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09/15/2023
TOMAS: Topology Optimization of Multiscale Fluid Devices using Variational Autoencoders and Super-Shapes
In this paper, we present a framework for multiscale topology optimizati...
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05/08/2023
PolyTO: Structural Topology Optimization using Convex Polygons
In this paper, we propose a topology optimization (TO) framework where t...
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09/16/2022
FluTO: Graded Multiscale Fluid Topology Optimization using Neural Networks
Fluid-flow devices with low dissipation, but high contact area, are of i...
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07/13/2022
A Generalized Framework for Microstructural Optimization using Neural Networks
Microstructures, i.e., architected materials, are designed today, typica...
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05/07/2022
FRC-TOuNN: Topology Optimization of Continuous Fiber Reinforced Composites using Neural Network
In this paper, we present a topology optimization (TO) framework to simu...
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04/14/2022
GM-TOuNN: Graded Multiscale Topology Optimization using Neural Networks
Multiscale topology optimization (M-TO) entails generating an optimal gl...
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12/23/2021
Integrating Material Selection with Design Optimization via Neural Networks
The engineering design process often entails optimizing the underlying g...
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09/04/2021
Length Scale Control in Topology Optimization using Fourier Enhanced Neural Networks
Length scale control is imposed in topology optimization (TO) to make de...
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04/05/2021