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66               Chapter 2                      Rectangular Systems and Echelon Forms

                                        Furthermore, recall from (2.4.4) that the general solution of the associated
                                    homogeneous system
                                                            x 1 +2x 2 +2x 3 +3x 4 =0,
                                                           2x 1 +4x 2 + x 3 +3x 4 =0,              (2.5.4)
                                                           3x 1 +6x 2 + x 3 +4x 4 =0,
                                    is given by
                                                                                 
                                                      −2x 2 − x 4       −2          −1
                                                         x 2
                                                                                       .
                                                                     1        0 
                                                               = x 2   0   + x 4   −1
                                                         −x 4
                                                         x 4              0          1
                                    That is, the general solution of the associated homogeneous system (2.5.4) is a
                                    part of the general solution of the original nonhomogeneous system (2.5.2).
                                        These two observations can be combined by saying that the general solution
                                    of the nonhomogeneous system is given by a particular solution plus the general
                                                                             14
                                    solution of the associated homogeneous system.
                                        To see that the previous statement is always true, suppose [A|b] represents
                                    a general m × n consistent system where rank (A)= r. Consistency guarantees
                                    that b is a nonbasic column in [A|b], and hence the basic columns in [A|b] are
                                    in the same positions as the basic columns in [A|0] so that the nonhomogeneous
                                    system and the associated homogeneous system have exactly the same set of basic
                                    variables as well as free variables. Furthermore, it is not difficult to see that
                                                    E [A|0] =[E A |0]  and  E [A|b] =[E A |c],

                                                                            
                                                                          ξ 1
                                                                           .
                                                                         . 
                                                                         . 
                                                                            
                                                                              . This means that if you solve
                                                                         ξ r 
                                    where c is some column of the form c = 
                                                                         0 
                                                                           .
                                                                            
                                                                           .
                                                                         . 
                                                                           0
                                    the i th  equation in the reduced homogeneous system for the i th  basic variable
                                                                                    to produce
                                    x b i  in terms of the free variables x f i  ,x f i+1  ,...,x f n−r
                                                                                         ,         (2.5.5)
                                                    x b i  = α i x f i  + α i+1 x f i+1  + ··· + α n−r x f n−r
                                    then the solution for the i th  basic variable in the reduced nonhomogeneous
                                    system must have the form
                                                                                           .       (2.5.6)
                                                  x b i  = ξ i + α i x f i  + α i+1 x f i+1  + ··· + α n−r x f n−r
                                 14
                                    For those students who have studied differential equations, this statement should have a familiar
                                    ring. Exactly the same situation holds for the general solution to a linear differential equation.
                                    This is no accident—it is due to the inherent linearity in both problems. More will be said
                                    about this issue later in the text.
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