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摘要: |
本文研究了在控制理论和随机滤波等领域中遇到的一类含高次逆幂的矩阵方程的等价矩阵方程对称解的数值计算问题.采用牛顿算法求等价矩阵方程的对称解,并采用修正共轭梯度法求由牛顿算法每一步迭代计算导出的线性矩阵方程的对称解或者对称最小二乘解,建立了求这类矩阵方程对称解的双迭代算法,数值算例验证了双迭代算法是有效的. |
关键词: 含高次逆幂的矩阵方程 对称解 牛顿算法 修正共轭梯度法 双迭代算法 |
DOI: |
分类号:O241.7 |
基金项目:国家自然科学基金(11071196) |
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DOUBLE ITERATIVE ALGORITHM FOR SYMMETRIC SOLUTION OF MATRIX EQUATION WITH HIGH ORDER INVERSE-POWER |
ZHANG Xiao-xiao,ZHANG Kai-yuan,SONG Wei-hong
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Abstract: |
A new iterative algorithm is proposed to get the symmetric solution of equivalent matrix equation transformed from the matrix equation with high order inverse-power which is common in many fields such as control theory and stochastic filtering. By using Newton's method, we obtain symmetric solution of the above equivalent matrix equation, and with modified conjugate gradient method, we get symmetric solution or symmetric least square solution of linear matrix equation derived from each iterative step of Newton's method. A double iterative algorithm is proposed to solve the symmetric solution of this kind of matrix equation, and numerical experiments demonstrate the effectiveness of proposed double iterative method. |
Key words: matrix equation with high order inverse-power symmetric solution Newton's method modified conjugate gradient method double iterative algorithm |