Application of artificial intelligence for prediction, optimization, and control of thermal energy storage systems
Energy storage is one of the core concepts demonstrated incredibly remarkable
effectiveness in various energy systems. Energy storage systems are vital for maximizing the …
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
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 …
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
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 …
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 …
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
Effective thermal management is crucial for safely operating lithium-ion batteries, particularly
under high discharge rates and abusive conditions. This study compares the thermal …
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 …
demonstrating great performance in the field of high heat flux heat dissipation. However …
Modern thermal energy storage systems dedicated to autonomous buildings
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 …
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
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 …
efficient energy storage systems. This review systematically reviews recent developments in …
[HTML][HTML] Nano-enhanced phase change materials: Fundamentals and applications
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 …
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
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 …
batteries in an air duct. The batteries are arranged in rows of cylinders and plates in the …