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Repeated QR Updating Algorithm for Solution of Equality Constrained Linear Least Squares Problems

机译:求解等式约束线性最小二乘问题的重复QR更新算法

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We consider a repeated QR updating algorithm for the solutionof equality constrained linear least squares problems. The constrainedproblem is first converted into the linear least squares problem usingweighted factor and then it is partitioned into a small well-manageableproblem by removing a pair of blocks of rows and columns. We performthe QR factorization of the small subproblem and then it is updated byappending the removed data. The proposed strategy is effective for largescale dense problems and also particulary suitable for parallel implementationdue to its partitioning by using the number of passes. Some numericalexperiments are given to illustrate the accuracy of the proposedalgorithm and the results are compared with the solution obtained throughthe nullspace method.
机译:我们考虑求解等式约束线性最小二乘问题的重复QR更新算法。首先使用加权因子将约束问题转换为线性最小二乘问题,然后通过删除一对行和列的块将其划分为一个易于管理的小问题。我们执行小子问题的QR因式分解,然后通过附加删除的数据进行更新。所提出的策略对于大规模的密集问题是有效的,并且由于其通过使用遍数的划分而特别适用于并行实现。通过数值实验证明了所提算法的准确性,并将结果与​​通过零空间方法获得的解进行了比较。

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