Optimization of porous media flow field for proton exchange membrane fuel cell using a data-driven surrogate model
出版年份 2020 全文链接
标题
Optimization of porous media flow field for proton exchange membrane fuel cell using a data-driven surrogate model
作者
关键词
PEM fuel cell, Porous media flow field, Data-driven surrogate model, Machine learning
出版物
ENERGY CONVERSION AND MANAGEMENT
Volume 226, Issue -, Pages 113513
出版商
Elsevier BV
发表日期
2020-10-15
DOI
10.1016/j.enconman.2020.113513
参考文献
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- (2020) Bowen Wang et al. ENERGY CONVERSION AND MANAGEMENT
- Investigation of current density spatial distribution in PEM fuel cells using a comprehensively validated multi-phase non-isothermal model
- (2020) Guobin Zhang et al. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
- Numerical simulation for metal foam two-phase flow field of proton exchange membrane fuel cell
- (2019) Zhiming Bao et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Dynamic contact angle effects on gas-liquid behaviors in the cathode of proton exchange membrane fuel cell with stirred tank reactor design
- (2019) Xichen Wang et al. International Journal of Green Energy
- Materials, technological status, and fundamentals of PEM fuel cells – A review
- (2019) Yun Wang et al. Materials Today
- Enhanced Water Management of Three-Dimensional Graphene-Ni Foam with Patterned Wettability in a Polymer Electrolyte Membrane Fuel Cell
- (2019) Segeun Jang et al. ACS Sustainable Chemistry & Engineering
- Experimental analysis of PEM fuel cell performance using lung channel design bipolar plate
- (2019) Srinivasa Reddy Badduri et al. International Journal of Green Energy
- Enhancement of mass transport in fuel cells using three-dimensional graphene foam as flow field
- (2018) Ji Eun Park et al. ELECTROCHIMICA ACTA
- Optimization design of the cathode flow channel for proton exchange membrane fuel cells
- (2018) Linhao Fan et al. ENERGY CONVERSION AND MANAGEMENT
- Numerical investigation of innovative 3D cathode flow channel in proton exchange membrane fuel cell
- (2018) Zhiqiang Niu et al. INTERNATIONAL JOURNAL OF ENERGY RESEARCH
- Numerical study on applicability of metal foam as flow distributor in polymer electrolyte fuel cells (PEFCs)
- (2018) Ahrae Jo et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Multi-phase models for water and thermal management of proton exchange membrane fuel cell: A review
- (2018) Guobin Zhang et al. JOURNAL OF POWER SOURCES
- Effect of cell size in metal foam inserted to the air channel of polymer electrolyte membrane fuel cell for high performance
- (2018) Dong Kyu Shin et al. RENEWABLE ENERGY
- Formation of 3D graphene–Ni foam heterostructures with enhanced performance and durability for bipolar plates in a polymer electrolyte membrane fuel cell
- (2018) Yeoseon Sim et al. Journal of Materials Chemistry A
- Three-dimensional multi-phase simulation of PEMFC at high current density utilizing Eulerian-Eulerian model and two-fluid model
- (2018) Guobin Zhang et al. ENERGY CONVERSION AND MANAGEMENT
- Modeling liquid water re-distributions in bi-porous layer flow-fields of proton exchange membrane fuel cells
- (2018) Jinyong Kim et al. JOURNAL OF POWER SOURCES
- Multi-phase simulation of proton exchange membrane fuel cell with 3D fine mesh flow field
- (2018) Guobin Zhang et al. INTERNATIONAL JOURNAL OF ENERGY RESEARCH
- Large-scale multi-phase simulation of proton exchange membrane fuel cell
- (2018) Guobin Zhang et al. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
- Performance prediction of PEM fuel cell with wavy serpentine flow channel by using artificial neural network
- (2017) Mehmet Seyhan et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Modeling two-phase flow in three-dimensional complex flow-fields of proton exchange membrane fuel cells
- (2017) Jinyong Kim et al. JOURNAL OF POWER SOURCES
- A three-dimensional numerical investigation of trapezoid baffles effect on non-isothermal reactant transport and cell net power in a PEMFC
- (2015) Shiang-Wuu Perng et al. APPLIED ENERGY
- Stochastic Microstructural Modeling of PEFC Gas Diffusion Media
- (2014) Mohamed El Hannach et al. JOURNAL OF THE ELECTROCHEMICAL SOCIETY
- A PEM fuel cell with metal foam as flow distributor
- (2012) Chung-Jen Tseng et al. ENERGY CONVERSION AND MANAGEMENT
- LIBSVM
- (2012) Chih-Chung Chang et al. ACM Transactions on Intelligent Systems and Technology
- Transient response of PEM fuel cells with parallel and interdigitated flow field designs
- (2011) Xiao-Dong Wang et al. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
- Three-dimensional flexible and conductive interconnected graphene networks grown by chemical vapour deposition
- (2011) Zongping Chen et al. NATURE MATERIALS
- Transverse permeability of fibrous porous media
- (2011) Ali Tamayol et al. PHYSICAL REVIEW E
- Hydrodynamic Characterization of Nickel Metal Foam, Part 2: Effects of Pore Structure and Permeability
- (2011) Shuichiro Miwa et al. TRANSPORT IN POROUS MEDIA
- A review of polymer electrolyte membrane fuel cells: Technology, applications, and needs on fundamental research
- (2010) Yun Wang et al. APPLIED ENERGY
- 3D numerical simulation of flow and conjugate heat transfer through a pore scale model of high porosity open cell metal foam
- (2010) A. Kopanidis et al. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
- Water transport in polymer electrolyte membrane fuel cells
- (2010) Kui Jiao et al. PROGRESS IN ENERGY AND COMBUSTION SCIENCE
- High power fuel cell simulator based on artificial neural network
- (2009) Abraham U. Chávez-Ramírez et al. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
- Development of porous carbon foam polymer electrolyte membrane fuel cell
- (2009) Jin Kim et al. JOURNAL OF POWER SOURCES
- Porous-Media Flow Fields for Polymer Electrolyte Fuel Cells
- (2009) Yun Wang JOURNAL OF THE ELECTROCHEMICAL SOCIETY
- Porous-Media Flow Fields for Polymer Electrolyte Fuel Cells
- (2009) Yun Wang JOURNAL OF THE ELECTROCHEMICAL SOCIETY
- Hydrodynamic Characterization of Nickel Metal Foam, Part 1: Single-Phase Permeability
- (2009) Shuichiro Miwa et al. TRANSPORT IN POROUS MEDIA
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