scholarly journals Physics-informed neural network method for solving one-dimensional advection equation using PyTorch

Array ◽  
2021 ◽  
pp. 100110 ◽  
Author(s):  
Shashank Reddy Vadyala ◽  
Sai Nethra Betgeri ◽  
B. Naga Parameshwari
Keyword(s):  
Neural Network ◽  
Advection Equation ◽  
One Dimensional ◽  
Neural Network Method ◽  
Network Method

Interpretability and generalizability of a one-dimensional convolutional neural network method for hepatic steatosis characterization

2019 ◽  
Vol 145 (3) ◽  
pp. 1921-1921
Author(s):  
Aiguo Han ◽  
Yingzhen N. Zhang ◽  
Michael P. Andre ◽  
Rohit Loomba ◽  
John W. Erdman ◽  
...  
Keyword(s):  
Neural Network ◽  
Convolutional Neural Network ◽  
Hepatic Steatosis ◽  
One Dimensional ◽  
Neural Network Method ◽  
Network Method

Shunt Control on Smart Structures Using Genetic Algorithm and Neural Network Method.

2019 ◽  
Author(s):  
Venicio Silva Araujo ◽  
Guilherme Silva Prado ◽  
Heinsten Frederich Leal dos Santos
Keyword(s):  
Neural Network ◽  
Genetic Algorithm ◽  
Smart Structures ◽  
Neural Network Method ◽  
Network Method ◽  
Shunt Control

Methods for evaluation the manufacturability of a vehicle

2020 ◽  
pp. 152-160
Keyword(s):  
Neural Network ◽  
Initial Data ◽  
Comparative Data ◽  
Training Algorithm ◽  
Neural Network Method ◽  
The Neural Network ◽  
Network Method ◽  
Calculation Results ◽  
Production And Operation

Methods for evaluation the manufacturability of a vehicle in the field of production and operation based on an energy indicator, expert estimates and usage of a neural network are stated. By using the neural network method the manufacturability of a car in a complex and for individual units is considered. The preparation of the initial data at usage a neural network for predicting the manufacturability of a vehicle is shown; the training algorithm and the architecture for calculating the manufacturability of the main units are given. According to the calculation results, comparative data on the manufacturability vehicles of various brands are given.

scholarly journals The approximation neural-network method for solving nonlinear multi-criteria inverse problems of geophysics

2021 ◽  
Vol 1715 ◽  
pp. 012045
Author(s):  
M I Shimelevich ◽  
E A Obornev ◽  
I E Obornev ◽  
E A Rodionov
Keyword(s):  
Neural Network ◽  
Inverse Problems ◽  
Neural Network Method ◽  
Network Method
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