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which is the desired result. Note that the equality holds if and only if the two
                             vectors are linearly dependent (i.e., one vector is equal to a scalar multiplied
                             by the other vector).

                             Example 7.7
                             Show that for any three non-zero numbers, u , u , and u , the following ine-
                                                                        2
                                                                     1
                                                                              3
                             quality always holds:
                                                                 1  1   1 
                                                 9 ≤ (u  + u  + u 3)   +  +              (7.37)
                                                      1  2
                                                                u 1  u 2  u 3 
                             PROOF Choose the vectors  v and  w   such that:


                                                                    /
                                                      v =  u 1/2  u ,  / 12  u ,  12       (7.38)
                                                            1   2   3

                                                 w =   1 1    12/  ,   1 2    12/  ,   1 3    12/  (7.39)
                                                             
                                                                     
                                                     
                                                                      u 
                                                                     
                                                              u 
                                                             
                                                       u 
                                                     
                             then:
                                                           vw = 3                          (7.40)
                                                      vv = ( u + u +  u )                  (7.41)
                                                              1  2   3

                                                                      1
                                                     ww =   1 1  +  u 1 2  +  u        (7.42)
                                                           
                                                           
                                                             u
                                                                      3
                             Applying the Cauchy-Schwartz inequality in Eq. (7.36) establishes the
                             desired result. The above inequality can be trivially generalized to n-ele-
                             ments, which leads to the following important result for the equivalent resis-
                             tance for resistors all in series or all in parallel.

                             Application
                             The equivalent resistance of n-resistors all in series and the equivalent resis-
                             tance of the same n-resistors all in parallel obey the relation:


                                                         n ≤  R series                     (7.43)
                                                           2
                                                              R
                                                               parallel

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