| dc.description.abstract |
Nonlinear problems, including variational inequality problems and fixed point
problems, are pervasive in various fields like physics, optimization, and economics.
These problems often lack closed form solutions and pose significant challenges for
direct analytical methods. As a result, iterative methods are widely used for approximating
their solutions.
In this dissertation, we study split equality problems involving common variational
inequality and fixed point problems in both real Hilbert and real Banach spaces. The
problems we consider are defined under weaker conditions on the associated operators
and the norm, spectral radius and Lipschitz constant of these operators are not part
of our conditions. We use strong convergent projection iterative methods to approximate
the solutions of the problems. The methods combine inertial steps with Tseng’s
extragradient method, both of which are recognized for enhancing the performance
of iterative methods.
First, we propose inertial-like Tseng’s extragradient and subgradient extragradient
iterative algorithms for solving split equality common variational inequality and fixed
point problems in real Hilbert spaces. The underlying operators associated with the
variational inequality problems are quasi-monotone and uniformly continuous and
those with the fixed point problems are quasi-nonexpansive operators. Under some
mild conditions, we prove strong convergence of our methods to a solution of the problem
and numerical examples are presented to illustrate the efficiency of the methods.
Second, we introduce and study a new split equality problem with common variational
inequality and fixed point problems associated with finite families of operators
in the setting of real Hilbert spaces. We propose an inertial Tseng’s extragradient
iterative method with viscosity technique and prove its strong convergence to a solution
under some suitable conditions. We also present some numerical experiments to
illustrate and show the efficiency of the proposed method.
Thirdly, we study a split equality problem involving common Minty variational inequality
and fixed point problems in real reflexive Banach spaces. Unlike the existing
results on Minty variational inequality problems, we consider the operators to be
both quasi-monotone and uniformly continuous. Under some suitable conditions, we
establish a strong convergence of the proposed method to a solution of the problem.
Finally, we present some numerical experiments to illustrate and show the efficiency
of the method.
These findings provide a scalable and theoretically robust framework for solving complex
problems such as convex and nonconvex optimization problems, game-theory,
engineering and economics. |
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