Data‐Driven Design for Metamaterials and Multiscale Systems: A Review

Metamaterials are artificial materials designed to exhibit effective material parameters that go beyond those found in nature. Composed of unit cells with rich designability that are assembled into multiscale systems, they hold great promise for realizing next-generation devices with exceptional, often exotic, functionalities. However, the vast design space and intricate structure-property relationships pose significant challenges in their design. A compelling paradigm that could bring the full potential of metamaterials to fruition is emerging: data-driven design. This review provides a holistic overview of this rapidly evolving field, emphasizing the general methodology instead of specific domains and…

• NS
  National Science Foundation

  Awards: 2227641, CMMI 2227641, 1835782
• NU
  Northwestern University
• OO
  Office of Advanced Cyberinfrastructure

  Award: 1835782
• DO
  Division of Civil, Mechanical and Manufacturing Innovation

  Award: 2227641