Alternating Direction Implicit Methods

Publisher Summary Alternating direction implicit methods, or ADI methods as they are called for short, constitute powerful techniques for solving elliptic and parabolic partial difference equations. However, in contrast with systematic overrelaxation methods, their effectiveness is hard to explain rigorously with any generality. Indeed, to provide a rational explanation for their effectiveness must be regarded as a major unsolved problem of linear numerical analysis. The current status of this problem with regard to the elliptic partial difference equation in the plane is discussed in the chapter. It is divided into four chapters and four appendices. Part I deals with ADI methods that iterate a single cycle of alternating directions. In this case, the theory of convergence is reasonably satisfactory. Part II studies the rate of convergence of AD1 methods using m > 1 iteration parameters, in the special case that the basic linear operators H, V, Σ in question are all permutable. In this case, the theory of convergence and of the selection of good iteration parameters is now also satisfactory. Part III surveys that that is known about the comparative effectiveness of ADI methods and methods of systematic overrelaxation, from a theoretical standpoint. Part IV analyzes the results of some systematic numerical experiments that were performed to test comparative convergence rates of different methods. The four appendices deal with various technical questions and generalizations.

[1]  E. Wachspress Optimum Alternating-Direction-Implicit Iteration Parameters for a Model Problem , 1962 .

[2]  Jr. Jim Douglas Alternating direction iteration for mildly nonlinear elliptic difference equations , 1961 .

[3]  H. H. Rachford,et al.  The Numerical Solution of Parabolic and Elliptic Differential Equations , 1955 .

[4]  M. Lees,et al.  Alternating direction and semi-explicit difference methods for parabolic partial differential equations , 2018 .

[5]  D. Young Iterative methods for solving partial difference equations of elliptic type , 1954 .

[6]  R. Varga On Higher Order Stable Implicit Methods for Solving Parabolic Partial Differential Equations , 1961 .

[7]  H. H. Rachford,et al.  Calculations of Unsteady-State Gas Flow Through Porous Media , 1953 .

[8]  Alston S. Householder,et al.  The Approximate Solution of Matrix Problems , 1958, JACM.

[9]  John R. Rice,et al.  Tchebycheff approximations by functions unisolvent of variable degree , 1961 .

[10]  J. Gillis,et al.  Matrix Iterative Analysis , 1961 .

[11]  Seymour V. Parter,et al.  “Multi-line” iterative methods for elliptic difference equations and fundamental frequencies , 1961 .

[12]  S. Frankel Convergence rates of iterative treatments of partial differential equations , 1950 .

[13]  Richard S. Varga,et al.  $p$-cyclic matrices: A generalization of the Young-Frankel successive overrelaxation scheme. , 1959 .

[14]  R. Varga,et al.  Implicit alternating direction methods , 1959 .

[15]  J. J. Douglas On the Numerical Integration of $\frac{\partial ^2 u}{\partial x^2 } + \frac{\partial ^2 u}{\partial y^2 } = \frac{\partial u}{\partial t}$ by Implicit Methods , 1955 .

[16]  Richard S. Varga,et al.  Orderings of the successive overrelaxation scheme , 1959 .

[17]  Jim Douglas,et al.  A note on the alternating direction implicit method for the numerical solution of heat flow problems , 1957 .

[18]  D. A. Flanders,et al.  Numerical Determination of Fundamental Modes , 1950 .

[19]  F. Gantmakher,et al.  Sur les matrices complètement non négatives et oscillatoires , 1937 .

[20]  David M. Young,et al.  ORDVAC Solutions of the Dirichlet Problem , 1955, JACM.

[21]  H. H. Rachford,et al.  On the numerical solution of heat conduction problems in two and three space variables , 1956 .

[22]  H. Weyl Das asymptotische Verteilungsgesetz der Eigenwerte linearer partieller Differentialgleichungen (mit einer Anwendung auf die Theorie der Hohlraumstrahlung) , 1912 .

[23]  R. Varga,et al.  Chebyshev semi-iterative methods, successive overrelaxation iterative methods, and second order Richardson iterative methods , 1961 .

[24]  G. Habetler,et al.  An Alternating-Direction-Implicit Iteration Technique , 1960 .