边界约束二次规划问题的分解方法

１．引言本文考虑如下边界约束的二次规划问题：其中ＱＥ＊"""是对称的，Ｃ，人。Ｅ＊"是给定的常数向量，且Ｚ＜。这类问题经常出现在偏微分方程，离散化的连续时间最优控制问题、线性约束的最小二乘问题、工程设计、或作为非线性规划方法中的序列子问题．因此具有特殊的重要性．本文提出求解问题（１．１）的分解方法．它类似求解线性代数方程组的选代法，它是对Ｑ进行正则分裂【对即把Ｑ分裂为两个矩阵之和，Ｑ＝Ｎ十片而这两个矩阵之差（Ｎ一则是对称正定的．在每次迭代中用一个易于求解的矩阵Ｎ替代Ｑ进行计算一新的二次规划问题．在适…

DECOMPOSITION METHOD FOR QUADRATIC PROGRAMMING PROBLEM WITH BOX CONSTRAINTS

A Decomposition method for solving quadratic programming (QP) with boxconstraints is presented in this paper. It is similar to the iterative method forsolving linear system of equations. The main ideas of the algorithm are to splitthe Hessian matrix Q of the oP problem into the sum of two matrices N and Hsuch that Q = N H and (N - H) is symmetric positive definite matrix ((N, H)is called a regular splitting of Q)5]. A new quadratic programming problem withHessian matrix N to replace the original Q is easier to solve than the originalproblem in each iteration. The convergence of the algorithm is proved under certainassumptions, and the sequence generated by the algorithm converges to optimalsolution and has a linear rate of R-convergence if the matrix Q is positive definite,or a stationary point for the general indefinite matrix Q, and the numerical resultsare also given.