Applications of machine learning techniques in energy systems integrated with phase change materials-A concise review

S Rashidi - Engineering Analysis with Boundary Elements, 2023 - Elsevier
Phase change materials have received many attentions during last years owing to their
potentials for thermal energy storage. High latent heat of these materials enables improved …

Comprehensive analysis of flow and heat transfer performance in triply periodic minimal surface (TPMS) heat exchangers based on Fischer-Koch S, PMY, FRD, and …

I El Khadiri, M Abouelmajd, M Zemzami… - … Communications in Heat …, 2024 - Elsevier
Industries engaged in the perpetual production, consumption, and conservation of energy
demand precise thermal-management methodologies. Additive manufacturing enables the …

Exploring efficacy of machine learning (artificial neural networks) for enhancing reliability of thermal energy storage platforms utilizing phase change materials

G Ren, A Chuttar, D Banerjee - International Journal of Heat and Mass …, 2022 - Elsevier
Abstract Thermal Energy Storage (TES) platforms mitigate the paucity between peaks in
consumption and supply, ie, they absorb thermal energy during periods of excess supply …

Review of supercooling suppression of phase change materials based on nanoparticles

Y Gao, Y Zhao, X Wang, M Mohit, M Xu, AP Sasmito - Thermochimica Acta, 2025 - Elsevier
The phenomenon of supercooling in phase change materials has been a major obstacle to
the effective use of these materials in thermal energy storage systems. Numerous studies …

Leveraging machine learning (artificial neural networks) for enhancing performance and reliability of thermal energy storage platforms utilizing phase change …

A Chuttar, A Thyagarajan… - Journal of Energy …, 2022 - asmedigitalcollection.asme.org
Phase change materials (PCMs) have garnered significant attention over recent years due
to their efficacy for thermal energy storage (TES) applications. High latent heats exhibited by …

[PDF][PDF] Multi-Scale Modelling and Design of Thermal Energy Storage (TES) Devices Based on Cementitious Materials.

M Rahjoo - 2024 - cfm.ehu.es
This thesis investigates the potential of using geopolymer concrete as an alternative to
ordinary Portland cement (OPC) for thermal energy storage (TES) systems, particularly for …

Deep learning to enhance transient thermal performance and real-time control of an energy storage (TES) platform

A Chuttar, N Shettigar, A Thyagrajan… - 2021 20th IEEE …, 2021 - ieeexplore.ieee.org
Phase Change Materials (PCMs) are used for thermal energy storage (TES) due to their
high latent heat capacity. While inorganic PCMs have the ability to store large amounts of …

Recent trends in artificial intelligence-inspired electronic thermal management—A review

A Chharia, N Mehta, S Gupta, S Prajapati - Recent Advances in Thermal …, 2023 - Springer
The rise of computation-based methods in thermal management has gained immense
attention in recent years due to its ability to solve complex 'physics' problems, which are …