Article Contents
COMMENTARY   Open Access     Cite

Thermal management of battery energy storage systems: Challenges and AI-assisted solutions

More Information
  • 加载中
  • [1] Rao Z., Lyu P., Li M., et al. (2025). A thermal perspective on battery safety. Nat. Rev. Clean Tech. 1:511−524. DOI:10.1038/s44359-025-00073-x

    View in Article CrossRef Google Scholar

    [2] Fei J., Zhang X., Han D., et al. (2025). Passive cooling paint enabled by rational design of thermal-optical and mass transfer properties. Science 388:1044−1049. DOI. DOI:10.1126/science.adt3372

    View in Article CrossRef Google Scholar

    [3] Díaz-Marín C. D. and Berquist Z. J. (2025). Flipping the switch: carbon-negative and water-positive data centers through waste heat utilization. Energy Environ. Sci. 18:8403−8413. DOI:10.1039/d5ee02676h

    View in Article CrossRef Google Scholar

    [4] Brunton S. L. and Kutz J. N. (2024). Promising directions of machine learning for partial differential equations. Nat. Comp. Sci. 4:483−494. DOI:10.1038/s43588-024-00643-2

    View in Article CrossRef Google Scholar

    [5] Liu X., Peng W., Zhang X., et al. (2025). Enhancing deep learning-based field reconstruction with a differentiable learning framework. Nat. Machine Intel. 7:1129−1140. DOI:10.1038/s42256-025-01063-1

    View in Article CrossRef Google Scholar

  • Cite this article:

    Liu H., Wang H., Wang R., et al. (2026). Thermal management of battery energy storage systems: Challenges and AI-assisted solutions. The Innovation Energy 3:100141. https://doi.org/10.59717/j.xinn-energy.2026.100141
    Liu H., Wang H., Wang R., et al. (2026). Thermal management of battery energy storage systems: Challenges and AI-assisted solutions. The Innovation Energy 3:100141. https://doi.org/10.59717/j.xinn-energy.2026.100141

Welcome!

To request copyright permission to republish or share portions of our works, please visit Copyright Clearance Center's (CCC) Marketplace website at marketplace.copyright.com.

Figures(1)    

Share

  • Share the QR code with wechat scanning code to friends and circle of friends.

Article Metrics

Article views(6916) PDF downloads(1509)

Relative Articles

Cited by

Catalog

    /

    DownLoad:  Full-Size Img  PowerPoint