Chapter 11 by Lale Yurttas, Texas A&M University Chapter 11 Copyright © 2006 The McGraw-Hill Companies, Inc. Permission required for reproduction or display. 1 Gauss-Seidel • Iterative or approximate methods provide an alternative to the elimination methods. The Gauss-Seidel method is the most commonly used iterative method. • The system [A]{X}={B} is reshaped by solving the first equation for x1, the second equation for x2, and the third for x3, …and nth equation for xn. For conciseness, we will limit ourselves to a 3x3 set of equations. by Lale Yurttas, Texas A&M University Chapter 11 Copyright © 2006 The McGraw-Hill Companies, Inc. Permission required for reproduction or display. 2 b1 a12 x2 a13 x3 x1 a11 b2 a21 x1 a23 x3 x2 a22 b3 a31 x1 a32 x2 x1 a33 •Now we can start the solution process by choosing guesses for the x’s. A simple way to obtain initial guesses is to assume that they are zero. These zeros can be substituted into x1equation to calculate a new x1=b1/a11. by Lale Yurttas, Texas A&M University Chapter 11 Copyright © 2006 The McGraw-Hill Companies, Inc. Permission required for reproduction or display. 3 • New x1 is substituted to calculate x2 and x3. The procedure is repeated until the convergence criterion is satisfied: a ,i xij xij 1 100% s j xi For all i, where j and j-1 are the present and previous iterations. by Lale Yurttas, Texas A&M University Chapter 11 Copyright © 2006 The McGraw-Hill Companies, Inc. Permission required for reproduction or display. 4 Fig. 11.4 by Lale Yurttas, Texas A&M University Chapter 11 Copyright © 2006 The McGraw-Hill Companies, Inc. Permission required for reproduction or display. 5 Convergence Criterion for GaussSeidel Method • The Gauss-Seidel method has two fundamental problems as any iterative method: – It is sometimes nonconvergent, and – If it converges, converges very slowly. • Recalling that sufficient conditions for convergence of two linear equations, u(x,y) and v(x,y) are u u 1 x y v v 1 x y by Lale Yurttas, Texas A&M University Chapter 11 Copyright © 2006 The McGraw-Hill Companies, Inc. Permission required for reproduction or display. 6 • Similarly, in case of two simultaneous equations, the Gauss-Seidel algorithm can be expressed as b1 a12 u ( x1 , x2 ) x2 a11 a11 b2 a21 v( x1 , x2 ) x1 a22 a22 u 0 x1 u a12 x2 a11 v a 21 x1 a22 v 0 x2 by Lale Yurttas, Texas A&M University Chapter 11 Copyright © 2006 The McGraw-Hill Companies, Inc. Permission required for reproduction or display. 7 • Substitution into convergence criterion of two linear equations yield: a12 1 a11 a21 1 a22 • In other words, the absolute values of the slopes must be less than unity for convergence: a11 a12 a22 a21 For n equations : n aii ai , j by Lale Yurttas, Texas A&M University j 1 11 jChapter i Copyright © 2006 The McGraw-Hill Companies, Inc. Permission required for reproduction or display. 8 Figure 11.5 by Lale Yurttas, Texas A&M University Chapter 11 Copyright © 2006 The McGraw-Hill Companies, Inc. Permission required for reproduction or display. 9
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