Deep learning for determining a near-optimal topological design without
any iteration

Deep learning for determining a near-optimal topological design without any iteration

13 January 2018

Papers citing "Deep learning for determining a near-optimal topological design without any iteration"

13 / 13 papers shown

Title
NITO: Neural Implicit Fields for Resolution-free Topology Optimization A. Nobari Giorgio Giannone Lyle Regenwetter Faez Ahmed AI4CE 30 3 0 07 Feb 2024
Dynamically configured physics-informed neural network in topology optimization applications Ji-Cheng Yin Ziming Wen Shuhao Li Yaya Zhang Hu Wang AI4CE PINN 31 4 0 12 Dec 2023
Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency Hongrui Chen Aditya Joglekar L. Kara AI4CE 24 7 0 17 May 2023
Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing Salah A. Faroughi N. Pawar C. Fernandes Maziar Raissi Subasish Das N. Kalantari S. K. Mahjour PINN AI4CE 27 48 0 14 Nov 2022
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 29 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 13 2 0 20 Mar 2022
Deep Generative Models in Engineering Design: A Review Lyle Regenwetter A. Nobari Faez Ahmed 3DV AI4CE 31 175 0 21 Oct 2021
De-homogenization using Convolutional Neural Networks M. O. Elingaard N. Aage J. A. Bærentzen Ole Sigmund 19 23 0 10 May 2021
GANTL: Towards Practical and Real-Time Topology Optimization with Conditional GANs and Transfer Learning M. Behzadi H. Ilies AI4CE 11 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
Data-driven topology design using a deep generative model S. Yamasaki Kentaro Yaji K. Fujita AI4CE 10 27 0 08 Jun 2020