ADAPTIVE OPERATOR EXTRAPOLATION METHOD FOR VARIATIONAL INEQUALITIES IN BANACH SPACES

S. Denisov, V. Semenov
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Abstract

Many problems of operations research and mathematical physics can be formulated in the form of variational inequalities. The development and research of algorithms for solving variational inequalities is an actively developing area of applied nonlinear analysis. Note that often nonsmooth optimization problems can be effectively solved if they are reformulated in the form of saddle point problems and algorithms for solving variational inequalities are applied. Recently, there has been progress in the study of algorithms for problems in Banach spaces. This is due to the wide involvement of the results and constructions of the geometry of Banach spaces. A new algorithm for solving variational inequalities in a Banach space is proposed and studied. In addition, the Alber generalized projection is used instead of the metric projection onto the feasible set. An attractive feature of the algorithm is only one computation at the iterative step of the projection onto the feasible set. For variational inequalities with monotone Lipschitz operators acting in a 2-uniformly convex and uniformly smooth Banach space, a theorem on the weak convergence of the method is proved.
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BANACH空间中变分不等式的自适应算子外推方法
运筹学和数学物理中的许多问题都可以用变分不等式的形式来表述。求解变分不等式的算法的开发和研究是应用非线性分析中一个积极发展的领域。请注意,如果将非光滑优化问题以鞍点问题的形式重新表述并应用求解变分不等式的算法,通常可以有效地解决这些问题。近年来,Banach空间问题的算法研究取得了一些进展。这是由于巴拿赫空间的几何结果和构造的广泛涉及。提出并研究了一种求解Banach空间中变分不等式的新算法。此外,用Alber广义投影代替可行集上的度量投影。该算法的一个吸引人的特点是在可行集上的投影迭代步骤只需一次计算。对于2-一致凸一致光滑Banach空间中具有单调Lipschitz算子的变分不等式,证明了该方法的一个弱收敛性定理。
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Journal of Automation and Information Sciences
Journal of Automation and Information Sciences AUTOMATION & CONTROL SYSTEMS-
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6-12 weeks
期刊介绍: This journal contains translations of papers from the Russian-language bimonthly "Mezhdunarodnyi nauchno-tekhnicheskiy zhurnal "Problemy upravleniya i informatiki". Subjects covered include information sciences such as pattern recognition, forecasting, identification and evaluation of complex systems, information security, fault diagnosis and reliability. In addition, the journal also deals with such automation subjects as adaptive, stochastic and optimal control, control and identification under uncertainty, robotics, and applications of user-friendly computers in management of economic, industrial, biological, and medical systems. The Journal of Automation and Information Sciences will appeal to professionals in control systems, communications, computers, engineering in biology and medicine, instrumentation and measurement, and those interested in the social implications of technology.
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