A Reliability-Based Framework for Phase Change Material Thermal Energy Storage under Renewable Intermittency: Linking Phase-Change Dynamics, Energy Availability and Load Matching

Authors

DOI:

https://doi.org/10.65582/ec.2026.005

Keywords:

Phase change materials, PCM thermal energy storage, Renewable energy intermittency, Energy Reliability Index, Energy availability, Load Matching Index, Enthalpy–porosity method, Demand-side reliability, Natural convection melting

Abstract

Phase change material (PCM)-based thermal energy storage is widely recognized as a key technology for integrating intermittent renewable energy into energy systems. However, most existing studies evaluate performance using temperature- or heat-transfer-based indicators, which do not directly quantify the system’s ability to meet time-dependent energy demand. This limitation becomes critical under realistic renewable operating conditions, where temporal mismatch between supply and demand governs system performance. This study develops a reliability-oriented evaluation framework for PCM-based thermal energy storage under intermittent renewable forcing. The model is applied to an n-octadecane storage system subjected to three forcing scenarios with identical daily input energy (103.13 kJ) and increasing fluctuation intensity (σ = 0.00, 0.20, 0.40). The results show that increasing intermittency leads to a systematic degradation in system performance, with ERI decreased by 10.5%, while LMI declined by 14.0% under strong intermittency and LMI decreasing from 0.931 to 0.801. At the same time, the unmet-energy deficit increased by approximately 5.10 kJ, while the critical duration of unmet demand extends from 2.1 h to 5.6 h. Despite nearly identical final liquid fraction values (0.933 to 0.904), the system exhibits significantly different reliability characteristics, highlighting the limitation of conventional thermal indicators. The results demonstrate that temporal variability affects not only the magnitude of stored energy but also its availability during critical demand periods. The proposed framework establishes a direct link between internal phase-change behavior and system-level energy reliability, providing a physically consistent basis for evaluating and designing thermal energy storage systems under intermittent renewable conditions.

References

Agyenim, F., Hewitt, N., Eames, P. and Smyth, M., 2010. A review of materials, heat transfer and phase change problem formulation for latent heat thermal energy storage systems (LHTESS), Renewable and Sustainable Energy Reviews, 14(2), pp. 615–628. DOI: https://doi.org/10.1016/j.rser.2009.10.015. DOI: https://doi.org/10.1016/j.rser.2009.10.015

Alva, G., Lin, Y. and Fang, G., 2018. An overview of thermal energy storage systems, Energy, 144, pp. 341–378. DOI: https://doi.org/10.1016/j.energy.2017.12.037. DOI: https://doi.org/10.1016/j.energy.2017.12.037

Cabeza, L.F., Martínez, F.R., Borri, E., Ushak, S. and Prieto, C., 2024. Thermal energy storage using phase change materials in high-temperature industrial applications: Multi-criteria selection of the adequate material, Materials, 17(8), 1878. DOI: https://doi.org/10.3390/ma17081878. DOI: https://doi.org/10.3390/ma17081878

Chen, Q., Kuang, Z., Liu, X. and Zhang, T., 2022. Energy storage to solve the diurnal, weekly, and seasonal mismatch and achieve zero-carbon electricity consumption in buildings, Applied Energy, 312, 118744. DOI: https://doi.org/10.1016/j.apenergy.2022.118744. DOI: https://doi.org/10.1016/j.apenergy.2022.118744

Clerjon, A. and Perdu, F., 2022. Matching intermittent electricity supply and demand with electricity storage: An optimization based on a time scale analysis, Energy, 241, 122799. DOI: https://doi.org/10.1016/j.energy.2021.122799. DOI: https://doi.org/10.1016/j.energy.2021.122799

Cosgrove, P., Roulstone, T. and Zachary, S., 2023. Intermittency and periodicity in net-zero renewable energy systems with storage, Renewable Energy, 212, pp. 299–307. DOI: https://doi.org/10.1016/j.renene.2023.04.135. DOI: https://doi.org/10.1016/j.renene.2023.04.135

Faden, M., Höhlein, S., Wanner, J., König-Haagen, A. and Brüggemann, D., 2019. Review of thermophysical property data of octadecane for phase-change studies’, Materials, 12(18), 2974. DOI: https://doi.org/10.3390/ma12182974. DOI: https://doi.org/10.3390/ma12182974

Faraj, K., Khaled, M., Faraj, J., Hachem, F. and Castelain, C., 2021. A review on phase change materials for thermal energy storage in buildings: Heating and hybrid applications, Journal of Energy Storage, 33, 101913. DOI: https://doi.org/10.1016/j.est.2020.101913. DOI: https://doi.org/10.1016/j.est.2020.101913

Jayathunga, D.S., Karunathilake, H.P., Narayana, M. and Witharana, S., 2024. Phase change material (PCM) candidates for latent heat thermal energy storage (LHTES) in concentrated solar power (CSP) based thermal applications: A review, Renewable and Sustainable Energy Reviews, 189, Part B, 113904. DOI: https://doi.org/10.1016/j.rser.2023.113904. DOI: https://doi.org/10.1016/j.rser.2023.113904

Kenisarin, M. and Mahkamov, K., 2007. Solar energy storage using phase change materials, Renewable and Sustainable Energy Reviews, 11(9), pp. 1913–1965. DOI: https://doi.org/10.1016/j.rser.2006.05.005. DOI: https://doi.org/10.1016/j.rser.2006.05.005

Koca, A., Oztop, H.F., Koyun, T. and Varol, Y., 2008. Energy and exergy analysis of a latent heat storage system with phase change material for a solar collector, Renewable Energy, 33(4), pp. 567–574. DOI: https://doi.org/10.1016/j.renene.2007.03.012. DOI: https://doi.org/10.1016/j.renene.2007.03.012

Li, Y.Q., He, Y.L., Wang, Z.F., Xu, C. and Wang, W., 2012. Exergy analysis of two phase change materials storage system for solar thermal power with finite-time thermodynamics, Renewable Energy, 39(1), pp. 447–454. DOI: https://doi.org/10.1016/j.renene.2011.08.026. DOI: https://doi.org/10.1016/j.renene.2011.08.026

Nazir, H., Batool, M., Bolivar Osorio, F.J., Isaza-Ruiz, M., Xu, X., Vignarooban, K., Phelan, P., Inamuddin and Kannan, A.M., 2019. Recent developments in phase change materials for energy storage applications: A review, International Journal of Heat and Mass Transfer, 129, pp. 491–523. DOI: https://doi.org/10.1016/j.ijheatmasstransfer.2018.09.126. DOI: https://doi.org/10.1016/j.ijheatmasstransfer.2018.09.126

Rahman, M.A., Zairov, R., Akylbekov, N., Zhapparbergenov, R. and Hasnain, S.M.M., 2024. Pioneering heat transfer enhancements in latent thermal energy storage: Passive and active strategies unveiled, Heliyon, 10(19), e37981. DOI: https://doi.org/10.1016/j.heliyon.2024.e37981. DOI: https://doi.org/10.1016/j.heliyon.2024.e37981

Rathod, M.K. and Banerjee, J., 2013. Thermal stability of phase change materials used in latent heat energy storage systems: A review, Renewable and Sustainable Energy Reviews, 18, pp. 246–258. DOI: https://doi.org/10.1016/j.rser.2012.10.022. DOI: https://doi.org/10.1016/j.rser.2012.10.022

Riffat, J., & Samaei, S. R., 2025. Recent advances in perovskite–silicon tandem solar cells: Progress, challenges, and pathways to commercialisation. Energy Catalyst, 1(9), 113–126. DOI: https://doi.org/10.61552/EC.2025.009. https://energycatalystjournal.com/index.php/ec/article/view/1139. DOI: https://doi.org/10.61552/EC.2025.009

Riffat, J., & Samaei, S. R., 2026. Computational Fluid Dynamics in Hybrid Passive–Active Heat Recovery Systems for High-Performance Buildings: A Critical Review. Global Decarbonisation, 2(1), 44–72. DOI: https://doi.org/10.65582/gd.2026.005. https://globaldecarbonisation.com/index.php/gd/article/view/1198. DOI: https://doi.org/10.65582/gd.2026.005

Riffat, J., & Samaei, S. R., 2026. Thermochemical energy storage for renewable grids: A critical review of materials, reactor architectures, and integration strategies. Research and Reviews in Sustainability, 2(1), 12–30. DOI: https://doi.org/10.65582/rrs.2026.003. https://sustainability-journal.com/index.php/rrs/article/view/958. DOI: https://doi.org/10.65582/rrs.2026.003

Rocha, T.T.M., Trevizoli, P.V. and Oliveira, R.N., 2023. The role of the phase-change material properties, porosity constant, and their combination for melting problems using the enthalpy-porosity scheme, Thermal Science and Engineering Progress, 46, 102198. DOI: https://doi.org/10.1016/j.tsep.2023.102198. DOI: https://doi.org/10.1016/j.tsep.2023.102198

Samaei, S. R., & Riffat, J., 2026. Cognitive digital twins for climate-resilient building energy systems: Diagnosis-informed control under extreme thermal stress. Artificial Intelligence for Sustainable Cities, 1(1), 61–89. DOI: https://doi.org/10.65582/aifsc.2026.005. https://aiforsustainablecities.com/index.php/aifsc/article/view/1037. DOI: https://doi.org/10.65582/aifsc.2026.005

Samaei, S. R., & Riffat, J., 2026. From Optimization to Stability Preservation: A Self-Healing, Action-Bearing Digital Twin for Climate-Stressed Building Energy Systems. Green Technology & Innovation, 2(1), 126–148. DOI: https://doi.org/10.65582/gti.2026.008. https://gtijournal.com/index.php/gti/article/view/1039. DOI: https://doi.org/10.65582/gti.2026.008

Sharma, A., Tyagi, V.V., Chen, C.R. and Buddhi, D., 2009. Review on thermal energy storage with phase change materials and applications, Renewable and Sustainable Energy Reviews, 13(2), pp. 318–345. DOI: https://doi.org/10.1016/j.rser.2007.10.005. DOI: https://doi.org/10.1016/j.rser.2007.10.005

Vogel, J. and Thess, A., 2019. Validation of a numerical model with a benchmark experiment for melting governed by natural convection in latent thermal energy storage, Applied Thermal Engineering, 148, pp. 147–159. DOI: https://doi.org/10.1016/j.applthermaleng.2018.11.032. DOI: https://doi.org/10.1016/j.applthermaleng.2018.11.032

Voller, V.R. and Prakash, C., 1987. A fixed grid numerical modelling methodology for convection-diffusion mushy region phase-change problems, International Journal of Heat and Mass Transfer, 30(8), pp. 1709–1720. DOI: https://doi.org/10.1016/0017-9310(87)90317-6. DOI: https://doi.org/10.1016/0017-9310(87)90317-6

Zalba, B., Marín, J.M., Cabeza, L.F. and Mehling, H., 2003. Review on thermal energy storage with phase change: Materials, heat transfer analysis and applications, Applied Thermal Engineering, 23(3), pp. 251–283. DOI: https://doi.org/10.1016/S1359-4311(02)00192-8. DOI: https://doi.org/10.1016/S1359-4311(02)00192-8

Downloads

Published

2026-07-10

How to Cite

Riffat, J., & Samaei, S. R. (2026). A Reliability-Based Framework for Phase Change Material Thermal Energy Storage under Renewable Intermittency: Linking Phase-Change Dynamics, Energy Availability and Load Matching. Energy Catalyst, 2, 63–86. https://doi.org/10.65582/ec.2026.005

Issue

Section

Technical Articles