Processing math: 100%

ISSN 0253-2778

CN 34-1054/N

Free to Publish. Free to Read.

Home
Archive
Accepted
Subjects
For Authors
Editorial Board
1. Editorial Board
2. Operation Manual
About
1. About the Journal
2. Contact Us
News
1. News
2. JUSTC Culture

Download： Image

2024, 54(4): 0403.

Physically plausible and conservative solutions to Navier–Stokes equations using physics-informed CNNs .

Figures of the Article

Domain meshing of two-dimensional equations.
Hard-imposition of boundary conditions (BC). The left side represents the Dirichlet boundary conditions and the right side represents the Neumann boundary conditions.
The PICNN architecture for Navier–Stokes equations.
Comparison of solutions between CD-FVM and SUS-FVM for flow through a cavity (Re = 300).
Comparison of velocity accuracy on section y=0.96 and section $x=0.50$ ( $Re=300$ ).
Comparison of solution accuracy between SUS-FVM and CD-FVM schemes for the convective heat transfer problems (data3).
Comparison of solution accuracy on section $y=0.64$ between SUS-FVM and CD-FVM schemes (data3).
Comparison of predicted and true velocities for the lid-driven cavity flow.

Related articles

Steganalysis of neural networks based on parameter statistical bias

2022, 52(1): 1-1-1-12. DOI: 10.52396/JUSTC-2021-0197
Research on optimization method of convolutional neural network based on visualization

2020, 50(7): 959-967. DOI: 10.3969/j.issn.0253-2778.2020.07.013
Robot control policy transfer based on progressive neural network

2019, 49(10): 812-819. DOI: 10.3969/j.issn.0253-2778.2019.10.006
Research on high-order residual convolution neural network for crop disease recognition application

2019, 49(10): 781-790. DOI: 10.3969/j.issn.0253-2778.2019.10.002
Recognizing emotions from abstract paintings using convolutional neural network with two-layer transfer learning scheme

2019, 49(1): 40-48. DOI: 10.3969/j.issn.0253-2778.2019.01.006
Optimal algebraic decay of solutions for 2D Navier-Stokes equations with partial dissipation

2018, 48(5): 361-366. DOI: 10.3969/j.issn.0253-2778.2018.05.003
An arbitrage strategy model for ferrous metal futures based on LSTM neural network

2018, 48(2): 125-132. DOI: 10.3969/j.issn.0253-2778.2018.02.006
Localized atmospheric density prediction method based on NARX neural network

2017, 47(12): 1015. DOI: 10.3969/j.issn.0253-2778.2017.12.007
Life span prediction of Huizhou architecture based on improved Elman neural network

2017, 47(10): 817-822. DOI: 10.3969/j.issn.0253-2778.2017.10.003
A computing method for attribute importance based on BP neural network

2017, 47(1): 18-25. DOI: 10.3969/j.issn.0253-2778.2017.01.003

ISSN 0253-2778

CN 34-1054/N

Authors
Browse
Contact Us
- No.96 Jinzhai Road, Baohe District, Hefei, Anhui, China, 230026.
- E-mail: justc@ustc.edu.cn
About

The Old URL

Copyright © Editorial Office of JUSTC, All Rights Reserved. 皖ICP备05002528号

Supported by: Beijing Renhe Information Technology Co., Ltd.