Large-scale physically accurate modelling of real proton exchange membrane fuel cell with deep learning

Article Engineering, Environmental

Droplets dynamics theory and micro-flow field experiments of improving self-humidifying feature and maximum power density in fuel cells

Ruofan Zhang et al.

Summary: Micro-flow field in PEM fuel cells can increase maximum power density and self-humidification capability, while potentially eliminating the need for humidification equipment in auxiliary systems.

CHEMICAL ENGINEERING JOURNAL (2022)

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Article Computer Science, Interdisciplinary Applications

Deep learning for full-feature X-ray microcomputed tomography segmentation of proton electron membrane fuel cells

Kunning Tang et al.

Summary: This study demonstrates the benefits of using convolutional neural networks (CNNs) in accurately classifying different materials of proton exchange membrane fuel cells using X-ray micro-computed tomography. The study shows that a novel UResNet CNN can effectively segment the complete volume of the fuel cells with high accuracy. The CNN outperforms the manual segmentation, especially in separating carbon fibres and binder phase in the gas diffusion layer. Additionally, the CNN provides realistic permeability calculation results for the binder void space.

COMPUTERS & CHEMICAL ENGINEERING (2022)

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Article Chemistry, Physical

Neutron imaging of generated water inside polymer electrolyte fuel cell using newly-developed gas diffusion layer with gas flow channels during power generation

Mitsunori Nasu et al.

Summary: A new gas diffusion layer was developed for polymer electrolyte fuel cells, and neutron radiography was used to observe changes in liquid water distribution, revealing that changes in gas flow velocity can effectively impact water distribution.

JOURNAL OF POWER SOURCES (2022)

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Article Chemistry, Physical

Enhancing the properties of water and gas management for proton exchange membrane fuel cells via tailored intersected cracks in a microporous layer

Shuang Wang et al.

Summary: The microporous layer (MPL) plays a crucial role in water and gas management in proton exchange membrane fuel cells (PEMFCs). This study focuses on the effect of cracks in the MPL on water and gas management. By controlling the drying temperature, the ratio of intersected crack area (RICA) on the MPL was quantitatively controlled. The results show that intersected cracks can enhance the water and gas permeability of the MPL and improve the output performance.

JOURNAL OF POWER SOURCES (2022)

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Article Engineering, Chemical

Deep convolutional neural network for 3D mineral identification and liberation analysis

Kunning Tang et al.

Summary: Mineral Liberation Analysis (MLA) is an automated system for identifying minerals in mineral samples. This study extends MLA to three dimensions using 3D X-ray microcomputed tomography and convolutional neural networks. Comparison between 2D and 3D analysis shows significant differences in the results.

MINERALS ENGINEERING (2022)

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Article Engineering, Chemical

Super-Resolved Segmentation of X-ray Images of Carbonate Rocks Using Deep Learning

Naif J. Alqahtani et al.

Summary: Reliable quantitative analysis of digital rock images, especially in heterogeneous rocks like carbonates with complex pore size distributions, requires precise segmentation and identification. In recent years, deep learning algorithms have provided efficient and automated solutions for digital rock super-resolution and segmentation. This study presents a framework that uses convolutional neural networks (CNNs) to achieve super-resolved segmentations of carbonate rock images in order to identify sub-resolution porosity. Comparison of voxel-wise segmentation accuracy metrics, topological features, and effective properties confirms the accuracy of the trained model and highlights the value of integrating deep learning frameworks in digital rock analysis.

TRANSPORT IN POROUS MEDIA (2022)

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Article Physics, Applied

Generalizable Framework of Unpaired Domain Transfer and Deep Learning for the Processing of Real-Time Synchrotron-Based X-Ray Microcomputed Tomography Images of Complex Structures

Kunning Tang et al.

Summary: Mitigating greenhouse gas emissions and finding solutions for future energy is essential. Understanding geochemical reactions and flow behavior at the interface is important for successful underground storage. This study introduces an image-processing workflow using synchrotron-based μCT and CNNs to extract quantitative data and analyze porous materials for energy applications. The results show the need for comprehensive assessment beyond pixel-wise accuracy.

PHYSICAL REVIEW APPLIED (2022)

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Article Physics, Applied

Deep Learning of Multiresolution X-Ray Micro-Computed-Tomography Images for Multiscale Modeling

Samuel J. Jackson et al.

Summary: Field-of-view and resolution trade-offs in x-ray micro-computed-tomography (micro-CT) imaging can limit the characterization and analysis of multiscale porous systems. To address this, the researchers developed a deep learning methodology to enhance low-resolution images and create multiscale models capable of accurately simulating experimental fluid dynamics. This methodology utilizes a convolutional neural network to create superresolution images from low-resolution images, improving the accuracy of the models.

PHYSICAL REVIEW APPLIED (2022)

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Article Energy & Fuels

Coupling of pore network modelling and volume of fluid methods for multiphase flow in fractured media

Zakhar Lanetc et al.

Summary: Modelling multiphase flow in fractured media is a challenging problem of great importance for oil production. The use of dynamic pore network models allows for capturing the transient nature of multiphase flow, overcoming the limitations of numerical oscillations and interface tracking. The proposed hybrid numerical method offers a promising approach for investigating transient immiscible multiphase flow phenomena in fractures.

FUEL (2022)

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Article Chemistry, Physical

Lattice Boltzmann simulation of liquid water transport in gas diffusion layers of proton exchange membrane fuel cells: Parametric studies on capillary hysteresis

Patrick Sarkezi-Selsky et al.

Summary: Water transport through porous carbon felt gas diffusion layers (GDLs) was simulated using a 3D Color-Gradient Lattice Boltzmann model. The GDL microstructures were reconstructed from high-resolution X-ray micro-computed tomography (μ-CT) and a in-house algorithm was developed to distinguish carbon fibers and polytetrafluoroethylene (PTFE). Capillary hysteresis was investigated by simulating intrusion and drainage curves and comparing them to testbench data.

JOURNAL OF POWER SOURCES (2022)

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Article Chemistry, Multidisciplinary

Gas Diffusion Layers: Experimental and Modeling Approach for Morphological and Transport Properties

Pongsarun Satjaritanun et al.

Summary: Electrochemical technologies are crucial for decarbonizing the energy sector, especially in challenging sectors. Green hydrogen and polymer electrolyte fuel cells are key technologies for decarbonization, with gas diffusion layers playing a crucial role in their performance.

ACCOUNTS OF MATERIALS RESEARCH (2022)

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Article Computer Science, Interdisciplinary Applications

The LBPM software package for simulating multiphase flow on digital images of porous rocks

James E. McClure et al.

Summary: The direct pore scale simulations of two-fluid flow on digital rock images provide a valuable tool for understanding the impact of surface wetting phenomena on flow behavior in geological reservoirs. By mimicking conventional special core analysis laboratory experiments, computational protocols were developed to simulate displacement, steady-state flow, and centrifuge experiments, enabling the inference of relative permeability and capillary curves. Morphological tools and internal analysis tools were utilized to assess image resolution and track transient aspects of flow behavior during simulation.

COMPUTATIONAL GEOSCIENCES (2021)

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Article Thermodynamics

Insights on the interaction of serpentine channels and gas diffusion layer in an operating polymer electrolyte fuel cell: Numerical modeling across scales

Meysam Khatoonabadi et al.

Summary: Three-dimensional direct numerical simulations were conducted to investigate the flow in a serpentine channel and porous gas diffusion layer of a micro polymer electrolyte fuel cell. The study found that the pressure drop was mainly controlled by turns in the gas channel in dry conditions, while in wet conditions it was influenced by neck-shaped passages created by water clusters inside the channel.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2021)

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Article Energy & Fuels

Minimising the impact of sub-resolution features on fluid flow simulation in porous media

Traiwit Chung et al.

Summary: The resolution of micro-CT images can affect flow simulation results, particularly on low resolution images where the pore-grain boundary is not well resolved. However, conducting flow simulations on low resolution images may be beneficial in cases where computation costs need to be reduced or high-resolution images are unavailable. A novel analytical formulation, the concentric pipes method, is introduced to include the effect of subresolution features in flow simulation. The method shows promising results in reducing computation time while maintaining accuracy in permeability estimations.

JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING (2021)

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Article Water Resources

Fast direct flow simulation in porous media by coupling with pore network and Laplace models

Ying Da Wang et al.

Summary: Permeability and flow fields are analyzed using PNM and SAS, with a faster and more accurate solution achieved by coupling with LBM. The errors in PNM/SAS can be eliminated with LBM coupling, reaching steady-state conditions in significantly fewer timesteps than LBM-only simulations in tight domains.

ADVANCES IN WATER RESOURCES (2021)

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Article Geosciences, Multidisciplinary

Deep learning in pore scale imaging and modeling

Ying Da Wang et al.

Summary: Deep Learning has been integrated into the workflow of pore-scale imaging and modeling, enhancing image quality, automating processes, accelerating simulations, and improving data accuracy.

EARTH-SCIENCE REVIEWS (2021)

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Article Electrochemistry

Hybrid Lattice Boltzmann Agglomeration Method for Modeling Transport Phenomena in Polymer Electrolyte Membrane Fuel Cells

P. Satjaritanun et al.

Summary: The study employed the Hybrid Lattice Boltzmann Agglomeration Method (HLBAM) to model transport phenomena and electrochemical kinetics in the catalyst layer of a PEMFC, demonstrating the advantages of this direct modeling-based approach in terms of visualization and cost-effectiveness.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2021)

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Article Computer Science, Artificial Intelligence

Deep neural networks for improving physical accuracy of 2D and 3D multi-mineral segmentation of rock micro-CT images

Ying Da Wang et al.

Summary: The study tested the performance of 4 CNN architectures for segmentation of 3D micro-CT images of rock samples, and introduced a new hybrid U-Net and ResNet network architecture to improve accuracy.

APPLIED SOFT COMPUTING (2021)

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Article Electrochemistry

The Impact of Micro Porous Layer on Liquid Water Evolution inside PEMFC using Lattice Boltzmann Method

M. Sepe et al.

Summary: The study utilized the lattice Boltzmann method to investigate liquid distribution in GDL samples with the addition of an MPL, revealing that liquid tends to travel through cracks in the MPL surface into the GDL geometry under pressure, resulting in a more even saturation distribution across the sample.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2021)

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Article Electrochemistry

Ex-situ visualization of the wet domain in the microporous layer in a polymer electrolyte fuel cell by X-ray computed tomography under water vapor supply

Satoru Kato et al.

ELECTROCHEMISTRY COMMUNICATIONS (2020)

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Article Engineering, Geological

A dual-porosity model considering the displacement effect for incompressible two-phase flow

Huan Zheng et al.

INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS (2020)

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Article Computer Science, Interdisciplinary Applications

Accelerated Computation of Relative Permeability by Coupled Morphological and Direct Multiphase Flow Simulation

Y. D. Wang et al.

JOURNAL OF COMPUTATIONAL PHYSICS (2020)

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Article Environmental Sciences

Boosting Resolution and Recovering Texture of 2D and 3D Micro-CT Images with Deep Learning

Ying Da Wang et al.

WATER RESOURCES RESEARCH (2020)

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Article Multidisciplinary Sciences

U1 snRNP regulates cancer cell migration and invasion in vitro

Jung-Min Oh et al.

NATURE COMMUNICATIONS (2020)

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Article Geosciences, Multidisciplinary

Influence of Clay Wettability Alteration on Relative Permeability

Ming Fan et al.

GEOPHYSICAL RESEARCH LETTERS (2020)

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Article Water Resources

The role of the spatial heterogeneity and correlation length of surface wettability on two-phase flow in a CO2-water-rock system

Ruichang Guo et al.

ADVANCES IN WATER RESOURCES (2020)

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Article Geosciences, Multidisciplinary

An Innovative Application of Generative Adversarial Networks for Physically Accurate Rock Images With an Unprecedented Field of View

Yufu Niu et al.

GEOPHYSICAL RESEARCH LETTERS (2020)

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Article Energy & Fuels

Evaluation of image segmentation techniques for image-based rock property estimation

Prakash Purswani et al.

JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING (2020)

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Article Electrochemistry

X-ray Micro-Computed Tomography of Polymer Electrolyte Fuel Cells: What is the Representative Elementary Area?

Jennifer Hack et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2020)

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Review Energy & Fuels

Flow Field Patterns for Proton Exchange Membrane Fuel Cells

Marco Sauermoser et al.

FRONTIERS IN ENERGY RESEARCH (2020)

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Article Thermodynamics

Visualization of liquid water in a lung-inspired flow-field based polymer electrolyte membrane fuel cell via neutron radiography

J. I. S. Cho et al.

ENERGY (2019)

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Article Chemistry, Physical

Effect of compression on the water management of polymer electrolyte fuel cells: An in-operando neutron radiography study

Y. Wu et al.

JOURNAL OF POWER SOURCES (2019)

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Article Water Resources

Computations of permeability of large rock images by dual grid domain decomposition

Ying Da Wang et al.

ADVANCES IN WATER RESOURCES (2019)

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Article Chemistry, Physical

The effect of non-uniform compression and flow-field arrangements on membrane electrode assemblies - X-ray computed tomography characterisation and effective parameter determination

Nivedita Kulkarni et al.

JOURNAL OF POWER SOURCES (2019)

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Review Chemistry, Multidisciplinary

In Situ and Operando Characterization of Proton Exchange Membrane Fuel Cells

Quentin Meyer et al.

ADVANCED MATERIALS (2019)

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Article Energy & Fuels

Comprehensive study of the interactions between the critical dimensionless numbers associated with multiphase flow in 3D porous media

Ming Fan et al.

FUEL (2019)

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Article Chemistry, Physical

Improving water management in fuel cells through microporous layer modifications: Fast operando tomographic imaging of liquid water

Yasutaka Nagai et al.

JOURNAL OF POWER SOURCES (2019)

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Article Green & Sustainable Science & Technology

Comprehensive statistical analysis of heterogeneous transport characteristics in multifunctional porous gas diffusion layers using lattice Boltzmann method for fuel cell applications

Jiawen Liu et al.

RENEWABLE ENERGY (2019)

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Article Energy & Fuels

Enhancing Resolution of Digital Rock Images with Super Resolution Convolutional Neural Networks

Ying Da Wang et al.

JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING (2019)

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Article Chemistry, Physical

Effect of cell compression on the water dynamics of a polymer electrolyte fuel cell using in-plane and through-plane in-operando neutron radiography

Nivedita Kulkarni et al.

JOURNAL OF POWER SOURCES (2019)

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Article Electrochemistry

Numerical Study of Electrochemical Kinetics and Mass Transport inside Nano-Structural Catalyst Layer of PEMFC Using Lattice Boltzmann Agglomeration Method

P. Satjaritanun et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2019)

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Article Electrochemistry

Multi-Scale Imaging of Polymer Electrolyte Fuel Cells using X-ray Micro- and Nano-Computed Tomography, Transmission Electron Microscopy and Helium-Ion Microscopy

Q. Meyer et al.

FUEL CELLS (2019)

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Article Electrochemistry

Multiscale Modeling of PEMFC Using Co-Simulation Approach

S. Shimpalee et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2019)

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Article Electrochemistry

Correlative X-ray Tomographic Imaging of Catalyst Layer Degradation in Fuel Cells

Robin T. White et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2019)

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Article Engineering, Chemical

Reactive transport modelling in dual porosity media

Min Liu et al.

CHEMICAL ENGINEERING SCIENCE (2018)

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Article Chemistry, Physical

The effects of gas diffusion layers structure on water transportation using X-ray computed tomography based Lattice Boltzmann method

Fontip Jinuntuya et al.

JOURNAL OF POWER SOURCES (2018)

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Article Multidisciplinary Sciences

Multi-scale X-ray computed tomography to detect and localize metal-based nanomaterials in lung tissues of in vivo exposed mice

Perrine Chaurand et al.

SCIENTIFIC REPORTS (2018)

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Article Chemistry, Physical

Effect of serpentine flow-field design on the water management of polymer electrolyte fuel cells: An in-operando neutron radiography study

Y. Wu et al.

JOURNAL OF POWER SOURCES (2018)

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Article Physics, Fluids & Plasmas

Geometric state function for two-fluid flow in porous media

James E. McClure et al.

PHYSICAL REVIEW FLUIDS (2018)

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Article Thermodynamics

Experimental and pore-level numerical investigation of water evaporation in gas diffusion layers of polymer electrolyte fuel cells

Mohammad Amin Safi et al.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2017)

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Article Chemistry, Physical

Ex-situ characterisation of water droplet dynamics on the surface of a fuel cell gas diffusion layer through wettability analysis and thermal characterisation

Oluwamayowa A. Obeisun et al.

INTERNATIONAL JOURNAL OF HYDROGEN ENERGY (2017)

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Review Chemistry, Physical

Gas diffusion layer modifications and treatments for improving the performance of proton exchange membrane fuel cells and electrolysers: A review

Reza Omrani et al.

INTERNATIONAL JOURNAL OF HYDROGEN ENERGY (2017)

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Article Chemistry, Physical

Electro-osmosis in inhomogeneously charged microporous media by pore-scale modeling

Li Zhang et al.

JOURNAL OF COLLOID AND INTERFACE SCIENCE (2017)

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Article Chemistry, Physical

4D in situ visualization of electrode morphology changes during accelerated degradation in fuel cells by X-ray computed tomography

Robin T. White et al.

JOURNAL OF POWER SOURCES (2017)

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Article Chemistry, Physical

Large scale simulation of liquid water transport in a gas diffusion layer of polymer electrolyte membrane fuel cells using the lattice Boltzmann method

Satoshi Sakaida et al.

JOURNAL OF POWER SOURCES (2017)

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Article Electrochemistry

Micro-Scale Analysis of LiquidWater Breakthrough inside Gas Diffusion Layer for PEMFC Using X-ray Computed Tomography and Lattice Boltzmann Method

P. Satjaritanun et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2017)

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Proceedings Paper Electrochemistry

On the Limitations of Volume-Averaged Descriptions of Gas Diffusion Layers in the Modeling of Polymer Electrolyte Fuel Cells

P. A. Garcia-Salaberri et al.

POLYMER ELECTROLYTE FUEL CELLS 17 (PEFC 17) (2017)

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Article Biochemical Research Methods

Trainable Weka Segmentation: a machine learning tool for microscopy pixel classification

Ignacio Arganda-Carreras et al.

BIOINFORMATICS (2017)

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Article Electrochemistry

Investigation of Hot Pressed Polymer Electrolyte Fuel Cell Assemblies via X-ray Computed Tomography

Q. Meyer et al.

ELECTROCHIMICA ACTA (2017)

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Article Electrochemistry

Effect of gas diffusion layer properties on water distribution across air-cooled, open-cathode polymer electrolyte fuel cells: A combined ex-situ X-ray tomography and in-operando neutron imaging study

Quentin Meyer et al.

ELECTROCHIMICA ACTA (2016)

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Proceedings Paper Electrochemistry

Effect of GDL ( plus MPL) Compression on the PEM Fuel Cell Performance

E. Carcadea et al.

POLYMER ELECTROLYTE FUEL CELLS 16 (PEFC 16) (2016)

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Proceedings Paper Electrochemistry

X-ray Tomographic Investigation of Water Distribution in Polymer Electrolyte Membrane Fuel Cells with Different Gas Diffusion Media

Saad S. Alrwashdeh et al.

JOINT GENERAL SESSION: BATTERIES AND ENERGY STORAGE -AND- FUEL CELLS, ELECTROLYTES, AND ENERGY CONVERSION (2016)

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Article Physics, Fluids & Plasmas

Beyond Darcy's law: The role of phase topology and ganglion dynamics for two-fluid flow

Ryan T. Armstrong et al.

PHYSICAL REVIEW E (2016)

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Article Electrochemistry

Probing water distribution in compressed fuel-cell gas-diffusion layers using X-ray computed tomography

Iryna V. Zenyuk et al.

ELECTROCHEMISTRY COMMUNICATIONS (2015)

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Article Chemistry, Physical

Lattice Boltzmann simulation of liquid water transport in microporous and gas diffusion layers of polymer electrolyte membrane fuel cells

Kwang Nam Kim et al.

JOURNAL OF POWER SOURCES (2015)

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Article Computer Science, Interdisciplinary Applications

A novel heterogeneous algorithm to simulate multiphase flow in porous media on multicore CPU-GPU systems

J. E. McClure et al.

COMPUTER PHYSICS COMMUNICATIONS (2014)

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Review Electrochemistry

A Critical Review of Modeling Transport Phenomena in Polymer-Electrolyte Fuel Cells

Adam Z. Weber et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2014)

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Review Environmental Sciences

Image processing of multiphase images obtained via X- ray microtomography: A review

Steffen Schlueter et al.

WATER RESOURCES RESEARCH (2014)

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Article Environmental Sciences

Subsecond pore-scale displacement processes and relaxation dynamics in multiphase flow

Ryan T. Armstrong et al.

WATER RESOURCES RESEARCH (2014)

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Article Mathematics, Applied

A lattice Boltzmann method for immiscible two-phase Stokes flow with a local collision operator

Jonas Toelke et al.

COMPUTERS & MATHEMATICS WITH APPLICATIONS (2013)

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Article Electrochemistry

Influence of cracks in the microporous layer on the water distribution in a PEM fuel cell investigated by synchrotron radiography

H. Markoetter et al.

ELECTROCHEMISTRY COMMUNICATIONS (2013)

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Article Chemistry, Physical

Numerical studies of interfacial phenomena in liquid water transport in polymer electrolyte membrane fuel cells using the lattice Boltzmann method

Bo Han et al.

INTERNATIONAL JOURNAL OF HYDROGEN ENERGY (2013)

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Article Chemistry, Physical

Observation of dynamic liquid water transport in the microporous layer and gas diffusion layer of an operating PEM fuel cell by high-resolution soft X-ray radiography

Phengxay Deevanhxay et al.

JOURNAL OF POWER SOURCES (2013)

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Article Chemistry, Physical

Synchrotron radiography and tomography of water transport in perforated gas diffusion media

J. Haussmann et al.

JOURNAL OF POWER SOURCES (2013)

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Article Water Resources

Linking pore-scale interfacial curvature to column-scale capillary pressure

Ryan T. Armstrong et al.

ADVANCES IN WATER RESOURCES (2012)

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Article Chemistry, Physical

X-ray computed tomography reconstruction and analysis of polymer electrolyte membrane fuel cell porous transport layers

J. P. James et al.

INTERNATIONAL JOURNAL OF HYDROGEN ENERGY (2012)

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Article Computer Science, Interdisciplinary Applications

Modules based on the geochemical model PHREEQC for use in scripting and programming languages

Scott R. Charlton et al.

COMPUTERS & GEOSCIENCES (2011)

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Article Electrochemistry

Investigation of 3D water transport paths in gas diffusion layers by combined in-situ synchrotron X-ray radiography and tomography

H. Markoetter et al.

ELECTROCHEMISTRY COMMUNICATIONS (2011)

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Article Electrochemistry

Soft X-ray visualization of the liquid water transport within the cracks of micro porous layer in PEMFC

Takashi Sasabe et al.

ELECTROCHEMISTRY COMMUNICATIONS (2011)

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Article Electrochemistry

Investigation of liquid water in gas diffusion layers of polymer electrolyte fuel cells using X-ray tomographic microscopy

Reto Flueckiger et al.

ELECTROCHIMICA ACTA (2011)

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Article Chemistry, Physical

Maintaining desired level of relative humidity throughout a fuel cell with spatially variable heat removal rates

Ivan Tolj et al.

INTERNATIONAL JOURNAL OF HYDROGEN ENERGY (2011)

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Article Chemistry, Physical

Imaging of membrane electrode assemblies of proton exchange membrane fuel cells by X-ray computed tomography

Andreas Pfrang et al.

JOURNAL OF POWER SOURCES (2011)

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Article Electrochemistry

Progress in In Situ X-Ray Tomographic Microscopy of Liquid Water in Gas Diffusion Layers of PEFC

Jens Eller et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2011)

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Article Chemistry, Physical

Water management studies in PEM fuel cells, part III: Dynamic breakthrough and intermittent drainage characteristics from GDLs with and without MPLs

Zijie Lu et al.

INTERNATIONAL JOURNAL OF HYDROGEN ENERGY (2010)

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Article Electrochemistry

An X-Ray Tomography Based Lattice Boltzmann Simulation Study on Gas Diffusion Layers of Polymer Electrolyte Fuel Cells

Pratap Rama et al.

JOURNAL OF FUEL CELL SCIENCE AND TECHNOLOGY (2010)

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Article Chemistry, Physical

Water management studies in PEM fuel cells, Part I: Fuel cell design and in situ water distributions

Jon P. Owejan et al.

INTERNATIONAL JOURNAL OF HYDROGEN ENERGY (2009)

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Review Chemistry, Physical

A review of water flooding issues in the proton exchange membrane fuel cell

Hui Li et al.

JOURNAL OF POWER SOURCES (2008)

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Article Electrochemistry

Measurement of liquid water accumulation in a PEMFC with dead-ended anode

Jason B. Siegel et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2008)

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Article Computer Science, Interdisciplinary Applications

Asymptotic analysis of the lattice Boltzmann equation

M Junk et al.

JOURNAL OF COMPUTATIONAL PHYSICS (2005)

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Review Chemistry, Physical

Review and analysis of PEM fuel cell design and manufacturing

V Mehta et al.

JOURNAL OF POWER SOURCES (2003)

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Article Multidisciplinary Sciences

Multiple-relaxation-time lattice Boltzmann models in three dimensions

D d'Humières et al.

PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY OF LONDON SERIES A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES (2002)

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Large-scale physically accurate modelling of real proton exchange membrane fuel cell with deep learning

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