A computational supervised neural network procedure for the fractional SIQ mathematical model

Faculty Engineering Year: 2023
Type of Publication: ZU Hosted Pages:
Authors:
Journal: THE EUROPEAN PHYSICAL JOURNAL SPECIAL TOPICS springer Volume:
Keywords : , computational supervised neural network procedure for , fractional    
Abstract:
The purpose of the current work is to provide the numerical solutions of the fractional mathematical system of the susceptible, infected and quarantine (SIQ) system based on the lockdown effects of the coronavirus disease. These investigations provide more accurateness by using the fractional SIQ system. The investigations based on the nonlinear, integer and mathematical form of the SIQ model together with the effects of lockdown are also presented in this work. The impact of the lockdown is classified into the susceptible/infection/quarantine categories, which is based on the system of differential models. The fractional study is provided to find the accurate as well as realistic solutions of the SIQ model using the artificial intelligence (AI) performances along with the scale conjugate gradient (SCG) design, i.e., AISCG. The fractional-order derivatives have been used to solve three different cases of the nonlinear SIQ differential model. The statics to perform the numerical results of the fractional SIQ dynamical system are 7% for validation, 82% for training and 11% for testing. To observe the exactness of the AI-SCG procedure, the comparison of the numerical attained performances of the results is presented with the reference Adam solutions. For the validation, authentication, aptitude, consistency and validity of the AI-SCG solver, the computing numerical results have been provided based on the error histograms, state transition measures, correlation/regression values and mean square error.
   
     
 
       

Author Related Publications

  • Rahma Sadat Musa Meslem, "Investigation ofLiesymmetryandnewsolutionsfor highly dimensionalnon-elasticandelasticinteractions betweeninternal waves", https://www.sciencedirect.com/journal/chaos-solitons-and-fractals, 2020 More
  • Rahma Sadat Musa Meslem, "Effects of homogeneous-heterogeneous and Lorentz forces on 3-D radiative magnetized cross nanofluid using two rotating disks", ScienceDirect, 2021 More
  • Rahma Sadat Musa Meslem, "SOLITON SOLUTIONS OF A GENERALIZED HIROTA-SATSUMA EQUATIO USING DARBOUX TRANSFORMATION", Journal of Global Research in Mathematical Archives, 2014 More
  • Rahma Sadat Musa Meslem, "Optimal solutions of a (3 + 1)‐dimensional B‐Kadomtsev Petviashvii equation", https://onlinelibrary.wiley.com, 2019 More
  • Rahma Sadat Musa Meslem, "Lie symmetry analysis and invariant solutions of 3D Euler equations for axisymmetric, incompressible, and inviscid flow in the cylindrical coordinates", springer, 2021 More

Department Related Publications

  • Ola Ragab Abdou Mohamed, "Analysis of Composite Plates Using Moving Least Squares Differential Quadrature Method", Science Direct, 2014 More
  • Ola Ragab Abdou Mohamed, "Efficient Quadrature Solution for Composite Plate Problems", medwelljournals, 2014 More
  • Rasha Ibrahiem Saleh Mohamed, "Generalized extended method for solution of nonlinear diffusion equations", مجلة الهندسة والعلوم التطبيقية, 2014 More
  • Mohamed Mohamed Ali Mohamed Saied, "Three Resultant Applications In Surface Modeling For Computer Graphics", Second National Conference of Mathematics, Cairo 6-11 April 1996, 1996 More
  • Magda Mahmoud Mohamed Kasem, "Similarity Analysis of Mass and Heat Transfer of FHD Steady Flow of Nanofluid Incorporating Magnetite Nanoparticles (Fe3O4)", East African Scholars Publisher, Kenya, 2020 More
Tweet