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100                                                        Chapter 3

           5.       ORTHONORMAL VECTORS

           The vectors a, b, c are defined as the orthogonal vectors if their inner product
           matrix is the diagonal matrix. (i.e) dot product of the vector a with itself is
           some constant, whereas the dot product of the vector a with b is 0.
              If the diagonal matrix obtained is the identity matrix, then the vectors are
           called as orthonormal vectors.


           5.1      Gram-Schmidt Orthogonalization Procedure


           Consider  the  set  of  independent  vectors  v1,  v2  and  v3  which  spans  the
           particular vector space ‘S’. (i.e)  All  the vectors in  the  space ‘S’  are repre-
           sented as the linear combination of the independent vectors (v2, v2, v3).
           They are called basis.
              It is possible to identify the another set of independent vectors o1, o2 and
           o3  which  spans  the  space  S  such  that  the  vectors  o1,  o2  and  o3  are
           orthonormal to each other. The steps involved in obtaining the orthornormal
           vectors corresponding to the independent vectors are described below.
              Let ‘v1’ and ‘v2’ be the independent column vectors. The vector ‘v1’ is
           treated as the reference vector. (i.e) Normalized ‘v1’ is treated as the one of
           the orthonormal vector  ‘o1’= ‘v1/||v1||’. The orthogonal vector ‘p’ is
           computed using the projection of the vector ‘v2’ on the vector ‘v1’.
                                            T
                                                      T
              From the figure 3-5  p=v2- [(o1  v2) / (o1  o1)] o1. The orthonormal
           vector is the normalized form of the vector ‘p’.
              o2 = p / ||p||
              Similarly the orthonormal vector ‘o3’ corresponding to the vector ‘v3’ is
           obtained as follows.








                         Figure 3-6. Gram-Schmidt Orthogonalization procedure
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