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A new block algorithm for full-rank solution of the Sylvester-observer equation

机译:Sylvester-observer方程全秩解的新块算法

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A new block algorithm for computing a full rank solution of the Sylvester-observer equation arising in state estimation is proposed. The major computational kernels of this algorithm are: 1) solutions of standard Sylvester equations, in each case of which one of the matrices is of much smaller order than that of the system matrix and (furthermore, this small matrix can be chosen arbitrarily), and 2) orthogonal reduction of small order matrices. There are numerically stable algorithms for performing these tasks including the Krylov-subspace methods for solving large and sparse Sylvester equations. The proposed algorithm is also rich in Level 3 Basic Linear Algebra Subroutine (BLAS-3) computations and is thus suitable for high performance computing. Furthermore, the results on numerical experiments on some benchmark examples show that the algorithm has better accuracy than that of some of the existing block algorithms for this problem.
机译:提出了一种新的块算法,用于计算状态估计中出现的Sylvester-observer方程的全秩解。该算法的主要计算内核是:1)标准Sylvester方程的解,在每种情况下,其中一个矩阵的阶次比系统矩阵的阶次小得多(此外,可以任意选择该小的矩阵), 2)小阶矩阵的正交约简。有执行这些任务的数值稳定算法,包括用于求解大型稀疏Sylvester方程的Krylov子空间方法。该算法还具有3级基本线性代数子例程(BLAS-3)计算能力,因此适合于高性能计算。此外,在一些基准示例上进行的数值实验结果表明,与该问题相比,该算法比某些现有的块算法具有更高的精度。

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