LR triangular decomposition method based on symmetric sparse matrix technology and non-zero element random storage
A sparse matrix, non-zero element technology, applied in the direction of design optimization/simulation, etc., can solve problems such as the influence of the calculation speed of the Z-array, the difficulty of the symmetry of the Z-array elements, and the increase of redundant calculation.
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Embodiment 1
[0084] Example 1. In order to simplify the analysis, taking the fifth-order symmetric real number matrix as an example, the LR triangular decomposition is performed on the Y(n, n) and LR(n, d) arrays with only diagonal elements and upper triangular elements, and the calculation process is compared.
[0085] Note: Since the real number matrix is used, the Y(n, n) array is used here instead of the Y(n, 2n) array, and the second group in the LR(n, d) array has only 2 columns instead of 3 columns, and the third Each subgroup in the group has only 3 columns instead of 5.
[0086] (1) The initial state of the Y(n, n) and LR(n, d) arrays.
[0087] The Y(n, n) array elements are sequentially arranged symmetrically, while the LR(n, d) array elements are randomly asymmetrically arranged. The initial states of Y(n, n) and LR(n, d) arrays are shown in Table (1-1) and Formula (1-1). At this time, the first diagonal element in the LR(n, d) array and the non-zero elements to the right are...
Embodiment 2
[0127] Example 2. For IEEE-30~-300 systems, the traditional LR decomposition method and this method are used to obtain the Z matrix respectively. The comparison results of the data file reading time, LR decomposition time, and LR decomposition + back-generation time are shown in Table 4.
[0128] Table 4 Comparison of calculation time between traditional method and this method for solving Z matrix
[0129]
[0130] Note: For the convenience of comparison, in this embodiment, the same method as this method is applied to the back-substitution process of the traditional LR decomposition method, that is, considering E k The characteristics of array element structure, Z k Array and Z k The order of obtaining the array elements, eliminating the need for the intermediate matrix W k To obtain, directly use RZ′ k =E' k Find Z' k Diagonal element z in the array kk and the above elements, and then get z according to the symmetry kk Take the left element.
[0131] t 1r : read...
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