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Mathematical modeling and neural network based fitting of HIV/AIDS data in the workingclass population case study from Ethiopia.
Gaussian quadrature method with exponential fitting factor for two-parameter singularly perturbed parabolic problem.
Shegaye Lema Cheru1, Gemechis File Duressa2, Tariku Birabasa Mekonnen3
1Department of Mathematics, Wollega University, 395, Nekemte, Oromia, Ethiopia. shegayel@wollegauniversity.edu.et.
This study introduces a new fitted operator finite difference method for parabolic convection-diffusion-reaction problems. The method achieves second-order accuracy and uniform convergence, outperforming existing techniques.
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Area of Science:
- Numerical analysis
- Computational mathematics
- Partial differential equations
Background:
- Parabolic convection-diffusion-reaction problems involve small parameters multiplying diffusion and convection terms.
- These problems often exhibit boundary layers or internal layers, posing numerical challenges.
Purpose of the Study:
- To develop and analyze a robust numerical method for solving parabolic convection-diffusion-reaction problems.
- To ensure the proposed method achieves high accuracy and uniform convergence for problems with singular perturbations.
Main Methods:
- A fitted operator finite difference method is employed.
- The Crank-Nicolson method discretizes the time variable, while a two-point Gaussian quadrature rule and second-order interpolation discretize the spatial variables.
- The fitting factor is determined using singular perturbation theory.
Main Results:
- The developed numerical scheme is proven to be second-order accurate.
- Uniform convergence of the scheme is demonstrated.
- Numerical examples show superior accuracy compared to existing methods.
Conclusions:
- The proposed fitted operator finite difference method is effective for solving parabolic convection-diffusion-reaction problems.
- The method provides accurate and uniformly convergent solutions, even for problems with abrupt solution changes.
