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UCF EGN 3420 - Engineering Analysis

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Engineering Analysis ENG 3420 Fall 2009Lecture 14Slide 3Slide 4PivotingSlide 6Slide 7Slide 8Tridiagonal systems of linear equationsTridiagonal system solverEngineering Analysis ENG 3420 Fall 2009Dan C. MarinescuOffice: HEC 439 BOffice hours: Tu-Th 11:00-12:0022Lecture 14Lecture 14Last time: Solving systems of linear equations (Chapter 9)Graphical methodsCramer’s ruleGauss eliminationToday:Discussion of pivotingTri-diagonal system solverExamples Next Time LU Factorization (Chapter 10)function x=GaussNaive(A,b)ExA=[A b];[m,n]=size(A);q=size(b);if (m~=n) fprintf ('Error: input matrix is not square; n = %3.0f, m=%3.0f \n', n,m);Endif (n~=q) fprintf ('Error: vector b has a different dimension than n; q = %2.0f \n', q);endn1=n+1;for k=1:n-1 for i=k+1:n factor=ExA(i,k)/ExA(k,k); ExA(i,k:n1)= ExA(i,k:n1)-factor*ExA(k,k:n1); EndEndx=zeros(n,1);x(n)=ExA(n,n1)/ExA(n,n);for i=n-1:-1:1 x(i) = (ExA(i,n1)-ExA(i,i+1:n)*x(i+1:n))/ExA(i,i);end>> A=[1 1 1 0 0 0 ; 0 -1 0 1 -1 0 ; 0 0 -1 0 0 1 ; 0 0 0 0 1 -1 ; 0 10 -10 0 -15 -5 ; 5 -10 0 -20 0 0]A = 1 1 1 0 0 0 0 -1 0 1 -1 0 0 0 -1 0 0 -1 0 0 0 0 1 -1 0 10 -10 0 -15 -5 5 -10 0 -20 0 0b = [0 0 0 0 0 200]>> b=b'b = 0 0 0 0 0 200>> x = GaussNaive(A,b) x = NaN NaN NaN NaN NaN NaNPivotingIf a coefficient along the diagonal is 0 (problem: division by 0) or close to 0 (problem: round-off error) then the Gauss elimination causes problems.Partial pivoting  determine the coefficient with the largest absolute value in the column below the pivot element. The rows can then be switched so that the largest element is the pivot element.Complete pivoting  check also the rows to the right of the pivot element are also checked and switch columns.function x=GaussPartialPivot(A,b)ExtendedA=[A b];[m,n]=size(A);q=size(b);if (m~=n) fprintf ('Error: input matrix is not square; n = %3.0f, m=%3.0f \n', n,m);Endif (n~=q) fprintf ('Error: vector b has a different dimension than n; q = %2.0f \n', q);endn1=n+1;for k=1:n-1 [largest,i]=max(abs(ExtendedA(k:n,k))); nrow = i +k -1; if nrow ~=k ExtendedA([k,nrow],:) = ExtendedA([nrow,k],:); endendfor k=1:n-1 for i=k+1:n factor=ExtendedA(i,k)/ExtendedA(k,k); ExtendedA(i,k:n1)= ExtendedA(i,k:n1)-factor*ExtendedA(k,k:n1); EndEndx=zeros(n,1);x(n)=ExtendedA(n,n1)/ExtendedA(n,n);for i=n-1:-1:1 x(i) = (ExtendedA(i,n1)-ExtendedA(i,i+1:n)*x(i+1:n))/ExtendedA(i,i);endA = 1 1 1 0 0 0 0 -1 0 1 -1 0 0 0 -1 0 0 -1 0 0 0 0 1 -1 0 10 -10 0 -15 -5 5 -10 0 -20 0 0>> k=4; n=6; A(k:n,k)ans = 0 0 -20>> k=4; n=6; A(2,k:6)ans = 1 -1 0>> k=4; n=6; [largest,i]=max(abs(A(k:n,k))); nrow = i +k -1, largest, inrow =6largest =20i =3Tridiagonal systems of linear equationsA tridiagonal system of linear equations  a banded system with a bandwidth of 3:Can be solved using the same method as Gauss elimination, but with much less effort because most of the matrix elements are already 0.f1g1e2f2g2e3f3g3      en 1fn 1gn 1enfnx1x2x3xn 1xnr1r2r3rn 1rnTridiagonal system


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UCF EGN 3420 - Engineering Analysis

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