iPSC/860上正则化最小二乘问题的住户变换

Jianping Zhu
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引用次数: 0

摘要

讨论了将Tikhnov正则化方法应用于病态最小二乘问题而产生的一类特殊矩阵的户主分解算法。所涉及的矩阵是半密集半稀疏的。该算法已在iPSC/860超立方体上实现。通过通信与计算的重叠,优化了代码,利用矩阵的特殊结构,最大限度地减少了节点间的通信。在大型问题的数值实验中观察到超线性加速。该算法已作为解决油藏模拟中参数识别问题的核心程序。
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Householder transformation for the regularized least square problem on iPSC/860
Discusses a householder factorization algorithm for a special type of matrix arising from the application of the Tikhnov regularization method to an ill-conditioned least square problem. The matrix involved is half dense and half sparse. The algorithm has been implemented on iPSC/860 hypercubes. By overlapping communications with computations, the code has been optimized to take advantage of the special structure of the matrix and minimize inter-node communications. Super-linear speed-up was observed in the numerical experiment for large problems. The algorithm has been used as a core routine in the program solving parameter identification problems in reservoir simulations.<>
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