An unsupervised learning approach to solving heat equations on chip based on Auto Encoder and Image Gradient

19 July 2020

Papers citing "An unsupervised learning approach to solving heat equations on chip based on Auto Encoder and Image Gradient"

9 / 9 papers shown

Title
DeepOHeat: Operator Learning-based Ultra-fast Thermal Simulation in 3D-IC Design Ziyue Liu Yixing Li Jing Hu Xinling Yu Shi-En Shiau Xin Ai Zhiyu Zeng Zheng Zhang AI4CE 69 21 0 25 Feb 2023
Analyzing the Performance of Deep Encoder-Decoder Networks as Surrogates for a Diffusion Equation J. Q. Toledo-Marín J. Glazier Geoffrey C. Fox 85 4 0 07 Feb 2023
A composable machine-learning approach for steady-state simulations on high-resolution grids Rishikesh Ranade C. Hill Lalit Ghule Jay Pathak AI4CE 80 8 0 11 Oct 2022
A Thermal Machine Learning Solver For Chip Simulation Rishikesh Ranade Haiyang He Jay Pathak N. Chang Akhilesh Kumar Jimin Wen 76 17 0 10 Sep 2022
Faster Optimization on Sparse Graphs via Neural Reparametrization Nima Dehmamy C. Both J. Long Rose Yu 49 1 0 26 May 2022
A composable autoencoder-based iterative algorithm for accelerating numerical simulations Rishikesh Ranade C. Hill Haiyang He Amir Maleki Norman Chang Jay Pathak AI4CE 69 6 0 07 Oct 2021
Geometry encoding for numerical simulations Amir Maleki J. Heyse Rishikesh Ranade Haiyang He Priya Kasimbeg Jay Pathak 3DV AI4CE 96 2 0 15 Apr 2021
Conditional physics informed neural networks A. Kovacs L. Exl Alexander Kornell J. Fischbacher Markus Hovorka ... N. Sakuma Akihito Kinoshita T. Shoji A. Kato T. Schrefl PINN 63 44 0 06 Apr 2021
A Latent space solver for PDE generalization Rishikesh Ranade C. Hill Haiyang He Amir Maleki Jay Pathak AI4CE 77 4 0 06 Apr 2021