turbulent reactor
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2021 ◽  
Vol 13 (3) ◽  
pp. 168781402199952
Author(s):  
Ayesha Sohail ◽  
Maryam Noor ◽  
Shabieh Farwa ◽  
Zhiwu Li ◽  
Sundas Akbar

In this research work, the turbulence in fluid flow through a turbulent reactor is investigated. The research was conducted in three steps; modeling, simulations and future forecasting for longer times, where numerical solvers fail to simulate the robust dynamics of turbulence. Advanced finite element solvers are used for the numerical simulations and for the forecasting purpose, artificial neural networks are used. Artificial intelligence is deployed for the transient analysis for longer times, where numerical solvers fail. Results are presented with the aid of tables and video graphic footage.


Astrophysics ◽  
1977 ◽  
Vol 12 (1) ◽  
pp. 68-76
Author(s):  
Yu. A. Nikolaev ◽  
V. N. Tsytovich ◽  
A. S. Chikhachev

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