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20222026
most citedConcurrent build direction, part segmentation, and topology optimization for additive manufacturing using neural networks

1 citations · 1 across the 6 of their papers we have counts for

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Showing 2023Show all

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cs.LG2023

Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency

Hongrui Chen, Aditya Joglekar, Levent Burak Kara

We propose conditioning field initialization for neural network based topology optimization. In this work, we focus on (1) improving upon existing neural network based topology opt…

cs.CE2023

DMF-TONN: Direct Mesh-free Topology Optimization using Neural Networks

Aditya Joglekar, Hongrui Chen, Levent Burak Kara

We propose a direct mesh-free method for performing topology optimization by integrating a density field approximation neural network with a displacement field approximation neural…