Algorithm for variational inequality problems based on a gradient dynamical system designed using a control Liapunov function

F. Pazos, A. Bhaya
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Abstract

We present an algorithm to find the optimal point of a variational inequality problem. The domain of the function that defines the variational inequality is a convex set, determined by convex inequality constraints and affine equality constraints. The algorithm is based on a discrete variable structure closed-loop control system which presents sliding mode trajectories on the boundary of the feasible set until the optimal point is reached. The update law is designed using control Liapunov function (CLF), which guarantees the decrease of a discrete Liapunov function inside and outside the feasible set. The step size is optimized using Liapunov optimizing control (LOC).
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基于控制Liapunov函数设计的梯度动力系统的变分不等式问题算法
提出了一种求变分不等式问题最优点的算法。定义变分不等式的函数的定义域是一个凸集,由凸不等式约束和仿射不等式约束决定。该算法基于一个离散变结构闭环控制系统,该系统在可行集的边界上呈现滑模轨迹,直到达到最优点。采用控制Liapunov函数(CLF)设计更新律,保证了可行集内外离散Liapunov函数的减小。采用Liapunov优化控制(LOC)对步长进行优化。
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