.04.247 · 2016 · External reference
Dynamic modelling of PEM fuel cell of power electric bicycle system
10.1016/j.ijhydene.2016.02.046 · 2016 · External reference
Modeling of commercial proton exchange membrane fuel cell using support vector machine
10.1016/j.ijhydene.2016.04.043 · 2016 · External reference
A review of recent development: transport and performance modeling of PEM fuel cells
10.1016/j.apenergy.2015.12.075 · 2016 · External reference
Dynamic fuzzy cognitive network approach for modelling and control of PEM fuel cell for power electric bicycle system
10.1016/j.apenergy.2017.05.084 · 2017 · External reference
High power fuel cell simulator based on artificial neural network
10.1016/j.ijhydene.2009.09.071 · 2010 · External reference
Maximizing performance of fuel cell using artificial neural network approach for smart grid applications
10.1016/j.energy.2016.10.050 · 2016 · External reference
Three-dimensional simulation of a new cooling strategy for proton exchange membrane fuel cell stack using a non-isothermal multiphase model
10.1016/j.apenergy.2019.113865 · 2019 · External reference
AI-based optimization of PEM fuel cell catalyst layers for maximum power density via data-driven surrogate modeling
10.1016/j.enconman.2019.112460 · 2020 · External reference
Prediction and analysis of the cathode catalyst layer performance of proton exchange membrane fuel cells using artificial neural network and statistical methods
10.1016/j.jpowsour.2010.12.061 · 2011 · External reference
10.1016/j.egyai.2020.100004 · 2020 · Admitted local publication
A universal machine learning algorithm for large-scale screening of materials
10.1021/jacs.9b11084 · 2020 · External reference
Machine learning based approaches to accelerate energy materials discovery and optimization
10.1021/acsenergylett.8b02278 · 2019 · External reference
Machine learning for renewable energy materials
10.1039/c9ta02356a · 2019 · External reference
Activity origin and design principles for oxygen reduction on dual-metal-site catalysts: a combined density functional theory and machine learning study
10.1021/acs.jpclett.9b03392 · 2019 · External reference
Accelerated materials design of lithium superionic conductors based on first-principles calculations and machine learning algorithms
10.1002/aenm.201300060 · 2013 · External reference
Model based PEM fuel cell state-of-health monitoring via ac impedance measurements
10.1016/j.jpowsour.2005.11.035 · 2006 · External reference
A review on prognostics and health monitoring of proton exchange membrane fuel cell
10.1016/j.rser.2016.11.009 · 2017 · External reference
Comparative study on prediction of fuel cell performance using machine learning approaches
2016 · External reference
Data-driven proton exchange membrane fuel cell degradation predication through deep learning method
10.1016/j.apenergy.2018.09.111 · 2018 · External reference
Data-driven prognostics of proton exchange membrane fuel cell stack with constraint based summation-wavelet extreme learning machine
2015 · External reference
Data-fusion prognostics of proton exchange membrane fuel cell degradation
10.1109/tia.2019.2911846 · 2019 · External reference
Degradation prediction of PEM fuel cell using a moving window based hybrid prognostic approach
10.1016/j.energy.2017.07.096 · 2017 · External reference
Degradation prediction of proton exchange membrane fuel cell based on grey neural network model and particle swarm optimization
10.1016/j.enconman.2019.05.045 · 2019 · External reference
Fuel cell health monitoring using self organizing maps
2013 · External reference
Lifetime prediction of a polymer electrolyte membrane fuel cell under automotive load cycling using a physically-based catalyst degradation model
10.3390/en11082054 · 2018 · External reference
PEMFC residual life prediction using sparse autoencoder-based deep neural network
10.1109/tte.2019.2946065 · 2019 · External reference
Proton exchange membrane fuel cell ageing forecasting algorithm based on Echo State Network
10.1016/j.ijhydene.2016.05.286 · 2017 · External reference
Proton exchange membrane fuel cell degradation prediction based on Adaptive Neuro-Fuzzy Inference Systems
10.1016/j.ijhydene.2014.05.005 · 2014 · External reference
Enabling health monitoring approach based on vibration data for accurate prognostics
10.1109/tie.2014.2327917 · 2015 · External reference
Fuel cells prognostics using Echo State Network
2013 · External reference
Prognostics of PEM fuel cell in a particle filtering framework
10.1016/j.ijhydene.2013.10.054 · 2014 · External reference
Wavelet-based approach for online fuel cell remaining useful lifetime prediction
2016 · External reference
