Machine learning assisted multiscale modeling of composite phase change materials for Li-ion batteries’ thermal management
出版年份 2021 全文链接
标题
Machine learning assisted multiscale modeling of composite phase change materials for Li-ion batteries’ thermal management
作者
关键词
Thermal management, Li-ion battery, Machine learning, Neural networks, Finite element method
出版物
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
Volume 172, Issue -, Pages 121199
出版商
Elsevier BV
发表日期
2021-03-25
DOI
10.1016/j.ijheatmasstransfer.2021.121199
参考文献
相关参考文献
注意:仅列出部分参考文献,下载原文获取全部文献信息。- Thermal rectification and interfacial thermal resistance in hybrid pillared-graphene and graphene: a molecular dynamics and continuum approach
- (2020) Farrokh Yousefi et al. NANOTECHNOLOGY
- Prediction and optimization of mechanical properties of composites using convolutional neural networks
- (2019) Diab W. Abueidda et al. COMPOSITE STRUCTURES
- Phase-change materials (PCM) for automotive applications: A review
- (2018) Joris Jaguemont et al. APPLIED THERMAL ENGINEERING
- Generation and validation of virtual nonwoven, foam and knitted filter (separator/coalescer) geometries for CFD simulations
- (2017) S. Abishek et al. SEPARATION AND PURIFICATION TECHNOLOGY
- A New Method to Model the Thickness Change of a Commercial Pouch Cell during Discharge
- (2016) Bernhard Rieger et al. JOURNAL OF THE ELECTROCHEMICAL SOCIETY
- Strain Propagation in Lithium-Ion Batteries from the Crystal Structure to the Electrode Level
- (2016) Bernhard Rieger et al. JOURNAL OF THE ELECTROCHEMICAL SOCIETY
- Paraffin and paraffin/aluminum foam composite phase change material heat storage experimental study based on thermal management of Li-ion battery
- (2015) Zichen Wang et al. APPLIED THERMAL ENGINEERING
- Determination of state of charge-dependent asymmetric Butler–Volmer kinetics for LixCoO2 electrode using GITT measurements
- (2015) A. Hess et al. JOURNAL OF POWER SOURCES
- Preparation and thermal characterization of paraffin/metal foam composite phase change material
- (2013) X. Xiao et al. APPLIED ENERGY
- Comparative assessment of road transport technologies
- (2013) Dalia Streimikiene et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- Experimental investigation on the heat charging process by paraffin filled with high porosity copper foam
- (2012) H.T. Cui APPLIED THERMAL ENGINEERING
- Effects of three-dimensional cathode microstructure on the performance of lithium-ion battery cathodes
- (2012) Andreas H. Wiedemann et al. ELECTROCHIMICA ACTA
- Mathematical modeling of a lithium ion battery with thermal effects in COMSOL Inc. Multiphysics (MP) software
- (2011) Long Cai et al. JOURNAL OF POWER SOURCES
- Thermal Model for Lithium Ion Battery Pack with Mixed Parallel and Series Configuration
- (2011) Meng Guo et al. JOURNAL OF THE ELECTROCHEMICAL SOCIETY
- Modeling of a Commercial Graphite/LiFePO4 Cell
- (2011) M. Safari et al. JOURNAL OF THE ELECTROCHEMICAL SOCIETY
- Modeling Diffusion-Induced Stress in Li-Ion Cells with Porous Electrodes
- (2010) Jake Christensen JOURNAL OF THE ELECTROCHEMICAL SOCIETY
- Theoretical Analysis of Stresses in a Lithium Ion Cell
- (2010) Sindhuja Renganathan et al. JOURNAL OF THE ELECTROCHEMICAL SOCIETY
- Single-Particle Model for a Lithium-Ion Cell: Thermal Behavior
- (2010) Meng Guo et al. JOURNAL OF THE ELECTROCHEMICAL SOCIETY
- Heat transfer enhancement for thermal energy storage using metal foams embedded within phase change materials (PCMs)
- (2010) C.Y. Zhao et al. SOLAR ENERGY
- Thermo-mechanical behaviors of the expanded graphite-phase change material matrix used for thermal management of Li-ion battery packs
- (2009) Abdalla Alrashdan et al. JOURNAL OF MATERIALS PROCESSING TECHNOLOGY
- The Effect of Microstructure on the Galvanostatic Discharge of Graphite Anode Electrodes in LiCoO[sub 2]-Based Rocking-Chair Rechargeable Batteries
- (2009) Madeleine Smith et al. JOURNAL OF THE ELECTROCHEMICAL SOCIETY
- Electrochemical characterisation and modelling of the mass transport phenomena in LiPF6–EC–EMC electrolyte
- (2008) Andreas Nyman et al. ELECTROCHIMICA ACTA
- Active (air-cooled) vs. passive (phase change material) thermal management of high power lithium-ion packs: Limitation of temperature rise and uniformity of temperature distribution
- (2008) Rami Sabbah et al. JOURNAL OF POWER SOURCES
- Passive control of temperature excursion and uniformity in high-energy Li-ion battery packs at high current and ambient temperature
- (2008) R. Kizilel et al. JOURNAL OF POWER SOURCES
- On the microstructure of open-cell foams and its effect on elastic properties
- (2007) Wen-Yea Jang et al. INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES
- Thermal Model for a Li-Ion Cell
- (2007) Karthikeyan Kumaresan et al. JOURNAL OF THE ELECTROCHEMICAL SOCIETY
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now