activity
20212026
most citedRecent Advances and Applications of Machine Learning in Experimental Solid Mechanics: A Review

153 citations · 192 across the 6 of their papers we have counts for

collaborators

6 papers

cond-mat.mtrl-sci2026

Harnessing disorder to decouple extension and shear in kirigami metamaterials

Haomin Yu, Hanxun Jin, Mingxuan Bi +5

Kirigami turns stiff sheets into compliant, shape-morphing structures, but its reliance on periodic cut patterns comes at a cost: correlated panel rotations couple extension to she…

physics.app-ph2026★ 2 cited

All-optical photoacoustic tomography via beam deflection

Xingchi Yan, Siyuan Song, Hanxun Jin

Photoacoustic imaging (PAI) uniquely combines the advantages of optical contrast with deep tissue penetration capability of acoustic waves, enabling imaging at depths of several ce…

physics.bio-ph2024

Domain Structure and Interface Control of Mechanical Stiffness in Sustainable Cellulose Bio-nanocomposites

Hanxun Jin, William Goldberg, Zhenqin Wang +4

Renewable and biodegradable plastics derived from soy protein isolate (SPI) offer a promising alternative to conventional petroleum-based plastics, particularly for film-grade biop…

cond-mat.mtrl-sci2023★ 3 cited

Identifying Constitutive Parameters for Complex Hyperelastic Materials using Physics-Informed Neural Networks

Siyuan Song, Hanxun Jin

Identifying constitutive parameters in engineering and biological materials, particularly those with intricate geometries and mechanical behaviors, remains a longstanding challenge…

cs.LG2023★ 153 cited

Recent Advances and Applications of Machine Learning in Experimental Solid Mechanics: A Review

Hanxun Jin, Enrui Zhang, Horacio D. Espinosa

For many decades, experimental solid mechanics has played a crucial role in characterizing and understanding the mechanical properties of natural and novel materials. Recent advanc…

cond-mat.mtrl-sci2021★ 34 cited

Dynamic fracture of a bicontinuously nanostructured copolymer: A deep-learning analysis of big-data-generating experiment

Hanxun Jin, Tong Jiao, Rodney J. Clifton +1

Here, we report measurements of detailed dynamic cohesive properties (DCPs) beyond the dynamic fracture toughness of a bicontinuously nanostructured copolymer, polyurea, under an e…