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A Machine Learning Surrogate Modeling Benchmark for Temperature Field
  Reconstruction of Heat-Source Systems

A Machine Learning Surrogate Modeling Benchmark for Temperature Field Reconstruction of Heat-Source Systems

17 August 2021
Xiaoqian Chen
Zhiqiang Gong
Xiaoyu Zhao
Weien Zhou
Wen Yao
    AI4CE
ArXivPDFHTML

Papers citing "A Machine Learning Surrogate Modeling Benchmark for Temperature Field Reconstruction of Heat-Source Systems"

5 / 5 papers shown
Title
Multi-fidelity prediction of fluid flow and temperature field based on
  transfer learning using Fourier Neural Operator
Multi-fidelity prediction of fluid flow and temperature field based on transfer learning using Fourier Neural Operator
Yanfang Lyu
Xiaoyu Zhao
Zhiqiang Gong
Xiao Kang
W. Yao
AI4CE
25
24
0
14 Apr 2023
Joint Deep Reversible Regression Model and Physics-Informed Unsupervised
  Learning for Temperature Field Reconstruction
Joint Deep Reversible Regression Model and Physics-Informed Unsupervised Learning for Temperature Field Reconstruction
Zhiqiang Gong
Weien Zhou
Jun Zhang
Wei Peng
W. Yao
AI4CE
29
11
0
22 Jun 2021
Global field reconstruction from sparse sensors with Voronoi
  tessellation-assisted deep learning
Global field reconstruction from sparse sensors with Voronoi tessellation-assisted deep learning
Kai Fukami
R. Maulik
Nesar Ramachandra
K. Fukagata
Kunihiko Taira
32
140
0
03 Jan 2021
Fourier Neural Operator for Parametric Partial Differential Equations
Fourier Neural Operator for Parametric Partial Differential Equations
Zong-Yi Li
Nikola B. Kovachki
Kamyar Azizzadenesheli
Burigede Liu
K. Bhattacharya
Andrew M. Stuart
Anima Anandkumar
AI4CE
203
2,272
0
18 Oct 2020
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image
  Segmentation
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation
Vijay Badrinarayanan
Alex Kendall
R. Cipolla
SSeg
432
15,595
0
02 Nov 2015
1