Abstract
The growing demand for high-performance lithium-ion batteries necessitates electrode materials capable of simultaneously delivering high capacity, stable charge transport, and effective thermal management, particularly in thick-electrode architectures used in next-generation energy systems. This study introduces a tailored multiphysics modeling framework to analyze the thermal–electrical behavior of ZnO/mesoporous carbon (ZnO/MC) nanocomposite anodes, which combine the high theoretical capacity of ZnO with the conductive, porous, and thermally robust character of mesoporous carbon. Using a particle-resolved COMSOL geometry that explicitly embeds discrete ZnO nanoparticles within a mesoporous carbon matrix, the model integrates transient heat conduction, Joule heating, exothermic conversion-reaction heat, temperature-dependent electrical conductivity, and realistic interfacial resistance effects. This material-specific approach addresses limitations of conventional homogenized or generic battery simulations. Results for a 150 µm electrode cycled at 1C demonstrate an 11.8% reduction in peak temperature (42.8 °C versus 48.5 °C for pure ZnO) and a 21.4% decrease in potential drop (0.09 V versus 0.14 V), driven by enhanced heat dissipation and uniform current pathways provided by the carbon network. Parametric analyses across C-rates and electrode thicknesses further show that ZnO/MC suppresses hotspot formation, minimizes polarization, and maintains transport uniformity even under fast-charging and high-areal-capacity conditions. Validation against experimental CV and EIS data confirms strong reproducibility and accuracy of the coupled model. Overall, this work highlights ZnO/MC as a promising anode material and establishes a robust, extensible multiphysics methodology that advances the understanding and optimization of heterogeneous nanocomposites for safer and higher-efficiency lithium-ion batteries.
Similar content being viewed by others
Data availability
The datasets used and analysed during the current study available from the corresponding author on reasonable request.
References
Saeed, M., Marwani, H. M., Shahzad, U., Asiri, A. M. & Rahman, M. M. Recent advances, challenges, and future perspectives of ZnO nanostructure materials towards energy applications. Chem. Rec. 24, e202300106 (2024).
Zhao, L. et al. Revisiting the roles of natural graphite in ongoing lithium‐ion batteries. Adv. Mater. 34, 2106704 (2022).
Savitha, H., Kottam, N., Sampath, C., Madhu, G. & Aishwarya, C. Recent advances in cost-effective ZnO-based electrode material for lithium-ion batteries. ChemistrySelect 9, e202402489 (2024).
Khairudin, A., Suhaimi, S., Mohd Taib, N. A., Mohamad Isa, M. I. N. & Wan Ismail, W. Z. A review study of binary and ternary ZnO/C composites as anodes for high-capacity lithium-ion batteries. Ionics 29, 4939–4969 (2023).
Guo, R. et al. ZnO/C nanocomposite microspheres with capsule structure for anode materials of lithium ion batteries. Ceram. Int. 46, 19966–19972 (2020).
Yuan, S. et al. Mesoporous carbon materials for electrochemical energy storage and conversion. ChemElectroChem 9, e202101182 (2022).
Wang, F. et al. Mesoporous carbon-based materials for enhancing the performance of lithium-sulfur batteries. Int. J. Mol. Sci. 24, 7291 (2023).
Xiang, Y., Lu, L., Kottapalli, A. G. P. & Pei, Y. Status and perspectives of hierarchical porous carbon materials in terms of high‐performance lithium–sulfur batteries. Carbon Energy 4, 346–398 (2022).
Xiao, Y. et al. Benchmarking the match of porous carbon substrate pore volume on silicon anode materials for lithium-ion batteries. Small 20, 2404440 (2024).
Wei, X. et al. Biomass derived fibrous porous carbon loaded zinc oxide nanoparticles as high-performance anode materials for lithium ion batteries. J. Energy Storage 70, 107854 (2023).
Thauer, E. et al. Novel synthesis and electrochemical investigations of ZnO/C composites for lithium-ion batteries. J. Mater. Sci. 56, 13227–13242 (2021).
Ouyang, Y. et al. Carbon cloth with lithiophilic carbon-coated ZnO nanotubes as anode current collector for hybrid lithium ion/lithium metal battery. Carbon 229, 119452 (2024).
Bui, V. K. H., Pham, T. N., Hur, J. & Lee, Y.-C. Review of ZnO binary and ternary composite anodes for lithium-ion batteries. Nanomaterials 11, 2001 (2021).
Tian, C., Lin, F. & Doeff, M. M. Electrochemical characteristics of layered transition metal oxide cathode materials for lithium ion batteries: Surface, bulk behavior, and thermal properties. Acc. Chem. Res. 51, 89–96 (2017).
Shen, W., Wang, N., Zhang, J., Wang, F. & Zhang, G. Heat generation and degradation mechanism of lithium-ion batteries during high-temperature aging. ACS Omega 7, 44733–44742 (2022).
Yang, F. et al. Rapid Joule heating-induced welding of silicon and graphene for enhanced lithium-ion battery anodes. Chem. Eng. J. 494, 152828 (2024).
Tahir, M. W. & Merten, C. Multi-scale thermal modeling, experimental validation, and thermal characterization of a high-power lithium-ion cell for automobile application. Energy Convers. Manag. 258, 115490 (2022).
Beepat, K. G., Sharma, D. P., Pathak, D. & Mahajan, A. COMSOL multiphysics-based modeling approach to solar cell development. Int. J. Mod. Phys. B 37, 2350114 (2023).
Guo, S., Li, J., Wang, Y. & Wang, Z. Electrochemical-thermal coupling model of lithium-ion battery at ultra-low temperatures. Appl. Therm. Eng. 240, 122205 (2024).
Zheng, J. et al. Strategies and challenge of thick electrodes for energy storage: A review. Batteries 9, 151 (2023).
Kumar, A., Sharma, K. & Dixit, A. R. A review of the mechanical and thermal properties of graphene and its hybrid polymer nanocomposites for structural applications. J. Mater. Sci. 54, 5992–6026 (2019).
Liang, X., Yang, Y., Dai, F. & Wang, C. Orientation dependent physical transport behavior and the micro-mechanical response of ZnO nanocomposites induced by SWCNTs and graphene: Importance of intrinsic anisotropy and interfaces. J. Mater. Chem. C 7, 1208–1221 (2019).
Wang, F. et al. Synergetic improvement of dielectric properties and thermal conductivity in Zn@ ZnO/carbon fiber reinforced silicone rubber dielectric elastomers. Compos. Part A Appl. Sci. Manuf. 181, 108129 (2024).
Xu, G., Zhu, C. & Gao, G. Recent progress of advanced conductive metal–organic frameworks: Precise synthesis, electrochemical energy storage applications, and future challenges. Small 18, 2203140 (2022).
Vogel, J. E. et al. Li-ion battery electrode contact resistance estimation by mechanical peel test. J. Electrochem. Soc. 169, 080508 (2022).
Yang, K. et al. Optimizing kinetics for enhanced potassium-ion storage in carbon-based anodes. Adv. Func. Mater. 33, 2306190 (2023).
Deshpande, V. S. & McMeeking, R. M. Models for the interplay of mechanics, electrochemistry, thermodynamics, and kinetics in lithium-ion batteries. Appl. Mech. Rev. 75, 010801 (2023).
Marx, J. et al. Fundamentals of the temperature-dependent electrical conductivity of a 3D carbon foam—Aerographite. Synth. Met. 235, 145–152 (2018).
Galatro, D., Al-Zareer, M., Da Silva, C., Romero, D. A. & Amon, C. H. Thermal behavior of lithium-ion batteries: Aging, heat generation, thermal management and failure (2020).
Liu, Z., Su, S., Zhao, Y., Wang, L. & Wang, Y. Multi-morphology composite: Particle & petal-shaped ZnFe2O4/flower-shaped ZnO@ porous biomass carbon with excellent broadband microwave absorption performance. Carbon 215, 118448 (2023).
Chen, G. Ballistic-diffusive equations for transient heat conduction from nano to macroscales. J. Heat Transfer 124, 320–328 (2002).
Pei, S., Shen, C., Zhang, C., Ren, N. & You, S. Characterization of the interfacial joule heating effect in the electrochemical advanced oxidation process. Environ. Sci. Technol. 53, 4406–4415 (2019).
Jeong, M. G., Cho, J.-H. & Lee, B. J. Heat transfer analysis of a high-power and large-capacity thermal battery and investigation of effective thermal model. J. Power Sources 424, 35–41 (2019).
Gesele, G., Linsmeier, J., Drach, V., Fricke, J. & Arens-Fischer, R. Temperature-dependent thermal conductivity of porous silicon. J. Phys. D Appl. Phys. 30, 2911 (1997).
Hund, T. J., Kucera, J. P., Otani, N. F. & Rudy, Y. Ionic charge conservation and long-term steady state in the Luo–Rudy dynamic cell model. Biophys. J. 81, 3324–3331 (2001).
Christensen, D. A. Ohm’s law: Current, voltage and resistance. In Introduction to biomedical engineering: Biomechanics and bioelectricity 1–11 (Springer, 2009).
Ke, X. et al. Growth control of Metal-Organic Framework films on marine biological carbon and their potential-dependent dopamine sensing. ACS Appl. Mater. Interfaces 15, 12005–12016 (2023).
Li, P. et al. Facile synthesis of ZnO/mesoporous carbon nanocomposites as high-performance anode for lithium-ion battery. Chem. Eng. J. 271, 173–179 (2015).
Bui, V. K. H., Pham, T. N., Hur, J. & Lee, Y. C. Review of ZnO binary and ternary composite anodes for lithium-ion batteries. Nanomaterials 11(8), 2001 (2021).
Khairudin, A., Suhaimi, S., Mohd Taib, N. A., Mohamad Isa, M. I. N. & Wan Ismail, W. Z. A review study of binary and ternary ZnO/C composites as anodes for high-capacity lithium-ion batteries. Ionics 29(12), 4939–4969 (2023).
Zhang, J., Ding, R., Li, F., Tian, Z. & Lu, Y. ZIF-8-derived ultrasmall ZnO nanoparticles embedded in porous carbon nanocage as anode material for lithium-ion batteries. Ionics 30(9), 5215–5224 (2024).
Sharma, D. K., Shukla, S., Sharma, K. K. & Kumar, V. A review on ZnO: Fundamental properties and applications. Mater. Today: Proceed. 49, 3028–3035 (2022).
Mansy, S., Musleh, H., Shaat, S., Asad, J. & AlDahoudi, N. Computational and experimental study of wurtzite phase ZnO nanoparticles. Mater. Today Commun. 35, 105688 (2023).
Lan, K. & Zhao, D. Functional ordered mesoporous materials: Present and future. Nano Lett. 22(8), 3177–3179 (2022).
Thomas, A. S., Ghosh, N., Panigrahi, B. K. & Garg, A. Thermal modelling, simulation and investigation of cylindrical lithium‐ion batteries—A comprehensive study. Energy Storage 4(6), e358 (2022).
Doyle, M., Fuller, T. F. & Newman, J. Modeling of galvanostatic charge and discharge of the lithium/polymer/insertion cell. J. Electrochem. Soc. 140(6), 1526 (1993).
Fuller, T. F., Doyle, M. & Newman, J. Simulation and optimization of the dual lithium ion insertion cell. J. Electrochem. Soc. 141(1), 1 (1994).
Newman, J., Thomas, K. E., Hafezi, H. & Wheeler, D. R. Modeling of lithium-ion batteries. J. Power Sources 119, 838–843 (2003).
Wang, X. et al. Internal temperature evolution of lithium-ion battery over long-term cycling via advanced fiber sensing. J. Power Sources 652, 237604 (2025).
Wang, X. et al. Non-damaged lithium-ion batteries integrated functional electrode for operando temperature sensing. Energy Storage Mater. 65, 103160 (2024).
Chen, H. et al. Simulation and comparative study of the effect of the electrical connection between the battery electrodes on the battery thermal behavior. J. Energy Storage 72, 108409 (2023).
Chen, H., Zhang, T., Gao, Q. & Huang, H. Thermo-electric behavior analysis and coupled model characterization of 21,700 cylindrical ternary lithium batteries affected by cyclic aging. Sustain. Energy Technol. Assess. 71, 104013 (2024).
Chen, H., Zhang, T., Chen, H. & Gao, Q. Thermoelectric coupling model construction of 21,700 cylindrical ternary lithium batteries under wide temperature range environment. J. Therm. Anal. Calorim. 149, 12071–12082 (2024).
Funding
No funding was received for this study.
Author information
Authors and Affiliations
Contributions
M.A. and G.P.P. developed the simulation methodology and performed the computational modeling. S.A. and S.R. contributed to data analysis, validation, and interpretation of results. A.P. and R.S. assisted in literature review, drafting sections of the introduction, and refining the discussion. A.S.C. prepared the figures and assisted in result visualization. A.N. conceptualized and supervised the study, coordinated the research activities, and wrote the main manuscript text. All authors reviewed, edited, and approved the final version of 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
Abushuhel, M., Priya, G.P., Al-Hasnaawei, S. et al. Thermal–electrical multiphysics modeling of ZnO/mesoporous carbon nanocomposite anodes for lithium-ion batteries. Sci Rep (2026). https://doi.org/10.1038/s41598-026-40242-x
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-026-40242-x


