most citedIH-GAN: A Conditional Generative Model for Implicit Surface-Based Inverse Design of Cellular Structures

98 citations · 132 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CE2023

Two-scale data-driven design for heat manipulation

Daicong Da, Wei Chen

Data-driven methods have gained increasing attention in computational mechanics and design. This study investigates a two-scale data-driven design for thermal metamaterials with va…

cs.CE2021

Enhancing Data-driven Multiscale Topology Optimization with Generalized De-homogenization

Liwei Wang, Zhao Liu, Daicong Da +3

De-homogenization is becoming an effective method to significantly expedite the design of high-resolution multiscale structures, but existing methods have thus far been confined to…

cs.CE2021★ 30 cited

Remixing Functionally Graded Structures: Data-Driven Topology Optimization with Multiclass Shape Blending

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

To create heterogeneous, multiscale structures with unprecedented functionalities, recent topology optimization approaches design either fully aperiodic systems or functionally gra…

cs.CE2021★ 4 cited

Data-Driven Multiscale Design of Cellular Composites with Multiclass Microstructures for Natural Frequency Maximization

Liwei Wang, Anton van Beek, Daicong Da +3

For natural frequency optimization of engineering structures, cellular composites have been shown to possess an edge over solid. However, existing multiscale design methods for cel…

cs.CE2021★ 98 cited

IH-GAN: A Conditional Generative Model for Implicit Surface-Based Inverse Design of Cellular Structures

Jun Wang, Wei Wayne Chen, Daicong Da +2

Variable-density cellular structures can overcome connectivity and manufacturability issues of topologically optimized structures, particularly those represented as discrete densit…