Data-driven topology design using a deep generative model

Data-driven topology design using a deep generative model

8 June 2020

Kentaro Yaji

Papers citing "Data-driven topology design using a deep generative model"

10 / 10 papers shown

Title
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 119 170 0 05 Mar 2020
3D Shape Synthesis for Conceptual Design and Optimization Using Variational Autoencoders Wentai Zhang Zhangsihao Yang Haoliang Jiang Suyash Nigam Soji Yamakawa T. Furuhata K. Shimada Levent Burak Kara 3DV 48 41 0 16 Apr 2019
A deep Convolutional Neural Network for topology optimization with strong generalization ability Yiquan Zhang Bo Peng Xiaoyi Zhou Airong Chen Dalei Wang 46 65 0 23 Jan 2019
3D Topology Optimization using Convolutional Neural Networks Saurabh Banga Harsh Gehani Sanket Bhilare Sagar Patel Levent Burak Kara 44 106 0 22 Aug 2018
Deep learning based inverse method for layout design Yujie Zhang W. Ye 3DV 20 39 0 07 Jun 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
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.5K 149,842 0 22 Dec 2014
Conditional Generative Adversarial Nets M. Berk Mirza Simon Osindero GAN SyDa AI4CE 244 10,394 0 06 Nov 2014
Generative Adversarial Networks Ian Goodfellow Jean Pouget-Abadie M. Berk Mirza Bing Xu David Warde-Farley Sherjil Ozair Aaron Courville Yoshua Bengio GAN 135 2,191 0 10 Jun 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 422 16,944 0 20 Dec 2013