Accelerated Search and Design of Stretchable Graphene Kirigami Using Machine Learning

Stretchable Kirigami Polyvinylidene Difluoride Thin Films for Energy Harvesting: Design, Analysis, and Performance

(2018) Nan Hu et al.   Physical Review Applied

Bioinspired hierarchical composite design using machine learning: simulation, additive manufacturing, and experiment

(2018) Grace X. Gu et al.   Materials Horizons

Holistic computational structure screening of more than 12 000 candidates for solid lithium-ion conductor materials

(2017) Austin D. Sendek et al.   Energy & Environmental Science

Representations in neural network based empirical potentials

(2017) Ekin D. Cubuk et al.   JOURNAL OF CHEMICAL PHYSICS

Machine learning phases of matter

(2017) Juan Carrasquilla et al.   Nature Physics

Graphene and its elemental analogue: A molecular dynamics view of fracture phenomenon

(2017) Tawfiqur Rakib et al.   PHYSICA B-CONDENSED MATTER

Buckling-Induced Kirigami

(2017) Ahmad Rafsanjani et al.   PHYSICAL REVIEW LETTERS

Structure-property relationships from universal signatures of plasticity in disordered solids

(2017) E. D. Cubuk et al.   SCIENCE

Kirigami actuators

(2017) Marcelo A. Dias et al.   Soft Matter

Machine learning quantum phases of matter beyond the fermion sign problem

(2017) Peter Broecker et al.   Scientific Reports

Controlled Sculpture of Black Phosphorus Nanoribbons

(2016) Paul Masih Das et al.   ACS Nano

Optimization of Composite Fracture Properties: Method, Validation, and Applications

(2016) Grace X. Gu et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

Structural Properties of Defects in Glassy Liquids

(2016) Ekin D. Cubuk et al.   JOURNAL OF PHYSICAL CHEMISTRY B

Highly stretchable MoS2 kirigami

(2016) Paul Z. Hanakata et al.   Nanoscale

Relationship between local structure and relaxation in out-of-equilibrium glassy systems

(2016) Samuel S. Schoenholz et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Initial rigid response and softening transition of highly stretchable kirigami sheet materials

(2016) Midori Isobe et al.   Scientific Reports

Graphene kirigami

(2015) Melina K. Blees et al.   NATURE

A kirigami approach to engineering elasticity in nanocomposites through patterned defects

(2015) Terry C. Shyu et al.   NATURE MATERIALS

Prediction of Low-Thermal-Conductivity Compounds with First-Principles Anharmonic Lattice-Dynamics Calculations and Bayesian Optimization

(2015) Atsuto Seko et al.   PHYSICAL REVIEW LETTERS

Atomistic simulations of tension-induced large deformation and stretchability in graphene kirigami

(2014) Zenan Qi et al.   PHYSICAL REVIEW B

Fracture toughness of graphene

(2014) Peng Zhang et al.   Nature Communications

Accommodating Thickness in Origami-Based Deployable Arrays1

(2013) Shannon A. Zirbel et al.   JOURNAL OF MECHANICAL DESIGN

Atom-centered symmetry functions for constructing high-dimensional neural network potentials

(2011) Jörg Behler   JOURNAL OF CHEMICAL PHYSICS

Temperature and strain-rate dependent fracture strength of graphene

(2010) H. Zhao et al.   JOURNAL OF APPLIED PHYSICS

Measurement of the Elastic Properties and Intrinsic Strength of Monolayer Graphene

(2008) C. Lee et al.   SCIENCE