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TopologyGAN: Topology Optimization Using Generative Adversarial Networks
  Based on Physical Fields Over the Initial Domain
v1v2 (latest)

TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain

5 March 2020
Zhenguo Nie
Tong Lin
Haoliang Jiang
Levent Burak Kara
    AI4CE
ArXiv (abs)PDFHTML

Papers citing "TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain"

50 / 50 papers shown
Optimize Any Topology: A Foundation Model for Shape- and Resolution-Free Structural Topology Optimization
Optimize Any Topology: A Foundation Model for Shape- and Resolution-Free Structural Topology Optimization
Amin Heyrani Nobari
Lyle Regenwetter
Cyril Picard
Ligong Han
F. Ahmed
200
2
0
26 Oct 2025
Censored Sampling for Topology Design: Guiding Diffusion with Human Preferences
Censored Sampling for Topology Design: Guiding Diffusion with Human Preferences
Euihyun Kim
Keun Park
Yeoneung Kim
DiffM
205
0
0
03 Aug 2025
Compliance Minimization via Physics-Informed Gaussian Processes
Compliance Minimization via Physics-Informed Gaussian Processes
Xiangyu Sun
Amin Yousefpour
Shirin Hosseinmardi
Ramin Bostanabad
224
2
0
14 Jul 2025
Multi-scale Topology Optimization using Neural Networks
Multi-scale Topology Optimization using Neural NetworksEngineering computations (Eng. Comput.), 2024
Hongrui Chen
Xingchen Liu
Levent Burak Kara
AI4CE
343
5
0
21 Feb 2025
Inverse design with conditional cascaded diffusion models
Inverse design with conditional cascaded diffusion modelsDesign Automation Conference (DAC), 2024
Milad Habibi
M. Fuge
DiffM
235
2
0
16 Aug 2024
Automated architectural space layout planning using a physics-inspired
  generative design framework
Automated architectural space layout planning using a physics-inspired generative design framework
Zhipeng Li
Sichao Li
Geoff Hinchcliffe
Noam C. Maitless
N. Birbilis
AI4CE
127
3
0
21 Jun 2024
Large Language Model Agent as a Mechanical Designer
Large Language Model Agent as a Mechanical Designer
Yayati Jadhav
A. Farimani
AI4CELLMAG
519
26
0
26 Apr 2024
Physics-Informed Diffusion Models
Physics-Informed Diffusion Models
Jan-Hendrik Bastek
WaiChing Sun
D. Kochmann
DiffMAI4CE
631
71
0
21 Mar 2024
Deep Generative Design for Mass Production
Deep Generative Design for Mass Production
Jihoon Kim
Yongmin Kwon
Namwoo Kang
AI4CE
250
2
0
16 Mar 2024
Machine learning for structural design models of continuous beam systems
  via influence zones
Machine learning for structural design models of continuous beam systems via influence zonesInverse Problems (IP), 2024
A. Gallet
Andrew Liew
Iman Hajirasouliha
D. Smyl
AI4CE
122
3
0
14 Mar 2024
Gradient-free neural topology optimization
Gradient-free neural topology optimizationComputational Mechanics (CM), 2024
Gaweł Kuś
Miguel A. Bessa
AI4CE
256
3
0
07 Mar 2024
NITO: Neural Implicit Fields for Resolution-free Topology Optimization
NITO: Neural Implicit Fields for Resolution-free Topology Optimization
Amin Heyrani Nobari
Giorgio Giannone
Lyle Regenwetter
Faez Ahmed
AI4CE
383
9
0
07 Feb 2024
Dynamically configured physics-informed neural network in topology
  optimization applications
Dynamically configured physics-informed neural network in topology optimization applications
Ji-Cheng Yin
Ziming Wen
Shuhao Li
Yaya Zhang
Hu Wang
AI4CEPINN
272
9
0
12 Dec 2023
Deep Learning in Deterministic Computational Mechanics
Deep Learning in Deterministic Computational Mechanics
L. Herrmann
Stefan Kollmannsberger
AI4CEPINN
389
2
0
27 Sep 2023
Graph Neural Network for Stress Predictions in Stiffened Panels Under
  Uniform Loading
Graph Neural Network for Stress Predictions in Stiffened Panels Under Uniform Loading
Yuecheng Cai
J. Jelovica
AI4CE
204
0
0
22 Sep 2023
Latent Diffusion Models for Structural Component Design
Latent Diffusion Models for Structural Component Design
Ethan Herron
Jaydeep Rade
Anushrut Jignasu
Baskar Ganapathysubramanian
Aditya Balu
Soumik Sarkar
A. Krishnamurthy
DiffM
252
18
0
20 Sep 2023
DADO -- Low-Cost Query Strategies for Deep Active Design Optimization
DADO -- Low-Cost Query Strategies for Deep Active Design OptimizationInternational Conference on Machine Learning and Applications (ICMLA), 2023
J. Decke
Christian Gruhl
Lukas Rauch
Bernhard Sick
357
5
0
10 Jul 2023
Aligning Optimization Trajectories with Diffusion Models for Constrained
  Design Generation
Aligning Optimization Trajectories with Diffusion Models for Constrained Design GenerationNeural Information Processing Systems (NeurIPS), 2023
Giorgio Giannone
Akash Srivastava
Ole Winther
Faez Ahmed
DiffMAI4CE
232
64
0
29 May 2023
Topology Optimization using Neural Networks with Conditioning Field
  Initialization for Improved Efficiency
Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved EfficiencyDesign Automation Conference (DAC), 2023
Hongrui Chen
Aditya Joglekar
Levent Burak Kara
AI4CE
179
12
0
17 May 2023
DMF-TONN: Direct Mesh-free Topology Optimization using Neural Networks
DMF-TONN: Direct Mesh-free Topology Optimization using Neural NetworksEngineering computations (Eng. Comput.), 2023
Aditya Joglekar
Hongrui Chen
Levent Burak Kara
AI4CE
215
23
0
06 May 2023
ShipHullGAN: A generic parametric modeller for ship hull design using
  deep convolutional generative model
ShipHullGAN: A generic parametric modeller for ship hull design using deep convolutional generative modelComputer Methods in Applied Mechanics and Engineering (CMAME), 2023
Shahroz Khan
K. Goucher-Lambert
Konstantino Kostas
P. Kaklis
GAN
210
43
0
29 Apr 2023
Diffusing the Optimal Topology: A Generative Optimization Approach
Diffusing the Optimal Topology: A Generative Optimization ApproachDesign Automation Conference (DAC), 2023
Giorgio Giannone
Faez Ahmed
DiffMAI4CE
198
16
0
17 Mar 2023
Recent Advances and Applications of Machine Learning in Experimental
  Solid Mechanics: A Review
Recent Advances and Applications of Machine Learning in Experimental Solid Mechanics: A ReviewApplied Mechanics Review (AMR), 2023
Hanxun Jin
Enrui Zhang
H. Espinosa
AI4CE
559
112
0
14 Mar 2023
IC classifier: a classifier for 3D industrial components based on
  geometric prior using GNN
IC classifier: a classifier for 3D industrial components based on geometric prior using GNN
Zipeng Lin
Zhenguo Nie
181
0
0
10 Mar 2023
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design
Lyle Regenwetter
Akash Srivastava
Dan Gutfreund
Faez Ahmed
493
49
0
06 Feb 2023
Data-driven intelligent computational design for products: Method,
  techniques, and applications
Data-driven intelligent computational design for products: Method, techniques, and applicationsJournal of Computational Design and Engineering (JCDE), 2023
Maolin Yang
P. Jiang
Tianshuo Zang
Yuhao Liu
AI4CE
238
13
0
29 Jan 2023
Image-based Artificial Intelligence empowered surrogate model and shape
  morpher for real-time blank shape optimisation in the hot stamping process
Image-based Artificial Intelligence empowered surrogate model and shape morpher for real-time blank shape optimisation in the hot stamping process
Hao Zhou
Nan Li
AI4CE
248
2
0
01 Dec 2022
Generative Transformers for Design Concept Generation
Generative Transformers for Design Concept GenerationJournal of Computing and Information Science in Engineering (JCISE), 2022
Qihao Zhu
Jianxi Luo
AI4CE
258
70
0
07 Nov 2022
Topology Optimization via Machine Learning and Deep Learning: A Review
Topology Optimization via Machine Learning and Deep Learning: A ReviewJournal of Computational Design and Engineering (JCDE), 2022
S. Shin
Dongju Shin
Namwoo Kang
AI4CE
262
131
0
19 Oct 2022
Concurrent build direction, part segmentation, and topology optimization
  for additive manufacturing using neural networks
Concurrent build direction, part segmentation, and topology optimization for additive manufacturing using neural networksDesign Automation Conference (DAC), 2022
Hongrui Chen
Aditya Joglekar
Kate S. Whitefoot
Levent Burak Kara
3DPC
254
21
0
04 Oct 2022
SELTO: Sample-Efficient Learned Topology Optimization
SELTO: Sample-Efficient Learned Topology Optimization
Sören Dittmer
David Erzmann
Henrik Harms
Peter Maass
354
2
0
12 Sep 2022
Diffusion Models Beat GANs on Topology Optimization
Diffusion Models Beat GANs on Topology OptimizationAAAI Conference on Artificial Intelligence (AAAI), 2022
Franccois Mazé
Faez Ahmed
DiffMAI4CE
271
123
0
20 Aug 2022
FRC-TOuNN: Topology Optimization of Continuous Fiber Reinforced
  Composites using Neural Network
FRC-TOuNN: Topology Optimization of Continuous Fiber Reinforced Composites using Neural Network
A. Chandrasekhar
Amir M. Mirzendehdel
M. Behandish
K. Suresh
210
44
0
07 May 2022
FRAMED: An AutoML Approach for Structural Performance Prediction of
  Bicycle Frames
FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames
Lyle Regenwetter
Colin Weaver
Faez Ahmed
AI4CE
292
26
0
25 Jan 2022
Generative Pre-Trained Transformer for Design Concept Generation: An
  Exploration
Generative Pre-Trained Transformer for Design Concept Generation: An Exploration
Qihao Zhu
Jianxi Luo
AI4CE
175
87
0
16 Nov 2021
Deep Generative Models in Engineering Design: A Review
Deep Generative Models in Engineering Design: A Review
Lyle Regenwetter
Amin Heyrani Nobari
Faez Ahmed
3DVAI4CE
472
294
0
21 Oct 2021
Activation Landscapes as a Topological Summary of Neural Network
  Performance
Activation Landscapes as a Topological Summary of Neural Network Performance
Matthew Wheeler
Jose J. Bouza
Peter Bubenik
207
23
0
19 Oct 2021
An FEA surrogate model with Boundary Oriented Graph Embedding approach
An FEA surrogate model with Boundary Oriented Graph Embedding approach
XingYu Fu
Fengfeng Zhou
Dheeraj Peddireddy
Zhengyang Kang
M. Jun
Vaneet Aggarwal
AI4CE
220
2
0
30 Aug 2021
DNN-Based Topology Optimisation: Spatial Invariance and Neural Tangent
  Kernel
DNN-Based Topology Optimisation: Spatial Invariance and Neural Tangent KernelNeural Information Processing Systems (NeurIPS), 2021
Benjamin Dupuis
Arthur Jacot
260
6
0
10 Jun 2021
De-homogenization using Convolutional Neural Networks
De-homogenization using Convolutional Neural NetworksComputer Methods in Applied Mechanics and Engineering (CMAME), 2021
M. O. Elingaard
N. Aage
J. A. Bærentzen
Ole Sigmund
207
25
0
10 May 2021
GANTL: Towards Practical and Real-Time Topology Optimization with
  Conditional GANs and Transfer Learning
GANTL: Towards Practical and Real-Time Topology Optimization with Conditional GANs and Transfer Learning
M. Behzadi
H. Ilies
AI4CE
258
18
0
07 May 2021
SuperMeshing: A New Deep Learning Architecture for Increasing the Mesh
  Density of Metal Forming Stress Field with Attention Mechanism and Perceptual
  Features
SuperMeshing: A New Deep Learning Architecture for Increasing the Mesh Density of Metal Forming Stress Field with Attention Mechanism and Perceptual FeaturesDesign Automation Conference (DAC), 2021
Qingfeng Xu
Zhenguo Nie
Handing Xu
Hao Zhou
Xin-Jun Liu
AI4CE
182
1
0
12 Mar 2021
NTopo: Mesh-free Topology Optimization using Implicit Neural
  Representations
NTopo: Mesh-free Topology Optimization using Implicit Neural RepresentationsNeural Information Processing Systems (NeurIPS), 2021
Jonas Zehnder
Yue Li
Stelian Coros
B. Thomaszewski
AI4CE
460
74
0
22 Feb 2021
Airfoil GAN: Encoding and Synthesizing Airfoils for Aerodynamic Shape
  Optimization
Airfoil GAN: Encoding and Synthesizing Airfoils for Aerodynamic Shape OptimizationJournal of Computational Design and Engineering (JCDE), 2021
Yuyang Wang
K. Shimada
A. Farimani
258
44
0
12 Jan 2021
An AI-Assisted Design Method for Topology Optimization Without
  Pre-Optimized Training Data
An AI-Assisted Design Method for Topology Optimization Without Pre-Optimized Training DataProceedings of the Design Society (DS), 2020
A. Halle
L. Campanile
A. Hasse
AI4CE
177
17
0
11 Dec 2020
Algorithmically-Consistent Deep Learning Frameworks for Structural
  Topology Optimization
Algorithmically-Consistent Deep Learning Frameworks for Structural Topology OptimizationEngineering applications of artificial intelligence (EAAI), 2020
Jaydeep Rade
Aditya Balu
Ethan Herron
Jay Pathak
Rishikesh Ranade
Soumik Sarkar
A. Krishnamurthy
289
49
0
09 Dec 2020
Scalable Deep-Learning-Accelerated Topology Optimization for Additively
  Manufactured Materials
Scalable Deep-Learning-Accelerated Topology Optimization for Additively Manufactured Materials
Sirui Bi
Jiaxin Zhang
Guannan Zhang
AI4CE
215
8
0
28 Nov 2020
A study on using image based machine learning methods to develop the
  surrogate models of stamp forming simulations
A study on using image based machine learning methods to develop the surrogate models of stamp forming simulations
Hao Zhou
Qingfeng Xu
Nan Li
AI4CE
207
21
0
30 Sep 2020
Data-driven topology design using a deep generative model
Data-driven topology design using a deep generative model
S. Yamasaki
Kentaro Yaji
K. Fujita
AI4CE
180
44
0
08 Jun 2020
StressGAN: A Generative Deep Learning Model for 2D Stress Distribution
  Prediction
StressGAN: A Generative Deep Learning Model for 2D Stress Distribution PredictionDesign Automation Conference (DAC), 2020
Haoliang Jiang
Zhenguo Nie
Roselyn Yeo
A. Farimani
Levent Burak Kara
GAN
185
24
0
30 May 2020
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