articleMechanoEngineeringJan 6, 2026HYBRID OA

Machine learning for mechanical design of composite materials and composite structures

Suzhou Industrial Park Vocational Technical College · Harbin Institute of Technology · +1 more institution

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Abstract

In recent years, artificial intelligence (AI) has become deeply integrated into composite materials science and engineering, and it can contribute to new material discovery and performance optimization. This article first summarizes the trends of integration of machine learning algorithms, databases, and specialist knowledge about composite materials and composite structures with the design, fabrication, characterization, and service performance evaluation of these materials and structures. The physical essence and classification of mechanical metamaterials are elaborated as a special category of composite structures. The article then reviews the integration of machine learning-based and data-driven…

Citation impact

4
total citations
FWCI
24.18
Percentile
99%
References
245
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Authors

9

Topics & keywords

Keywords
  • Composite number
  • Characterization (materials science)
  • Interface (matter)
  • Inverse
  • Advanced composite materials
  • Intelligent decision support system
  • Structural health monitoring
  • Metamaterial
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