"A Crout version of ILU" Yousef Saad Univ. of Minnesota. Standard ILU factorization preconditioning often utilize a delayed update Gaussian Elimination (GE) algorithm, sometimes known as the IKJ variant of GE. This leads to severe inefficiencies when the fill-in allowed becomes substantial. The main problem comes from the requirement to process rows in a certain order in the main elimination step, leading to expensive searches. Another variant of Gaussian elimination which was advocated for symmetric positive definite matrices [Jones-Plassman, TOMS, 1995], is shown to be quite effective when extended to the nonsymmetric case. An important advantage of this algorithm is that it is easily amenable to the use of more rigourous dropping strategies such as those developed in [Bollhoefer, 2001]. We will describe the algorithm and some of its variations, and report on some experiments. The tests confirm that the method computes better preconditioners and uses less storage than other implementations such as ILUT. =======================================================================