November 22, 2024
Ahmad Shirzadi

Ahmad Shirzadi

Academic Rank: Associate professor
Address: Department Of Mathematics, Persian Gulf University, Bushehr, Iran.
Degree: Ph.D in Applied Mathematics
Phone: 07733441494
Faculty: Faculty of Intelligent Systems and Data Science

Research

Title
Numericlal solutions of contaminant transport through porous media using neural networks
Type Thesis
Keywords
شبكه هاي عصبي، معادله پخش-همرفت، گراديان كاهشي، مسئله مقدار مرزي
Researchers Amroddin Ahmadi (Student) , Ahmad Shirzadi (Primary advisor) , Hossein Hosseinzadeh (Advisor)

Abstract

The subject of this thesis is to propose a numerical method based on an artificial neural networks and optimization for solving one dimensional advection-dispersion equations arising in contaminant transport through porous media. The approximate solutions are considered in such a way that satisfy boundary conditions. For updating network weights, the residual error is used. By starting from a random initial solution and using gradient descent algorithm the weights are updated. Two test problems are considered and our results are compared with the results of some existing methods. Our obtained results are of higher accuracy and the method is more accurate.