An evaluation of the thermal behaviour of a lithium-ion battery pack with a combination of pattern-based artificial neural networks (PBANN) and numerical simulation
Published 2022 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
An evaluation of the thermal behaviour of a lithium-ion battery pack with a combination of pattern-based artificial neural networks (PBANN) and numerical simulation
Authors
Keywords
Thermal management, Lithium-ion battery, Phase change material, Pattern-based neural network, Physics-informed neural network
Journal
Journal of Energy Storage
Volume 47, Issue -, Pages 103920
Publisher
Elsevier BV
Online
2022-01-06
DOI
10.1016/j.est.2021.103920
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Effects of micro heat pipe arrays on thermal management performance enhancement of cylindrical lithium‐ion battery cells
- (2021) Masoud Panahi et al. INTERNATIONAL JOURNAL OF ENERGY RESEARCH
- Thermal performance of honeycomb-like battery thermal management system with bionic liquid mini-channel and phase change materials for cylindrical lithium-ion battery
- (2021) Wen Yang et al. APPLIED THERMAL ENGINEERING
- Hybrid cooling of cylindrical battery with liquid channels in phase change material
- (2021) Ravindra Jilte et al. INTERNATIONAL JOURNAL OF ENERGY RESEARCH
- Performance analysis on liquid-cooled battery thermal management for electric vehicles based on machine learning
- (2021) Xingwang Tang et al. JOURNAL OF POWER SOURCES
- Combining ambitious climate policies with efforts to eradicate poverty
- (2021) Bjoern Soergel et al. Nature Communications
- A delayed cooling system coupling composite phase change material and nano phase change material emulsion
- (2021) Jiahao Cao et al. APPLIED THERMAL ENGINEERING
- Machine learning assisted multiscale modeling of composite phase change materials for Li-ion batteries’ thermal management
- (2021) Felix Kolodziejczyk et al. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
- Thermal performance analysis of compact-type simulative battery module with paraffin as phase-change material and flat plate heat pipe
- (2021) Saleem Abbas et al. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
- Prediction of the spread of Corona-virus carrying droplets in a bus - A computational based artificial intelligence approach
- (2021) Mehrdad Mesgarpour et al. JOURNAL OF HAZARDOUS MATERIALS
- Fast Charging of Lithium‐Ion Batteries: A Review of Materials Aspects
- (2021) Manuel Weiss et al. Advanced Energy Materials
- Recent Advancements in Battery Management System for Li‐Ion Batteries of Electric Vehicles: Future Role of Digital Twin, Cyber‐Physical Systems, Battery Swapping Technology, and Nondestructive Testing
- (2021) Nitika G. Panwar et al. Energy Technology
- Experimental study of a novel strategy to construct the battery thermal management module by using tubular phase change material units
- (2021) Xihong Wu et al. Journal of Energy Storage
- Cylindrical battery thermal management based on microencapsulated phase change slurry
- (2021) R. Pakrouh et al. Journal of Energy Storage
- Predicting the effects of environmental parameters on the spatio-temporal distribution of the droplets carrying coronavirus in public transport – A machine learning approach
- (2021) Mehrdad Mesgarpour et al. CHEMICAL ENGINEERING JOURNAL
- Machine-Learning Enhanced Analysis of Mixed Biothermal Convection of Single Particle and Hybrid Nanofluids within a Complex Configuration
- (2021) Rasool Alizadeh et al. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH
- Structure optimization of a heat pipe-cooling battery thermal management system based on fuzzy grey relational analysis
- (2021) Linfeng He et al. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
- Experimental study of thermal management system for cylindrical Li-ion battery pack based on nanofluid cooling and copper sheath
- (2021) Amirhosein Sarchami et al. INTERNATIONAL JOURNAL OF THERMAL SCIENCES
- Physics-informed machine learning for reduced-order modeling of nonlinear problems
- (2021) Wenqian Chen et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Fractional Navier–Stokes regularity criterion involving the positive part of the intermediate eigenvalue of the strain matrix
- (2021) Fan Wu JOURNAL OF MATHEMATICAL PHYSICS
- Driving conditions-driven energy management strategies for hybrid electric vehicles: A review
- (2021) Teng Liu et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- Performance of a liquid cooling‐based battery thermal management system with a composite phase change material
- (2020) Yanqi Zhao et al. INTERNATIONAL JOURNAL OF ENERGY RESEARCH
- Lift & Learn: Physics-informed machine learning for large-scale nonlinear dynamical systems
- (2020) Elizabeth Qian et al. PHYSICA D-NONLINEAR PHENOMENA
- Thermal characteristics of power battery module with composite phase change material and external liquid cooling
- (2020) Junwei Li et al. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
- A novel thermal management structure using serpentine phase change material coupled with forced air convection for cylindrical battery modules
- (2020) Youfu Lv et al. JOURNAL OF POWER SOURCES
- Experimental and simulative investigations on a phase change material nano-emulsion-based liquid cooling thermal management system for a lithium-ion battery pack
- (2020) Fangxian Wang et al. ENERGY
- A machine learning approach for modeling and optimization of a CO2 post-combustion capture unit
- (2020) Abdelhamid Shalaby et al. ENERGY
- Experimental investigation of the flame retardant and form-stable composite phase change materials for a power battery thermal management system
- (2020) Jiangyun Zhang et al. JOURNAL OF POWER SOURCES
- A Tensor-Based Multiattributes Visual Feature Recognition Method for Industrial Intelligence
- (2020) Xiaokang Wang et al. IEEE Transactions on Industrial Informatics
- Effect analysis on thermal profile management of a cylindrical lithium-ion battery utilizing a cellular liquid cooling jacket
- (2020) Lei Sheng et al. ENERGY
- Towards sustainable production and consumption: Assessing the impact of energy productivity and eco-innovation on consumption-based carbon dioxide emissions (CCO2) in G-7 nations
- (2020) Qing Ding et al. Sustainable Production and Consumption
- Comparison of free convection flow around an engineered porous fin with spherical connections and rigid fin under different positioning angles—An experimental and numerical analysis
- (2019) Mehrdad Mesgarpour et al. PHYSICS OF FLUIDS
- On Convergence of Arbitrary D-Solution of Steady Navier–Stokes System in 2D Exterior Domains
- (2019) Mikhail V. Korobkov et al. ARCHIVE FOR RATIONAL MECHANICS AND ANALYSIS
- Numerical investigation on integrated thermal management for a lithium-ion battery module with a composite phase change material and liquid cooling
- (2019) Zhiguo An et al. APPLIED THERMAL ENGINEERING
- Numerical investigation on PCM encapsulation shape used in the passive-active battery thermal management
- (2019) Mojtaba Safdari et al. ENERGY
- Development of the inorganic composite phase change materials for passive thermal management of Li‐ion batteries: material characterization
- (2019) Yana Galazutdinova et al. INTERNATIONAL JOURNAL OF ENERGY RESEARCH
- Delayed liquid cooling strategy with phase change material to achieve high temperature uniformity of Li-ion battery under high-rate discharge
- (2019) Jiahao Cao et al. JOURNAL OF POWER SOURCES
- Experimental investigation on a novel phase change material composites coupled with graphite film used for thermal management of lithium-ion batteries
- (2019) Xiaohang Luo et al. RENEWABLE ENERGY
- Numerical analysis and experimental visualization of phase change material melting process for thermal management of cylindrical power battery
- (2018) Huan Yang et al. APPLIED THERMAL ENGINEERING
- Experimental and numerical investigation of a thermal management system for a Li-ion battery pack using cutting copper fiber sintered skeleton/paraffin composite phase change materials
- (2018) Minqiang Pan et al. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
- A comprehensive review on a passive (phase change materials) and an active (thermoelectric cooler) battery thermal management system and their limitations
- (2018) Abu Raihan Mohammad Siddique et al. JOURNAL OF POWER SOURCES
- Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
- (2018) M. Raissi et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Optimization of a phase change material based internal cooling system for cylindrical Li-ion battery pack and a hybrid cooling design
- (2017) Rui Zhao et al. ENERGY
- Experimental study on the thermal management performance of phase change material coupled with heat pipe for cylindrical power battery pack
- (2017) Jiateng Zhao et al. EXPERIMENTAL THERMAL AND FLUID SCIENCE
- Review on use of phase change materials in battery thermal management for electric and hybrid electric vehicles
- (2016) Monu Malik et al. INTERNATIONAL JOURNAL OF ENERGY RESEARCH
- Application of PCM energy storage in combination with night ventilation for space cooling
- (2015) Reza Barzin et al. APPLIED ENERGY
- Thermal management of cylindrical power battery module for extending the life of new energy electric vehicles
- (2015) Jiateng Zhao et al. APPLIED THERMAL ENGINEERING
- Experimental and numerical investigation of the application of phase change materials in a simulative power batteries thermal management system
- (2014) Ziye Ling et al. APPLIED ENERGY
- Application of PCM thermal energy storage system to reduce building energy consumption
- (2012) Jisoo Jeon et al. JOURNAL OF THERMAL ANALYSIS AND CALORIMETRY
- Review on thermal energy storage with phase change materials and applications
- (2008) Atul Sharma et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
Find the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
SearchBecome a Peeref-certified reviewer
The Peeref Institute provides free reviewer training that teaches the core competencies of the academic peer review process.
Get Started