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

  • Amr Mohamed Salaheldeen Abdelaziem Mohamed, "Green’s function expansion for exponentially graded elasticity", لايوجد, 1900 More
  • Hany Arafa Abdelmohsen Ali Metwallie, "Blended Learning Approach in Research and Education of Laboratory Physics", Conference ICL2010 September 15 -17, 2010 Hasselt, Belgium, 2010 More
  • Magda Mahmoud Mohamed Kasem, "Group similarity solutions of (2 + 1) Boiti-Leon-Manna-Pempinelli Lax pair.", Elsvier, 2014 More
  • Ola Ragab Abdou Mohamed, "Quadrature Analysis of Functionally Graded Materials", IJET-IJENS, 2014 More
  • Rania Bahgat Mohamed Amer, "An Efficient Method to Solve Thermal Wave Equation", Scientific Research, 2014 More
Tweet