Machine learning assisted advanced battery thermal management system: A state-of-the-art review

A Li, J Weng, ACY Yuen, W Wang, H Liu… - Journal of Energy …, 2023 - Elsevier
… This paper reviewed two major topics: battery thermal management and battery system
safety. The following are the conclusive summaries that were drawn based on our literature …

Machine learning-based temperature prediction for runtime thermal management across system components

K Zhang, A Guliani, S Ogrenci-Memik… - … on parallel and …, 2017 - ieeexplore.ieee.org
… ing thermal-aware decisions, mitigating the problem of thermalthermal behavior of a HPC
geared toward capturing thermal … framework to use more machine learning models and fewer …

Performance analysis on liquid-cooled battery thermal management for electric vehicles based on machine learning

X Tang, Q Guo, M Li, C Wei, Z Pan, Y Wang - Journal of Power Sources, 2021 - Elsevier
… In this paper, the coupling system of liquid-cooled battery thermal management system (BTMS)
and heat pump air conditioning system (HPACS) for battery electric vehicles (BEV) is …

Machine learning for power, energy, and thermal management on multicore processors: A survey

S Pagani, PDS Manoj, A Jantsch… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
… to use machine learning (ML) techniques for power and thermal management on single-core
and multicore processors. Traditional power and thermal management techniques rely on a …

[HTML][HTML] Batteries temperature prediction and thermal management using machine learning: An overview

A Al Miaari, HM Ali - Energy Reports, 2023 - Elsevier
… battery temperatures and enhancing their thermal management. In this work, we address
machine learning features along with a look at its various learning categories, frameworks, and …

Dynamic thermal management for multimedia applications using machine learning

Y Ge, Q Qiu - Proceedings of the 48th Design Automation …, 2011 - dl.acm.org
thermal management using reinforcement learning algorithm for multimedia applications. The
proposed learning … workload information or the system thermal and power characteristics. …

Thermal prediction for efficient energy management of clouds using machine learning

S Ilager, K Ramamohanarao… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… show the presence of thermal variations. We investigate several machine learning models
to … Hence, thermal management becomes a crucial process inside the data center Resource …

Machine learning-assisted effective thermal management of rotor-stator systems

S Choi, M Bang, HS Park, J Heo, MH Cho, HH Cho - Energy, 2024 - Elsevier
… supported by machine learning for thermal management of … -based machine learning-assisted
thermal management will serve as … of applications with multivariate thermal-fluid systems. …

Machine learning assisted multi-objective design optimization for battery thermal management system

X Zhou, W Guo, X Shi, C She, Z Zheng, J Zhou… - Applied Thermal …, 2024 - Elsevier
… of advanced battery thermal management systems (BTMSs) to … of considering not only the
thermal regulation effectiveness on … control strategies on both thermal performance and energy …

Machine learning assisted multiscale modeling of composite phase change materials for Li-ion batteries' thermal management

F Kolodziejczyk, B Mortazavi, T Rabczuk… - International Journal of …, 2021 - Elsevier
Thermal management is achieved by the latent heat of paraffin, with copper foam for
enhancing the thermal … of the thermal management of the battery pack. In these models the …