ILUT: a Dual Threshold Incomplete LU Factorization

被引:463
作者
Saad, Yousef [1 ]
机构
[1] Univ Minnesota, Dept Comp Sci, Minneapolis, MN 55455 USA
关键词
Preconditioning; Incomplete LU; Threshold strategies;
D O I
10.1002/nla.1680010405
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper we describe an Incomplete LU factorization technique based on a strategy which combines two heuristics. This ILUT factorization extends the usual ILU(0) factorization without using the concept of level of fill-in. There are two traditional ways of developing incomplete factorization preconditioners. The first uses a symbolic factorization approach in which a level of fill is attributed to each fill-in element using only the graph of the matrix. Then each fill-in that is introduced is dropped whenever its level of fill exceeds a certain threshold. The second class of methods consists of techniques derived from modifications of a given direct solver by including a dropoff rule, based on the numerical size of the fill-ins introduced. traditionally referred to as threshold preconditioners. The first type of approach may not be reliable for indefinite problems, since it does not consider numerical values. The second is often far more expensive than the standard ILU(0). The strategy we propose is a compromise between these two extremes.
引用
收藏
页码:387 / 402
页数:16
相关论文
共 15 条
  • [1] Anderson E., 1989, International Journal of High Speed Computing, V1, P73, DOI 10.1142/S0129053389000056
  • [2] Anderson E. C., 1988, THESIS U ILLINOIS UR
  • [3] Axelsson O, 1984, COMPUTER SCI APPL MA
  • [4] D'Azevedo E. F., 1992, BIT, V31, P442
  • [5] ORDERING METHODS FOR PRECONDITIONED CONJUGATE-GRADIENT METHODS APPLIED TO UNSTRUCTURED GRID PROBLEMS
    DAZEVEDO, EF
    FORSYTH, PA
    TANG, WP
    [J]. SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 1992, 13 (03) : 944 - 961
  • [6] Duff I. S., 2017, DIRECT METHODS SPARS
  • [7] SPARSE-MATRIX TEST PROBLEMS
    DUFF, IS
    GRIMES, RG
    LEWIS, JG
    [J]. ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 1989, 15 (01): : 1 - 14
  • [8] Gallivan K., 1990, Computing Systems in Engineering, V1, P183, DOI 10.1016/0956-0521(90)90006-7
  • [9] ITERATIVE SOLUTION METHOD FOR LINEAR-SYSTEMS OF WHICH COEFFICIENT MATRIX IS A SYMMETRIC M-MATRIX
    MEIJERINK, JA
    VANDERVORST, HA
    [J]. MATHEMATICS OF COMPUTATION, 1977, 31 (137) : 148 - 162
  • [10] PRECONDITIONING TECHNIQUES FOR NONSYMMETRIC AND INDEFINITE LINEAR-SYSTEMS
    SAAD, Y
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 1988, 24 (1-2) : 89 - 105