Deep generative modeling for mechanistic-based learning and design of metamaterial systems

Liwei Wang, Yu‐Chin Chan, Faez Ahmed, +3

Computer Methods in Applied Mechanics and Engineering

EngineeringMultiscale MechanicsMechanistic-based LearningApplied PhysicsMetamaterials +7

Globally Approximate Gaussian Processes for Big Data With Application to Data-Driven Metamaterials Design

Ramin Bostanabad, Yu‐Chin Chan, Liwei Wang, +2

Journal of Mechanical Design

Data-driven metamaterial design with Laplace-Beltrami spectrum as “shape-DNA”

Liwei Wang, Yu‐Chin Chan, Zhao Liu, +2

Structural and Multidisciplinary Optimization

Electromagnetic MetamaterialsEngineeringData-driven Metamaterial DesignMetasurfacesMetamaterials +2

Robust topology optimization of multi-material lattice structures under material and load uncertainties

Yu‐Chin Chan, Kohei Shintani, Wei Chen

Frontiers of Mechanical Engineering

EngineeringRobust Topology OptimizationMechanical EngineeringComputer-aided DesignStructural Mechanics +16

Data-driven multiscale design of cellular composites with multiclass microstructures for natural frequency maximization

Liwei Wang, Anton van Beek, Daicong Da, +3

Composite Structures

Materials ScienceMulticlass MicrostructuresEngineeringMicromechanicsCellular Composites +8

METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials Design

Yu‐Chin Chan, Faez Ahmed, Liwei Wang, +1

Journal of Mechanical Design

Geometric LearningEngineeringMachine LearningMachine Learning ToolMechanical Engineering +20

Data-driven and topological design of structural metamaterials for fracture resistance

Daicong Da, Yu‐Chin Chan, Liwei Wang, +1

Extreme Mechanics Letters

Materials ScienceEngineeringTopological DesignMaterial SimulationApplied Physics +6

t-METASET: Task-Aware Acquisition of Metamaterial Datasets Through Diversity-Based Active Learning

Doksoo Lee, Yu‐Chin Chan, Wei Chen, +3

Journal of Mechanical Design

Artificial IntelligenceEngineeringMachine LearningMeta-learningMachine Learning Tool +18

Generalized de-homogenization via sawtooth-function-based mapping and its demonstration on data-driven frequency response optimization

Liwei Wang, Zhao Liu, Daicong Da, +3

Computer Methods in Applied Mechanics and Engineering

EngineeringSawtooth-function-based MappingComputer EngineeringInverse ProblemsPublic Health +3

Data-Driven Prediction of Mechanical Properties in Support of Rapid Certification of Additively Manufactured Alloys

Fuyao Yan, Yu‐Chin Chan, Abhinav Saboo, +3

Computer Modeling in Engineering & Sciences

EngineeringMechanical EngineeringAdvanced ManufacturingExpensive SimulationsComputational Fabrication +17