Autonomous codesign and fabrication of multistimuli-responsive material systems.

ABSTRACT: Responsive materials offer solutions to complex engineering challenges by enabling systems to adapt their shapes or properties in response to external stimuli. To fully harness the potential of responsive materials, inverse design methods that integrate multiple types of stimuli and manufacturing processes are necessary. We present a unified, autonomous codesign framework that simultaneously optimizes structure, manufacturing, materials, and stimuli for responsive material systems, achieving target shape morphing under multiple stimuli without relying on human heuristics or expertise. It integrates generalized topology optimization with hybrid data-physics differentiable simulations to achieve flexible, manufacturing-aware designs for network-like responsive material systems. We showcase o

SUBMITTER: Wang L 

PROVIDER: S-EPMC12429022 | biostudies-literature | 2025 Sep

REPOSITORIES: biostudies-literature