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7.3 Reduced Row Echelon Form    203


                                                                                 ⎛          ⎞
                                    −3  15     √                                   0  −9  14
                             5. A =        ;add  3 times row 2 to row 1, then
                                     2   8                                 8. A = ⎝ 1  5  2 ⎠ ; interchange rows 2 and 3, then
                                                                                   9  15  0
                               multiply row 2 by 15, then interchange rows 1 and 2.
                                                                              add 3 times row 2 to row 3, then interchange rows 1
                                                                              and 3 and then multiply row 3 by 4.
                                   ⎛             ⎞
                                    3  −4  5   9
                             6. A = ⎝ 2  1  3  −6 ⎠ ; add row 1 to row 3, then  In each of Problems 9, 10, and 11, A is an n × m matrix.
                                    1  13  2   6
                                                                           9. Let B be formed from A by interchanging rows s and
                                  √
                               add  3 times row 1 to row 2, then multiply row 3 by  t.Let E be formed from I n by interchanging these
                               4,then addrow 2torow3.                         rows. Prove that B = EA.
                                                                           10. Let B be formed from A by multiplying row s by α.
                                   ⎛            ⎞
                                    −1  0   3   0                             Let E be formed from I n by multiplying row s by α.
                             7. A = ⎝ 1  3  2   9 ⎠ ; multiply row 3 by 4, then  Prove that B = EA.
                                    −9  7  −5   7
                                                                           11. Let B be formed from A by adding α times row s
                               add 14 times row 1 to row 2 and then interchange rows  to row t.Let E be formed from I n by this operation.
                               3 and 2.                                       Prove that B = EA.


                            7.3         Reduced Row Echelon Form

                                        Now that we know how to perform elementary row operations, we will address a reason why we
                                        should want to do this. This section establishes a special form that we will want to manipulate
                                        matrices into, and the next two sections apply this special form to the solution of systems of
                                        linear equations.
                                           Define the leading entry of a row of a matrix to be its first nonzero element, reading
                                        from left to right. If all of the elements of a row are zero, then this row has no leading
                                        entry.



                                          An n × m matrix A is in reduced row echelon form if it satisfies the following conditions.

                                              1. The leading entry of each nonzero row is 1.
                                              2. If any row has its leading entry in column j, then all other elements of column j
                                                are zero.
                                              3. If row i is a nonzero row and row k is a zero row, then i < k.
                                              4. If the leading entry of row r 1 is in column c 1 , and the leading entry of row r 2 is in
                                                column c 2 , and r 1 <r 2 , then c 1 < c 2 .

                                              When a matrix satisfies these conditions, we will often shorten “reduced row echelon
                                          form” and simply say that the matrix is reduced,orin reduced form.




                                           Condition (1) of the definition means that, if we look across any nonzero row from left
                                        to right, the first nonzero element we see is 1. Condition (2) means that, if we stand at the
                                        leading entry 1 of any nonzero row and look straight up or down that column, we see only
                                        zeros. Condition (3) means that any row of zeros in a reduced matrix must lie below all rows
                                        having nonzero elements. Zero rows are at the bottom of the matrix. Condition (4) means that
                                        the leading entries of a reduced matrix move downward from left to right as we look at the
                                        matrix.




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