Application of artificial intelligence for prediction, optimization, and control of thermal energy storage systems

AG Olabi, AA Abdelghafar, HM Maghrabie… - Thermal Science and …, 2023 - Elsevier
Energy storage is one of the core concepts demonstrated incredibly remarkable
effectiveness in various energy systems. Energy storage systems are vital for maximizing the …

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
With an increasingly wider application of the lithium-ion battery (LIB), specifically the drastic
increase of electric vehicles in cosmopolitan cities, improving the thermal and fire resilience …

LSTM-BP neural network analysis on solid-liquid phase change in a multi-channel thermal storage tank

T **ao, Z Liu, L Lu, H Han, X Huang, X Song… - … Analysis with Boundary …, 2023 - Elsevier
Latent heat thermal storage (LHTS) system is a crucial technology for achieving carbon
neutrality and alleviating energy stress. Although metal foam can ameliorate the thermal …

Review on thermal management of lithium-ion batteries for electric vehicles: Advances, challenges, and outlook

L He, Z Gu, Y Zhang, H **g, P Li - Energy & Fuels, 2023 - ACS Publications
Due to strict regulations and the requirement to reduce greenhouse gas emissions, electric
vehicles (BEVs) are a promising mode of transportation. The lithium battery is the most …

Comparison of different cooling techniques for a lithium-ion battery at various discharge rates using electrochemical thermal modeling

B Heidarshenas, A Aghaei, AH Zamani… - Applied Thermal …, 2025 - Elsevier
Effective thermal management is crucial for safely operating lithium-ion batteries, particularly
under high discharge rates and abusive conditions. This study compares the thermal …

Multi-objective optimization of integrated lithium-ion battery thermal management system

H Shi, M Liu, Y Li, S Wang, C Qiu, M Cheng… - Applied Thermal …, 2023 - Elsevier
Battery thermal management system (BTMS) based on phase change materials (PCM) are
demonstrating great performance in the field of high heat flux heat dissipation. However …

Modern thermal energy storage systems dedicated to autonomous buildings

M Musiał, L Lichołai, D Katunský - Energies, 2023 - mdpi.com
This paper presents a detailed analysis of the research into modern thermal energy storage
systems dedicated to autonomous buildings. The paper systematises the current state of …

A review of the role of advanced materials in enhancing performance and thermal management of Li-ion batteries

Y Yuan, B Heidarshenas - International Communications in Heat and Mass …, 2024 - Elsevier
The constant search for new materials for LIBs is crucial to satisfy the ever-growing need for
efficient energy storage systems. This review systematically reviews recent developments in …

[HTML][HTML] Nano-enhanced phase change materials: Fundamentals and applications

Z Said, AK Pandey, AK Tiwari, B Kalidasan… - Progress in Energy and …, 2024 - Elsevier
Abstract Phase Change Materials (PCMs) enable thermal energy storage in the form of
latent heat during phase transition. PCMs significantly improve the efficiency of solar power …

Effect of splitter damper on airflow conduction for thermal management of a lithium-ion battery cooling system with plate and cylindrical batteries

H Chen, A Abidi, SM Sajadi, Y Yuan, HŞ Aybar… - Journal of the Taiwan …, 2023 - Elsevier
Background This paper simulates a lithium-ion battery pack (BRK) with cylindrical and plate
batteries in an air duct. The batteries are arranged in rows of cylinders and plates in the …