Neural networks for topology optimization

27 September 2017

Papers citing "Neural networks for topology optimization"

21 / 21 papers shown

Title
Large Language Model Agent as a Mechanical Designer Yayati Jadhav A. Farimani AI4CE LLMAG 109 10 0 26 Apr 2024
NITO: Neural Implicit Fields for Resolution-free Topology Optimization Amin Heyrani Nobari Giorgio Giannone Lyle Regenwetter Faez Ahmed AI4CE 60 3 0 07 Feb 2024
Differentiable Visual Computing for Inverse Problems and Machine Learning Andrew Spielberg Fangcheng Zhong Konstantinos Rematas Krishna Murthy Jatavallabhula Cengiz Öztireli Tzu-Mao Li Derek Nowrouzezahrai 58 8 0 21 Nov 2023
High-Dimensional Bayesian Optimization via Semi-Supervised Learning with Optimized Unlabeled Data Sampling Y. Yin Yu Wang Gang Xu 49 4 0 04 May 2023
SELTO: Sample-Efficient Learned Topology Optimization Sören Dittmer David Erzmann Henrik Harms Peter Maass 57 2 0 12 Sep 2022
Diffusion Models Beat GANs on Topology Optimization Franccois Mazé Faez Ahmed DiffM AI4CE 43 57 0 20 Aug 2022
FRC-TOuNN: Topology Optimization of Continuous Fiber Reinforced Composites using Neural Network A. Chandrasekhar Amir M. Mirzendehdel M. Behandish K. Suresh 36 29 0 07 May 2022
An Adaptive and Scalable ANN-based Model-Order-Reduction Method for Large-Scale TO Designs Renkai Tan Chaojun Qian Dan Xu Wenjing Ye AI4CE 21 2 0 20 Mar 2022
Deep Generative Models in Engineering Design: A Review Lyle Regenwetter Amin Heyrani Nobari Faez Ahmed 3DV AI4CE 41 177 0 21 Oct 2021
GANTL: Towards Practical and Real-Time Topology Optimization with Conditional GANs and Transfer Learning M. Behzadi H. Ilies AI4CE 22 18 0 07 May 2021
Speeding up Computational Morphogenesis with Online Neural Synthetic Gradients Yuyu Zhang Heng Chi Binghong Chen T. Tang L. Mirabella Le Song G. Paulino AI4CE 38 5 0 25 Apr 2021
BIKED: A Dataset for Computational Bicycle Design with Machine Learning Benchmarks Lyle Regenwetter Brent Curry Faez Ahmed 29 35 0 10 Mar 2021
An AI-Assisted Design Method for Topology Optimization Without Pre-Optimized Training Data A. Halle L. Campanile A. Hasse AI4CE 16 11 0 11 Dec 2020
Self-Directed Online Machine Learning for Topology Optimization Changyu Deng Yizhou Wang Can Qin Yun Fu Wei Lu AI4CE 29 75 0 04 Feb 2020
FEA-Net: A Physics-guided Data-driven Model for Efficient Mechanical Response Prediction Houpu Yao Yi Gao Yongming Liu AI4CE 71 66 0 31 Jan 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 32 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 14 65 0 23 Jan 2019
A Novel Topology Optimization Approach using Conditional Deep Learning Sharad Rawat M. Shen BDL 31 52 0 14 Jan 2019
A novel topology design approach using an integrated deep learning network architecture Sharad Rawat M. Shen AI4CE 11 28 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 19 289 0 13 Jan 2018
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 270 7,646 0 03 Jul 2012