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
2019 ◽  
Vol 145 (3) ◽  
pp. 1921-1921
Author(s):  
Aiguo Han ◽  
Yingzhen N. Zhang ◽  
Michael P. Andre ◽  
Rohit Loomba ◽  
John W. Erdman ◽  
...  

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.


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