Biomimetic Intelligent Thermal Management Materials: From Nature‐Inspired Design to Machine‐Learning‐Driven Discovery

H Heng Zhang Q Qingxia He (School of Materials Science and Engineering and Tianjin Key Laboratory of Composite and Functional Materials Tianjin University Tianjin 300350 P. R. China) F Fei Zhang Y Yanshuai Duan (School of Materials Science and Engineering and Tianjin Key Laboratory of Composite and Functional Materials Tianjin University Tianjin 300350 P. R. China) M Mengmeng Qin W Wei Feng (Materdicine Lab, School of Life Sciences)

Abstract

Abstract The development of biomimetic intelligent thermal management materials (BITMs) is essential for tackling thermal management challenges in electronics and aerospace applications. These materials possess not only exceptional thermal conductivity but also environmental compatibility. However, developing such materials necessitates overcoming intricate challenges, such as precise control over the material structure and optimization of the material's properties and stability. This review comprehensively overviews the research progress of BITMs, emphasizing the synergy between biomimetic design principles and artificial‐intelligence‐driven methodologies to enhance their performance. The unique nature‐inspired structures are explored and valuable insights are provided into adaptive thermal management strategies, which can be further enhanced through data analytics and machine learning (ML). This review offers insights into overcoming design challenges and outlines future prospects for advanced BITMs by integrating ML and biomimetic design principles.

Article Details

Volume / Issue Vol. 37, Issue 30
Published July 01, 2025
ISSN 0935-9648
Publisher Unknown Publisher

Journal Info

Advanced Materials

Unknown Publisher

ISSN: 0935-9648 Physical Sciences

Authors (6)

H

Heng Zhang

Q

Qingxia He

School of Materials Science and Engineering and Tianjin Key Laboratory of Composite and Functional Materials Tianjin University Tianjin 300350 P. R. China

F

Fei Zhang

Y

Yanshuai Duan

School of Materials Science and Engineering and Tianjin Key Laboratory of Composite and Functional Materials Tianjin University Tianjin 300350 P. R. China

M

Mengmeng Qin

W

Wei Feng

Materdicine Lab, School of Life Sciences