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2404.08708
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Multi-scale Topology Optimization using Neural Networks
Engineering computations (Eng. Comput.), 2024
21 February 2025
Hongrui Chen
Xingchen Liu
Levent Burak Kara
AI4CE
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Papers citing
"Multi-scale Topology Optimization using Neural Networks"
13 / 13 papers shown
Heterogeneous Metamaterials Design via Multiscale Neural Implicit Representation
Design Automation Conference (DAC), 2025
Hongrui Chen
Liwei Wang
Levent Burak Kara
104
0
0
04 Nov 2025
Set-based queries for multiscale shape-material modeling
Oleg Igouchkine
Xingchen Liu
126
0
0
22 Oct 2024
NITO: Neural Implicit Fields for Resolution-free Topology Optimization
Amin Heyrani Nobari
Giorgio Giannone
Lyle Regenwetter
Faez Ahmed
AI4CE
277
5
0
07 Feb 2024
Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency
Design Automation Conference (DAC), 2023
Hongrui Chen
Aditya Joglekar
Levent Burak Kara
AI4CE
149
11
0
17 May 2023
DMF-TONN: Direct Mesh-free Topology Optimization using Neural Networks
Engineering computations (Eng. Comput.), 2023
Aditya Joglekar
Hongrui Chen
Levent Burak Kara
AI4CE
174
21
0
06 May 2023
Concurrent build direction, part segmentation, and topology optimization for additive manufacturing using neural networks
Design Automation Conference (DAC), 2022
Hongrui Chen
Aditya Joglekar
Kate S. Whitefoot
Levent Burak Kara
3DPC
220
21
0
04 Oct 2022
Diffusion Models Beat GANs on Topology Optimization
AAAI Conference on Artificial Intelligence (AAAI), 2022
Franccois Mazé
Faez Ahmed
DiffM
AI4CE
237
112
0
20 Aug 2022
A Generalized Framework for Microstructural Optimization using Neural Networks
Social Science Research Network (SSRN), 2022
S. Sridhara
A. Chandrasekhar
K. Suresh
AI4CE
89
14
0
13 Jul 2022
NTopo: Mesh-free Topology Optimization using Implicit Neural Representations
Neural Information Processing Systems (NeurIPS), 2021
Jonas Zehnder
Yue Li
Stelian Coros
B. Thomaszewski
AI4CE
394
73
0
22 Feb 2021
Deep Generative Modeling for Mechanistic-based Learning and Design of Metamaterial Systems
Liwei Wang
Yu-Chin Chan
Faez Ahmed
Zhao Liu
Ping Zhu
Wei Chen
AI4CE
268
275
0
27 Jun 2020
TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain
Zhenguo Nie
Tong Lin
Haoliang Jiang
Levent Burak Kara
AI4CE
282
197
0
05 Mar 2020
Neural reparameterization improves structural optimization
Stephan Hoyer
Jascha Narain Sohl-Dickstein
S. Greydanus
AI4CE
161
76
0
10 Sep 2019
Adam: A Method for Stochastic Optimization
International Conference on Learning Representations (ICLR), 2014
Diederik P. Kingma
Jimmy Ba
ODL
4.8K
162,424
0
22 Dec 2014
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