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Linear Algebra




                    Notes          that is,
                                                             df        ct d    ct
                                                                   t
                                                                 cf  ( )   e  (e  f  ),  etc.
                                                             dt         dt
                                                                                                     r
                                                                                                 r
                                                                                        r
                                             r
                                                              –ct
                                                             r
                                   Thus (D – cI) f = 0 if and only if D (e f) = 0. A function g such that D g = 0, i.e., d g/dt  = 0, must be
                                   a polynomial function of degree (r – 1) or less:
                                                                           ...
                                                               g(t) = b  + b t +   + b t r–1
                                                                    0   1      r–1
                                   Thus f satisfies (2) if and only if f has the form
                                                              f(t) = e (b  + b t + ... + b t )
                                                                   ct
                                                                                  r–1
                                                                     0  1       r–1
                                                          ct
                                                                                                           r–1
                                                             ct
                                   Accordingly, ‘the functions’ e , te , ..., t e  span the space of solutions of (2). Since 1, t,..., t  are
                                                                  r–1 ct
                                                                                                             j ct
                                   linearly independent functions and the exponential function has no zeros, these r functions t e ,
                                   0  j  r – 1, form a basis for the space of solutions.
                                   Returning to the differential equation (1), which is
                                                                     p(D)f = 0
                                                                        r
                                                                p = (x – c ) 1  ... (x – c ) k r
                                                                       1        k
                                   we see that the n functions t e j t , 0  m  r  – 1, 1  j  k, form a basis for the space of solutions
                                                          m c
                                                                    j
                                   to (1). In particular, the space of solutions is finite-dimensional and has dimension equal to the
                                   degree of the polynomial p.
                                          Example 2: Prove that the matrix A
                                                       1  1  1 
                                                             
                                                 A   1  1  1
                                                             
                                                       1  1  0 
                                                             
                                   is nilpotent. Find its index of nilpotency.
                                   Proof:
                                                1  1  1    1  1  1     1  1  0
                                              
                                                                      
                                                                   
                                            2
                                          A   1  1  1    1  1  1   1  1 0 
                                                                          
                                                 1  1  0    1  1  0       0  0  0 
                                                         
                                                1  1  0   1  1  1    0 0 0
                                              
                                                                  
                                            3
                                          A   1  1 0    1  1  1    0 0 0 
                                                                       
                                                0  0  0   1  1  0    0 0 0
                                                                       
                                                                                              2
                                      3
                                   So A  = 0. Hence A is nilpotent of the index of nilpotence 3. Notice that A   0. (matrix)
                                                                           3
                                   Also the characteristic polynomial of A is p(x) = x .
                                   Self Assessment
                                   1.  If V is the space of all polynomials of degree less than or equal to n over a field F, prove
                                       that the differentiation operator on V is nilpotent. Show that its characteristic polynomial
                                          n
                                       is x .



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