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7.5 Homogeneous Systems    213


                               ⎛              ⎞
                                 −4  −1   1   6                                −3   2   1    1  0
                            12. ⎝ 0   4  −4   2 ⎠                          14.
                                                                                6  −4   −2  −2  0
                                 1    0   0   0
                               ⎛           ⎞
                                 −2  5   7                                 15. Let A be any matrix of real numbers. Prove that
                            13. ⎝ 0  1   −3 ⎠
                                                                                                       t
                                                                                          rank(A) = rank(A ).
                                 −4  11  11

                            7.5         Homogeneous Systems



                                          We want to develop a method for finding all solutions of a linear homogeneous system of
                                          n equations in m unknowns:
                                                                  a 11 x 1 + a 12 x 2 + ··· + a 1m x m = 0
                                                                  a 21 x 1 + a 22 x 2 + ··· + a 2m x m = 0
                                                                            .
                                                                            .
                                                                            .
                                                                 a n1 x 1 + a n2 x 2 + ··· + a nm x m = 0.
                                          The numbers a ij are called the the coefficients of the system and A =[a ij ] is the matrix
                                          of coefficients.Row i contains the coefficients of equation i and column j contains the
                                          coefficients of x j .



                                        Define
                                                                             ⎛   ⎞
                                                                               x 1
                                                                               x 2
                                                                             ⎜   ⎟
                                                                             ⎜   ⎟
                                                                          X = ⎜ . ⎟
                                                                                .
                                                                             ⎝ . ⎠
                                                                               x m
                                        and write the n × 1 zero matrix as just O, a column of n zeros. Then the system can be written
                                        as the matrix equation
                                                                           AX = O.
                                           We will develop the following strategy for solving this system.
                                           1. We will show that AX = O has the same solutions as the reduced system A R X = O.
                                           2. We will show how to write all solutions of the reduced system directly from the reduced
                                              matrix A R .
                                           3. We will also use facts about vector spaces and rank to derive additional information about
                                              solutions.
                                           The remainder of this section consists of the details of carrying out this strategy, and
                                        examples. The first two examples give us some feeling for what to look for in solving a
                                        homogeneous system.


                                 EXAMPLE 7.18
                                        Consider the simple system
                                                                       x 1 − 3x 2 + 2x 3 = 0

                                                                      −2x 1 + x 2 − 3x 3 = 0.


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