Abstract
In this paper, we developed a opto-electro-thermal model using the 3D finite element method (FEM) in order to assess the temperature-dependent performance of perovskite solar cells (PSCs). The FEM-based model we developed is fully coupled, allowing us to model the optical absorption, charge transport, and heat generation processes all at once, which will provide a more precise evaluation of device performance. Four perovskite absorber materials (MASnI\(_3\), MAPbI\(_3\), CsPbI\(_3\), and CsSnI\(_3\)) were evaluated based on three heat generation mechanisms: Joule heating, non-radiative recombination, and thermalization. Based on the proposed model, the extent of temperature rise within the device and its impact on device performance-primarily open-circuit voltage (\(V_{oc}\)) and power conversion efficiency (PCE) are assessed. The simulation results show that the temperature-dependent performance of the PSC, varies according to the absorption layer material, as each type of absorber showed unique thermal behavior. In particular, CsSnI\(_3\) exhibited notable temperature-dependent performance under thermal coupling, with a \(V_{oc}\) reduction of only 2.38% and a PCE variation of 9.12%, showing a high photovoltaic response but higher temperature sensitivity under temperature variation compared to CsPbI\(_3\).
Similar content being viewed by others
Data availability
The data that support the findings of this study are available from the corresponding author on reasonable request.
Code availability
The code used in this study is available from the corresponding author upon reasonable request.
References
Kim, J. Y., Lee, J., Jung, H., Shin, H. & Park, N. High-efficiency perovskite solar cells. Chem. Rev. 120(15), 7867–7918 (2020).
Afridi, K., Noman, M. & Jan, S. T. Evaluating the influence of novel charge transport materials on the photovoltaic properties of masni3 solar cells through scaps-1d modelling. R. Soc. Open Sci. 11 (2024).
Sheikh, A. et al. Effects of high temperature and thermal cycling on the performance of perovskite solar cells: Acceleration of charge recombination and deterioration of charge extraction. ACS Appl. Mater. Interfaces 9(40), 35018–35029 (2017).
Cheacharoen, R. et al. Encapsulating perovskite solar cells to withstand damp heat and thermal cycling. Sustain. Energy Fuels 2, 2398–2406 (2018).
Liu, Y. et al. Investigation of internal thermal distribution in inverted perovskite solar cell and improvement of its heat dissipation performance. Phys. Scripta (2024).
Zandi, S., Saxena, P. & Gorji, N. E. Numerical simulation of heat distribution in RGO-contacted perovskite solar cells using comsol. Sol. Energy 197, 105–110 (2020).
Hajjiah, A. Heat dissipation in perovskite solar cells with different grain shapes. Sol. Energy 293, 113479 (2025).
Bahrami, M. et al. Heat generation in perovskite/cztsse tandem solar cells. Sustain. Mater. Technol. 43, e01308 (2025).
Rostami, A., Tofigi, I., Barzinjy, A. A. & Mirtagioglu, H. Theoretical modelling of high-efficiency perovskite solar cells and reduction of internal heat generation using hot-electron extraction. Opt. Quant. Electron. 54(4), 234 (2022).
Moradi, A. et al. Thermal modeling of perovskite solar cells: Electron and hole transfer layers effects. Optik 302, 171683 (2024).
Zandi, S., Seresht, M. J., Khan, A. & Gorji, N. E. Simulation of heat loss in cu2znsn4sxse4-x thin film solar cells: A coupled optical-electrical-thermal modeling. Renew. Energy 181, 320–328 (2022).
Yang, N. et al. Improving heat transfer enables durable perovskite solar cells. Adv. Energy Mater. 12 (2022).
Saxena, P. & Gorji, N. E. Comsol simulation of heat distribution in perovskite solar cells: coupled optical-electrical-thermal 3-d analysis. IEEE J. Photovolt. 9(6), 1693–1698 (2019).
Ivriq, S. B., Mohammadi, M. H. & Davidsen, R. S. Enhancing photovoltaic efficiency in half-tandem mapbi3/masni3 perovskite solar cells with triple core-shell plasmonic nanoparticles. Sci. Rep. 15(1), 1478 (2025).
Zandi, S. & Razaghi, M. Finite element simulation of perovskite solar cell: A study on efficiency improvement based on structural and material modification. Sol. Energy 179, 298–306 (2019).
Shen, Y., Wang, F. Q. & Wang, Q. Ultralow thermal conductivity and negative thermal expansion of cuscn. Nano Energy 73, 104822 (2020).
Ren, H. et al. Hollow multishelled heterostructured anatase/tio2 (b) with superior rate capability and cycling performance. Adv. Mater. 31(10), 1805754 (2019).
Lin, L. et al. Simulated development and optimized performance of cspbi3 based all-inorganic perovskite solar cells. Sol. Energy 198, 454–460 (2020).
Gan, Y. et al. Numerical simulation of high-performance cspbi3/fapbi3 heterojunction perovskite solar cells. Energies 15(19), 7301 (2022).
Lee, W. et al. Ultralow thermal conductivity in all-inorganic halide perovskites. Proc. Natl. Acad. Sci. 114, 8693–8697 (2017).
Morimoto, M. et al. Electronic structure and thermal conductance of the masni3/bi2te3 interface: A first-principles study. Sci. Rep. 12(1), 217 (2022).
Ball, J. et al. Optical properties and limiting photocurrent of thin-film perovskite solar cells. Energy Environ. Sci. 8, 602–609 (2015).
Moradbeigi, M. & Razaghi, M. Investigation of optical and electrical properties of novel 4t all perovskite tandem solar cell. Sci. Rep. 12(1), 6733 (2022).
Donnarumma, G., Woźny, J. & Lisik, Z. Numerical solution of the anisotropic Poisson equation for sic semiconductors device simulation. Mater. Sci. Eng. B-Adv. Funct. Solid-State Mater. 176, 293–296 (2011).
Jindal, P., Kumar, B. S. & Bhattacharya, J. Coupled electrochemical-abuse-heat-transfer model to predict thermal runaway propagation and mitigation strategy for an EV battery module. J. Energy Storage (2021).
Jiang, M., Zhang, W. & Tang, J. Transient performance modelling of ultra-thin SN-based perovskite solar cells based on electrode contact design to improve thermal stability. Eur. Phys. J. Plus 137(8), 978 (2022).
Shang, A. & Li, X. Photovoltaic devices: Opto-electro-thermal physics and modeling. Adv. Mater. 29(8), 1603492 (2017).
Funding
The authors declare that no funds, grants, or other support were received during the preparation of this manuscript.
Author information
Authors and Affiliations
Contributions
M.R. and R.S. initiated the idea. M.R. and R.S. developed the concept. R.S. wrote the simulation algorithm and did the calculations and theoretical analysis. M.R. supervised the study. All authors discussed the content, analyzed the data, reviewed, and edited the manuscript.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
About this article
Cite this article
Suldozi, R., Razaghi, M. Investigation of perovskite solar cell temperature-dependent performance: a coupled opto-electro-thermal modeling approach. Sci Rep (2026). https://doi.org/10.1038/s41598-026-48525-z
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-026-48525-z


