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  2   4   c    c
                                                                =  4  
                                                      12/  3   d    d

                             From the first set of equations, we deduce that: b = –a/4; and from the second
                             set of equations that d = c/2, thus giving for the eigenvectors  v  and   v ,  the
                                                                                   1       2
                             following expressions:

                                                                − 1 
                                                        v =  a   
                                                         1     14
                                                               /

                                                                − 1 
                                                        v  =  c    
                                                         2     − /
                                                                12
                             It is common to give the eigenvectors in the normalized form (that is, fix a and
                             c to make  vv =   v v  =  1,  thus giving for  v  and   v ,  the normalized
                                        1  1    2  2                    1      2
                             values:


                                                        16   − 1    − .
                                                                    0 9701
                                                  v =           =      
                                                                    0 2425 
                                                   1    17 14     .
                                                            /
                                                                     0 8944
                                                        4   − 1    − .
                                                  v  =           =     
                                                          
                                                            12
                                                                     0 4472
                                                   2
                                                        5 − /       − .
                             8.8.2  Finding the Eigenvalues and Eigenvectors Using MATLAB
                             Given a matrix M, the MATLAB command to find the eigenvectors and
                             eigenvalues is given by [V,D]=eig(M); the columns of V are the eigen-
                             vectors and D is a diagonal matrix whose elements are the eigenvalues. Enter-
                             ing the matrix M and the eigensystem commands gives:

                                V =
                                     -0.9701 -0.8944
                                     -0.2425 -0.4472
                                D =
                                     1 0
                                     0 4
                             Finding the matrices V and D is referred to as diagonalizing the matrix M. It
                             should be noted that this is not always possible. For example, the matrix is
                             not diagonalizable when one or more of the roots of the characteristic poly-



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