Research graph
References from Multi-physics-resolved digital twin of proton exchange membrane fuel cells with a data-driven surrogate model. Local targets link to admitted publications; unresolved targets remain external evidence.
Current status of automotive fuel cells for sustainable
10.1016/j.coelec.2019.04.021 · 2019 · External reference
Batteries and fuel cells for emerging electric vehicle markets
10.1038/s41560-018-0108-1 · 2018 · External reference
Durable and self-hydrating tungsten carbide-based composite polymer electrolyte membrane fuel cells
10.1038/s41467-017-00507-6 · 2017 · External reference
Current status and future outlook of fuel cell vehicle development in Toyota
10.1149/06917.0213ecst · 2015 · External reference
Materials, technological status, and fundamentals of PEM fuel cells – A review
10.1016/j.mattod.2019.06.005 · 2020 · External reference
Progress on design and development of polymer electrolyte membrane fuel cell systems for vehicle applications: a review
10.1016/j.fuproc.2018.06.013 · 2018 · External reference
Purge strategy optimization of proton exchange membrane fuel cell with anode recirculation
10.1016/j.apenergy.2018.04.058 · 2018 · External reference
A dot matrix and sloping baffle cathode flow field of proton exchange membrane fuel cell
10.1016/j.jpowsour.2019.226741 · 2019 · External reference
Make more digital twins
10.1038/d41586-019-02849-1 · 2019 · External reference
Digital twin-driven smart manufacturing: connotation, reference model, applications and research issues
10.1016/j.rcim.2019.101837 · 2020 · External reference
Water transport in polymer electrolyte membrane fuel cells
10.1016/j.pecs.2010.06.002 · 2011 · External reference
Spatially resolved oxygen reaction, water, and temperature distribution: experimental results as a function of flow field and implications for polymer electrolyte fuel cell operation
10.1016/j.apenergy.2019.113421 · 2019 · External reference
A review of polymer electrolyte membrane fuel cell durability for vehicular applications: degradation modes and experimental techniques
10.1016/j.enconman.2019.112022 · 2019 · External reference
In-situ measurement of temperature and humidity distribution in gas channels for commercial-size proton exchange membrane fuel cells
10.1016/j.jpowsour.2018.12.008 · 2019 · External reference
Investigation of interfacial water transport at the gas diffusion media by neutron radiography
10.1149/06403.0839ecst · 2014 · External reference
X-ray transparent proton-exchange membrane fuel cell design for in situ wide and small angle scattering tomography
10.1016/j.jpowsour.2019.226906 · 2019 · External reference
Thin film thermocouple fabrication and its application for real-time temperature measurement inside PEMFC
10.1016/j.ijheatmasstransfer.2019.07.048 · 2019 · External reference
Nitrogen front evolution in purged polymer electrolyte membrane fuel cell with dead-ended anode
10.1149/1.3425743 · 2010 · 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
Data-driven proton exchange membrane fuel cell degradation predication through deep learning method
10.1016/j.apenergy.2018.09.111 · 2018 · External reference
Fault detection and isolation of high temperature proton exchange membrane fuel cell stack under the influence of degradation
10.1016/j.jpowsour.2017.05.021 · 2017 · External reference
10.1016/j.egyai.2020.100001 · 2020 · Admitted local publication
Data-Driven safety envelope of lithiumion batteries for electric vehicles
10.1016/j.joule.2019.07.026 · 2019 · External reference
Solar pv output prediction from video streams using convolutional neural networks
10.1039/c7ee03420b · 2018 · External reference
Deep learning-based surrogate modeling and optimization for microalgal biofuel production and photobioreactor design
10.1002/aic.16473 · 2019 · External reference
Three-dimensional computational analysis of transport phenomena in a PEM fuel cell
10.1016/s0378-7753(01)01057-6 · 2002 · External reference
Three-dimensional multiphase modeling of cold start processes in polymer electrolyte membrane fuel cells
10.1016/j.electacta.2009.06.072 · 2009 · External reference
Three-dimensional analysis of transport and electrochemical reactions in polymer electrolyte fuel cells
10.1016/j.jpowsour.2003.07.007 · 2004 · External reference
Validation of a two-phase multidimensional polymer electrolyte membrane fuel cell computational model using current distribution measurements
10.1016/j.jpowsour.2013.02.039 · 2013 · External reference
Three dimensional and experimental comparisons for a large-scale proton exchange membrane fuel cell
10.1149/2.1461607jes · 2016 · External reference
Validation of a three dimensional PEM fuel cell CFD model using local liquid water distributions measured with neutron imaging
10.1016/j.ijhydene.2014.02.115 · 2014 · External reference
Through-plane water distribution in a polymer electrolyte fuel cell: comparison of numerical prediction with neutron radiography data
10.1149/1.3498997 · 2010 · External reference
Toyota mirai fuel cell vehicle and progress toward a future hydrogen society
10.1149/2.f03152if · 2015 · External reference
3D CFD modeling of a PEM fuel cell stack
10.1016/j.ijhydene.2016.10.065 · 2016 · External reference
Large-scale multi-phase simulation of proton exchange membrane fuel cell
10.1016/j.ijheatmasstransfer.2018.10.122 · 2019 · External reference
Multi‐phase simulation of proton exchange membrane fuel cell with 3D fine mesh flow field
10.1002/er.4215 · 2018 · External reference
Three-dimensional proton exchange membrane fuel cell model: comparison of double channel and open pore cellular foam flow plates
10.1016/j.energy.2016.02.010 · 2017 · 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
Effects of operation temperature and reactant gas humidity levels on performance of PEM fuel cells
10.1016/j.rser.2016.01.040 · 2016 · External reference
Validation of a two-phase multidimensional polymer electrolyte membrane fuel cell com0putational model using current distribution measurements
10.1016/j.jpowsour.2013.02.039 · 2013 · External reference
Unresolved reference
External reference
LIBSVM: a library for support vector machines
2011 · External reference
Comfort index evaluating the water and thermal characteristics of proton exchange membrane fuel cell
10.1016/j.enconman.2019.02.021 · 2019 · External reference
A quasi-2D transient model of proton exchange membrane fuel cell with anode recirculation
10.1016/j.enconman.2018.06.091 · 2018 · External reference
Nonlinear dynamic mechanism modeling of a polymer electrolyte membrane fuel cell with dead-ended anode considering mass transport and actuator properties
10.1016/j.apenergy.2018.08.099 · 2018 · External reference
PEM fuel cell stack modeling for real-time emulation in hardware-in-the-loop applications
2010 · External reference
Parameter sensitivity examination for a complete three-dimensional, two-phase, non-isothermal model of polymer electrolyte membrane fuel cell
10.1016/j.ijhydene.2012.04.029 · 2012 · External reference