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Optimization and analysis of maximum temperature in a battery pack affected by low to high Prandtl number coolants using response surface methodology and particle swarm optimization algorithm

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TLDR
In this paper, the thermal analysis of heat-generating battery pack cooled by several coolants is analyzed numerically, including gases, oils, thermal oils, nanofluids, and liquid metals.
Abstract
Thermal analysis of heat-generating battery pack cooled by several coolants is analyzed numerically. The coolant used are gases, oils, thermal oils, nanofluids, and liquid metals to find the best c...

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A Review on Battery Modelling Techniques

TL;DR: An extensive study of various battery models such as electrochemical models, mathematical models, circuit-oriented models and combined models for different types of batteries, and the approaches, advantages and disadvantages of black box and grey box type battery modelling are analysed.
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A study on the effects of forced air-cooling enhancements on a 150 W solar photovoltaic thermal collector for green cities

TL;DR: In this article , the effect of forced cooling enhancements such as baffles and fins on the performance of the 150 W solar photovoltaic thermal collectors (PV/T) was investigated.
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Modelling and Computational Experiment to Obtain Optimized Neural Network for Battery Thermal Management Data

TL;DR: In this paper, an optimized neural network (NN) model was proposed to predict battery average Nusselt number (Nuavg) data using four activations functions, including Sigmoidal, Gaussian, Tanh, and Linear functions.
References
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Journal ArticleDOI

A review of lithium-ion battery state of charge estimation and management system in electric vehicle applications: Challenges and recommendations

TL;DR: In this article, a comprehensive review of the battery state of charge estimation and its management system for the sustainable future electric vehicles (EVs) applications is presented, which can guarantee a reliable and safe operation and assess the battery SOC.
Journal ArticleDOI

Lithium iron phosphate based battery: Assessment of the aging parameters and development of cycle life model

TL;DR: In this article, the impact of the working temperature on the battery performance over its lifetime was analyzed and a cycle life model was developed to predict the battery cycleability accurately, which revealed that the cycle life of the battery degrades the more the charge current rate increases.
Journal ArticleDOI

Reciprocating air flow for Li-ion battery thermal management to improve temperature uniformity

TL;DR: A new battery thermal management method using a reciprocating air flow for cylindrical Li-ion (LiMn 2 O 4 /C) cells was numerically analyzed using a two-dimensional computational fluid dynamics (CFD) model and a lumped-capacitance thermal model for battery cells and a flow network model.
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Investigation of power battery thermal management by using mini-channel cold plate

TL;DR: In this article, a mini-channel cold plate-based battery thermal management system is designed to cool a rectangular Li-ion battery, and a three-dimensional thermal model of the cooling system was established and the effects of number of channels, flow direction, inlet mass flow rate and ambient temperature on temperature rise and distribution of the battery during the discharge process were investigated.
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Thermal investigation of lithium-ion battery module with different cell arrangement structures and forced air-cooling strategies

TL;DR: In this paper, the thermal performance of battery module under different cell arrangement structures, which includes: 1.5 × 5 arrays rectangular arrangement, 19 cells hexagonal arrangement and 28 cells circular arrangement, was explored.
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