Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

Advertisement

Scientific Reports
  • View all journals
  • Search
  • My Account Login
  • Content Explore content
  • About the journal
  • Publish with us
  • Sign up for alerts
  • RSS feed
  1. nature
  2. scientific reports
  3. articles
  4. article
Thermal–electrical multiphysics modeling of ZnO/mesoporous carbon nanocomposite anodes for lithium-ion batteries
Download PDF
Download PDF
  • Article
  • Open access
  • Published: 16 February 2026

Thermal–electrical multiphysics modeling of ZnO/mesoporous carbon nanocomposite anodes for lithium-ion batteries

  • Mohammad Abushuhel1,
  • G. Padma Priya2,
  • Shaker Al-Hasnaawei3,4,
  • Subhashree Ray5,
  • Amrita Pal6,
  • Renu Sharma7,
  • Ashish Singh Chauhan8 &
  • …
  • Amirali Nikpendar9 

Scientific Reports , Article number:  (2026) Cite this article

  • 746 Accesses

  • Metrics details

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Chemistry
  • Energy science and technology
  • Engineering
  • Materials science

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

Zinc ion thermal charging cell for low-grade heat conversion and energy storage

Article Open access 10 January 2022

Enabling giant thermopower by heterostructure engineering of hydrated vanadium pentoxide for zinc ion thermal charging cells

Article Open access 26 October 2023

High figure-of-merit for ZnO nanostructures by interfacing lowly-oxidized graphene quantum dots

Article Open access 14 March 2024

Data availability

The datasets used and analysed during the current study available from the corresponding author on reasonable request.

References

  1. 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).

    Google Scholar 

  2. Zhao, L. et al. Revisiting the roles of natural graphite in ongoing lithium‐ion batteries. Adv. Mater. 34, 2106704 (2022).

    Google Scholar 

  3. 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).

    Google Scholar 

  4. 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).

    Google Scholar 

  5. Guo, R. et al. ZnO/C nanocomposite microspheres with capsule structure for anode materials of lithium ion batteries. Ceram. Int. 46, 19966–19972 (2020).

    Google Scholar 

  6. Yuan, S. et al. Mesoporous carbon materials for electrochemical energy storage and conversion. ChemElectroChem 9, e202101182 (2022).

    Google Scholar 

  7. Wang, F. et al. Mesoporous carbon-based materials for enhancing the performance of lithium-sulfur batteries. Int. J. Mol. Sci. 24, 7291 (2023).

    Google Scholar 

  8. 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).

    Google Scholar 

  9. 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).

    Google Scholar 

  10. 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).

    Google Scholar 

  11. Thauer, E. et al. Novel synthesis and electrochemical investigations of ZnO/C composites for lithium-ion batteries. J. Mater. Sci. 56, 13227–13242 (2021).

    Google Scholar 

  12. 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).

    Google Scholar 

  13. 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).

    Google Scholar 

  14. 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).

    Google Scholar 

  15. 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).

    Google Scholar 

  16. 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).

    Google Scholar 

  17. 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).

    Google Scholar 

  18. 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).

    Google Scholar 

  19. 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).

    Google Scholar 

  20. Zheng, J. et al. Strategies and challenge of thick electrodes for energy storage: A review. Batteries 9, 151 (2023).

    Google Scholar 

  21. 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).

    Google Scholar 

  22. 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).

    Google Scholar 

  23. 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).

    Google Scholar 

  24. 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).

    Google Scholar 

  25. Vogel, J. E. et al. Li-ion battery electrode contact resistance estimation by mechanical peel test. J. Electrochem. Soc. 169, 080508 (2022).

    Google Scholar 

  26. Yang, K. et al. Optimizing kinetics for enhanced potassium-ion storage in carbon-based anodes. Adv. Func. Mater. 33, 2306190 (2023).

    Google Scholar 

  27. 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).

    Google Scholar 

  28. Marx, J. et al. Fundamentals of the temperature-dependent electrical conductivity of a 3D carbon foam—Aerographite. Synth. Met. 235, 145–152 (2018).

    Google Scholar 

  29. 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).

  30. 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).

    Google Scholar 

  31. Chen, G. Ballistic-diffusive equations for transient heat conduction from nano to macroscales. J. Heat Transfer 124, 320–328 (2002).

    Google Scholar 

  32. 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).

    Google Scholar 

  33. 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).

    Google Scholar 

  34. 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).

    Google Scholar 

  35. 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).

    Google Scholar 

  36. Christensen, D. A. Ohm’s law: Current, voltage and resistance. In Introduction to biomedical engineering: Biomechanics and bioelectricity 1–11 (Springer, 2009).

    Google Scholar 

  37. 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).

    Google Scholar 

  38. 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).

    Google Scholar 

  39. 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).

    Google Scholar 

  40. 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).

    Google Scholar 

  41. 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).

    Google Scholar 

  42. 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).

    Google Scholar 

  43. 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).

    Google Scholar 

  44. Lan, K. & Zhao, D. Functional ordered mesoporous materials: Present and future. Nano Lett. 22(8), 3177–3179 (2022).

    Google Scholar 

  45. 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).

    Google Scholar 

  46. 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).

    Google Scholar 

  47. Fuller, T. F., Doyle, M. & Newman, J. Simulation and optimization of the dual lithium ion insertion cell. J. Electrochem. Soc. 141(1), 1 (1994).

    Google Scholar 

  48. Newman, J., Thomas, K. E., Hafezi, H. & Wheeler, D. R. Modeling of lithium-ion batteries. J. Power Sources 119, 838–843 (2003).

    Google Scholar 

  49. 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).

    Google Scholar 

  50. Wang, X. et al. Non-damaged lithium-ion batteries integrated functional electrode for operando temperature sensing. Energy Storage Mater. 65, 103160 (2024).

    Google Scholar 

  51. 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).

    Google Scholar 

  52. 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).

    Google Scholar 

  53. 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).

    Google Scholar 

Download references

Funding

No funding was received for this study.

Author information

Authors and Affiliations

  1. Faculty of Allied Medical Sciences, Hourani Center for Applied Scientific Research, Al-Ahliyya Amman University, Amman, Jordan

    Mohammad Abushuhel

  2. Department of Chemistry and Biochemistry, School of Sciences, JAIN (Deemed to Be University), Bangalore, Karnataka, India

    G. Padma Priya

  3. College of Pharmacy, The Islamic University, Najaf, Iraq

    Shaker Al-Hasnaawei

  4. Department of Medical Analysis, Medical Laboratory Technique College, the Islamic University of Al Diwaniyah, Al Diwaniyah, Iraq

    Shaker Al-Hasnaawei

  5. Department of Biochemistry, IMS and SUM Hospital, Siksha ‘O’ Anusandhan (Deemed to Be University), Bhubaneswar, Odisha, 751003, India

    Subhashree Ray

  6. Department of Chemistry, Sathyabama Institute of Science and Technology, Chennai, Tamil Nadu, India

    Amrita Pal

  7. Department of Chemistry, University Institute of Sciences, Chandigarh University, Mohali, Punjab, India

    Renu Sharma

  8. Uttaranchal Institute of Pharmaceutical Sciences, Division of Research and Innovation, Uttaranchal University, Dehradun, Uttarakhand, India

    Ashish Singh Chauhan

  9. Young Researchers and Elite Club, Tehran University, Tehran, Iran

    Amirali Nikpendar

Authors
  1. Mohammad Abushuhel
    View author publications

    Search author on:PubMed Google Scholar

  2. G. Padma Priya
    View author publications

    Search author on:PubMed Google Scholar

  3. Shaker Al-Hasnaawei
    View author publications

    Search author on:PubMed Google Scholar

  4. Subhashree Ray
    View author publications

    Search author on:PubMed Google Scholar

  5. Amrita Pal
    View author publications

    Search author on:PubMed Google Scholar

  6. Renu Sharma
    View author publications

    Search author on:PubMed Google Scholar

  7. Ashish Singh Chauhan
    View author publications

    Search author on:PubMed Google Scholar

  8. Amirali Nikpendar
    View author publications

    Search author on:PubMed Google Scholar

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

Correspondence to Amirali Nikpendar.

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/.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

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

Download citation

  • Received: 11 October 2025

  • Accepted: 11 February 2026

  • Published: 16 February 2026

  • DOI: https://doi.org/10.1038/s41598-026-40242-x

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

Keywords

  • ZnO/mesoporous carbon
  • Lithium-ion batteries
  • Multiphysics simulation
  • Thermal-electrical coupling
  • Joule heating
  • Anode materials
Download PDF

Advertisement

Explore content

  • Research articles
  • News & Comment
  • Collections
  • Subjects
  • Follow us on Facebook
  • Follow us on X
  • Sign up for alerts
  • RSS feed

About the journal

  • About Scientific Reports
  • Contact
  • Journal policies
  • Guide to referees
  • Calls for Papers
  • Editor's Choice
  • Journal highlights
  • Open Access Fees and Funding

Publish with us

  • For authors
  • Language editing services
  • Open access funding
  • Submit manuscript

Search

Advanced search

Quick links

  • Explore articles by subject
  • Find a job
  • Guide to authors
  • Editorial policies

Scientific Reports (Sci Rep)

ISSN 2045-2322 (online)

nature.com sitemap

About Nature Portfolio

  • About us
  • Press releases
  • Press office
  • Contact us

Discover content

  • Journals A-Z
  • Articles by subject
  • protocols.io
  • Nature Index

Publishing policies

  • Nature portfolio policies
  • Open access

Author & Researcher services

  • Reprints & permissions
  • Research data
  • Language editing
  • Scientific editing
  • Nature Masterclasses
  • Research Solutions

Libraries & institutions

  • Librarian service & tools
  • Librarian portal
  • Open research
  • Recommend to library

Advertising & partnerships

  • Advertising
  • Partnerships & Services
  • Media kits
  • Branded content

Professional development

  • Nature Awards
  • Nature Careers
  • Nature Conferences

Regional websites

  • Nature Africa
  • Nature China
  • Nature India
  • Nature Japan
  • Nature Middle East
  • Privacy Policy
  • Use of cookies
  • Legal notice
  • Accessibility statement
  • Terms & Conditions
  • Your US state privacy rights
Springer Nature

© 2026 Springer Nature Limited

Nature Briefing

Sign up for the Nature Briefing newsletter — what matters in science, free to your inbox daily.

Get the most important science stories of the day, free in your inbox. Sign up for Nature Briefing