A review on battery modelling techniques

S Tamilselvi, S Gunasundari, N Karuppiah… - Sustainability, 2021 - mdpi.com
The growing demand for electrical energy and the impact of global warming leads to a
paradigm shift in the power sector. This has led to the increased usage of renewable energy …

A critical review on renewable battery thermal management system using heat pipes

A Afzal, RK Abdul Razak… - Journal of Thermal …, 2023 - Springer
The critical review presented here exclusively covers the studies on battery thermal
management systems (BTMSs), which utilize heat pipes of different structural designs and …

Feasibility study of a novel oil-immersed battery cooling system: Experiments and theoretical analysis

J Liu, Y Fan, Q Xie - Applied Thermal Engineering, 2022 - Elsevier
The successful application of oil-immersed transformers inspires the thought about the
feasibility of the transformer oil on developing an oil-immersed battery thermal management …

Nusselt number analysis from a battery pack cooled by different fluids and multiple back-propagation modelling using feed-forward networks

I Mokashi, A Afzal, SA Khan, NA Abdullah… - International Journal of …, 2021 - Elsevier
In this article, analysis of average Nusselt number (Nu avg), which indicates the heat
removal from the battery pack cooled by flowing fluid is carried out considering coupled heat …

Battery thermal management: An optimization study of parallelized conjugate numerical analysis using Cuckoo search and Artificial bee colony algorithm

A Afzal, ADM Samee, RD Jilte, MT Islam… - International Journal of …, 2021 - Elsevier
Thermal management of heat-generating battery packs involve many operating parameters
affecting its performance, efficiency, and maintenance. Heat generation (Q gen), conductivity …

A numerical study on heat transfer performance using nanofluids in liquid cooling for cylindrical battery modules

B Venkateswarlu, S Chavan, SW Joo, SC Kim - Journal of Molecular …, 2023 - Elsevier
The study investigates the heat transfer performance of nanofluids in liquid cooling for
cylindrical battery modules. Two types of NFs, CuO/EG-water and Al 2 O 3/EG-water, were …

A model-scale experimental and theoretical study on a mineral oil-immersed battery cooling system

J Liu, Y Fan, J Wang, C Tao, M Chen - Renewable Energy, 2022 - Elsevier
The concept of immersion cooling has been proposed and validated via several numerical
studies in recent years, while systematical experimental studies and corresponding …

Feasibility study and dimensionless theoretical analysis of cylindrical lithium-ion battery module cooled by dynamic circulating transformer oil

M Chen, W Cheng, L Zhao, Y Chen - Applied Thermal Engineering, 2024 - Elsevier
Direct contact liquid cooling has demonstrated superior cooling capacity and heat exchange
efficiency in battery thermal management when compared to alternative methods. This …

Modelling and computational experiment to obtain optimized neural network for battery thermal management data

A Afzal, JK Bhutto, A Alrobaian, A Razak Kaladgi… - Energies, 2021 - mdpi.com
The focus of this work is to computationally obtain an optimized neural network (NN) model
to predict battery average Nusselt number (Nuavg) data using four activations functions. The …

Numerical study on heat dissipation performance of a lithium-ion battery module based on immersion cooling

J Liu, Q Ma, X Li - Journal of Energy Storage, 2023 - Elsevier
In order to reduce the maximum temperature and improve the temperature uniformity of the
battery module, a battery module composed of sixteen 38120-type lithium-ion batteries is …