The critical review presented here exclusively covers the studies on battery thermal management systems (BTMSs), which utilize heat pipes of different structural designs and …
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 …
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 …
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 …
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 …
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 …
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 …
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 …