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Topology Optimization via Machine Learning and Deep Learning: A Review

19 October 2022

Papers citing "Topology Optimization via Machine Learning and Deep Learning: A Review"

30 / 30 papers shown

Title
NTopo: Mesh-free Topology Optimization using Implicit Neural Representations Jonas Zehnder Yue Li Stelian Coros B. Thomaszewski AI4CE 58 60 0 22 Feb 2021
A Deep Collocation Method for the Bending Analysis of Kirchhoff Plate Hongwei Guo X. Zhuang Timon Rabczuk AI4CE 60 436 0 04 Feb 2021
Scalable Deep-Learning-Accelerated Topology Optimization for Additively Manufactured Materials Sirui Bi Jiaxin Zhang Guannan Zhang AI4CE 20 8 0 28 Nov 2020
Fit2Form: 3D Generative Model for Robot Gripper Form Design Huy Ha Shubham Agrawal Shuran Song 54 37 0 12 Nov 2020
Deep Autoencoder based Energy Method for the Bending, Vibration, and Buckling Analysis of Kirchhoff Plates X. Zhuang Hongwei Guo N. Alajlan Timon Rabczuk AI4CE 47 319 0 09 Oct 2020
Generative Design by Reinforcement Learning: Enhancing the Diversity of Topology Optimization Designs Seowoo Jang Soyoung Yoo Namwoo Kang AI4CE 69 72 0 17 Aug 2020
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 51 216 0 27 Jun 2020
Data-driven topology design using a deep generative model S. Yamasaki Kentaro Yaji K. Fujita AI4CE 36 27 0 08 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 129 171 0 05 Mar 2020
Convolutional Neural Network-based Topology Optimization (CNN-TO) By Estimating Sensitivity of Compliance from Material Distribution Yusuke Takahashi Yoshiro Suzuki A. Todoroki 41 6 0 23 Dec 2019
Progressive-Growing of Generative Adversarial Networks for Metasurface Optimization Fufang Wen Jiaqi Jiang Jonathan A. Fan GAN 29 7 0 29 Nov 2019
Neural reparameterization improves structural optimization Stephan Hoyer Jascha Narain Sohl-Dickstein S. Greydanus AI4CE 59 68 0 10 Sep 2019
An Energy Approach to the Solution of Partial Differential Equations in Computational Mechanics via Machine Learning: Concepts, Implementation and Applications E. Samaniego C. Anitescu S. Goswami Vien Minh Nguyen-Thanh Hongwei Guo Khader M. Hamdia Timon Rabczuk X. Zhuang PINN AI4CE 215 1,381 0 27 Aug 2019
Global optimization of dielectric metasurfaces using a physics-driven neural network Jiaqi Jiang Jonathan A. Fan MedIm 38 333 0 13 May 2019
A deep Convolutional Neural Network for topology optimization with strong generalization ability Yiquan Zhang Bo Peng Xiaoyi Zhou Airong Chen Dalei Wang 64 65 0 23 Jan 2019
A New CGAN Technique for Constrained Topology Design Optimization M. Shen Liang Chen 41 16 0 22 Jan 2019
A Novel Topology Optimization Approach using Conditional Deep Learning Sharad Rawat M. Shen BDL 60 54 0 14 Jan 2019
3D Topology Optimization using Convolutional Neural Networks Saurabh Banga Harsh Gehani Sanket Bhilare Sagar Patel Levent Burak Kara 46 106 0 22 Aug 2018
A novel topology design approach using an integrated deep learning network architecture Sharad Rawat M. Shen AI4CE 40 29 0 03 Aug 2018
Deep learning for determining a near-optimal topological design without any iteration Yonggyun Yu Taeil Hur Jaeho Jung I. Jang 3DV 59 292 0 13 Jan 2018
Neural networks for topology optimization Ivan Sosnovik Ivan Oseledets 63 257 0 27 Sep 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 535 19,265 0 20 Jul 2017
Energy-based Generative Adversarial Network Jiaqi Zhao Michaël Mathieu Yann LeCun GAN 141 1,114 0 11 Sep 2016
Asynchronous Methods for Deep Reinforcement Learning Volodymyr Mnih Adria Puigdomenech Badia M. Berk Mirza Alex Graves Timothy Lillicrap Tim Harley David Silver Koray Kavukcuoglu 207 8,879 0 04 Feb 2016
Deep Reinforcement Learning with Double Q-learning H. V. Hasselt A. Guez David Silver OffRL 172 7,662 0 22 Sep 2015
A Neural Algorithm of Artistic Style Leon A. Gatys Alexander S. Ecker Matthias Bethge GAN 90 2,863 0 26 Aug 2015
Trust Region Policy Optimization John Schulman Sergey Levine Philipp Moritz Michael I. Jordan Pieter Abbeel 279 6,796 0 19 Feb 2015
Conditional Generative Adversarial Nets M. Berk Mirza Simon Osindero GAN SyDa AI4CE 262 10,425 0 06 Nov 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 455 16,923 0 20 Dec 2013
Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller 129 12,265 0 19 Dec 2013