Neural networks for topology optimization

27 September 2017

Papers citing "Neural networks for topology optimization"

15 / 15 papers shown

Title
Large Language Model Agent as a Mechanical Designer Yayati Jadhav A. Farimani AI4CE LLMAG 98 9 0 26 Apr 2024
NITO: Neural Implicit Fields for Resolution-free Topology Optimization A. Nobari Giorgio Giannone Lyle Regenwetter Faez Ahmed AI4CE 37 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 40 7 0 21 Nov 2023
High-Dimensional Bayesian Optimization via Semi-Supervised Learning with Optimized Unlabeled Data Sampling Y. Yin Yu Wang Gang Xu 24 4 0 04 May 2023
SELTO: Sample-Efficient Learned Topology Optimization Sören Dittmer David Erzmann Henrik Harms Peter Maass 29 2 0 12 Sep 2022
Diffusion Models Beat GANs on Topology Optimization Franccois Mazé Faez Ahmed DiffM AI4CE 35 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 31 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 18 2 0 20 Mar 2022
Deep Generative Models in Engineering Design: A Review Lyle Regenwetter A. Nobari Faez Ahmed 3DV AI4CE 34 175 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 27 5 0 25 Apr 2021
An AI-Assisted Design Method for Topology Optimization Without Pre-Optimized Training Data A. Halle L. Campanile A. Hasse AI4CE 16 10 0 11 Dec 2020
FEA-Net: A Physics-guided Data-driven Model for Efficient Mechanical Response Prediction Houpu Yao Yi Gao Yongming Liu AI4CE 57 66 0 31 Jan 2020
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 266 7,636 0 03 Jul 2012