Accelerating the convergence of Newton's method for the Yang-Baxter like matrix equation
1Department of Mathematics, Physics and Informatics, Mkwawa University College of Education, P.O. Box 2513, Iringa, Tanzania.
Heliyon
|February 24, 2025
Summary
Exact line search improves Newton method convergence for the Yang-Baxter matrix equation, outperforming successive over-relaxation. Numerical analysis confirms the equation is generally well-conditioned, though sensitive to certain perturbations.
Area of Science:
- Numerical analysis
- Matrix theory
- Computational mathematics
Background:
- The Yang-Baxter matrix equation is crucial in quantum groups and integrable systems.
- Efficient numerical methods are needed for nontrivial solutions.
- Newton's method offers a framework but requires convergence enhancement.
Purpose of the Study:
- To apply and compare exact line search and successive over-relaxation for Newton's method.
- To analyze the condition numbers (normwise, mixed, componentwise) of the Yang-Baxter equation.
- To assess the numerical stability and convergence properties of the proposed methods.
Main Methods:
- Implementation of exact line search with Newton's method.
- Application of successive over-relaxation to Newton's method.
- Derivation and computation of normwise, mixed, and componentwise condition numbers.
Main Results:
- Exact line search significantly accelerates convergence compared to successive over-relaxation.
- The Yang-Baxter equation demonstrates good conditioning with mixed and componentwise measures (close to one).
- Normwise condition numbers indicate a higher sensitivity to perturbations.
Conclusions:
- Exact line search is a superior technique for accelerating Newton's method for the Yang-Baxter equation.
- The equation is generally well-posed numerically, but normwise sensitivity should be considered.
- The findings provide valuable insights for solving complex matrix equations in scientific computing.
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