Artificial Intelligence and Multiscale Modeling for Sustainable Biopolymers and Bioinspired Materials

X Xing Quan Wang (Department of Mechanical Engineering University of California Berkeley Berkeley CA 94709 USA) Z Zeqing Jin (Department of Mechanical Engineering University of California Berkeley Berkeley CA 94709 USA) D Dharneedar Ravichandran (Department of Mechanical Engineering University of California Berkeley Berkeley CA 94709 USA) G Grace X. Gu (Department of Mechanical Engineering University of California Berkeley Berkeley CA 94709 USA)

Abstract

Abstract Biopolymers and bioinspired materials contribute to the construction of intricate hierarchical structures that exhibit advanced properties. The remarkable toughness and damage tolerance of such multilevel materials are conferred through the hierarchical assembly of their multiscale (i.e., atomistic to macroscale) components and architectures. Here, the functionality and mechanisms of biopolymers and bio‐inspired materials at multilength scales are explored and summarized, focusing on biopolymer nanofibril configurations, biocompatible synthetic biopolymers, and bio‐inspired composites. Their modeling methods with theoretical basis at multiple lengths and time scales are reviewed for biopolymer applications. Additionally, the exploration of artificial intelligence‐powered methodologies is emphasized to realize improvements in these biopolymers from functionality, biodegradability, and sustainability to their characterization, fabrication process, and superior designs. Ultimately, a promising future for these versatile materials in the manufacturing of advanced materials across wider applications and greater lifecycle impacts is foreseen.

Article Details

Volume / Issue Vol. 37, Issue 22
Published June 01, 2025
ISSN 0935-9648
Publisher Unknown Publisher

Journal Info

Advanced Materials

Unknown Publisher

ISSN: 0935-9648 Physical Sciences

Authors (4)

X

Xing Quan Wang

Department of Mechanical Engineering University of California Berkeley Berkeley CA 94709 USA

Z

Zeqing Jin

Department of Mechanical Engineering University of California Berkeley Berkeley CA 94709 USA

D

Dharneedar Ravichandran

Department of Mechanical Engineering University of California Berkeley Berkeley CA 94709 USA

G

Grace X. Gu

Department of Mechanical Engineering University of California Berkeley Berkeley CA 94709 USA