Page 45 - Numerical Methods for Chemical Engineering
P. 45

34      1 Linear algebra



                   Expansion by minors

                   From (1.168), it may be shown that det(A) may be written as an expansion in minors along
                   any row j or column j as

                                   N           N
                                  	           	                      j+k
                          det(A) =    a jk C jk =  a kj C kj  C jk = (−1)  M jk      (1.171)
                                  k=1         k=1
                   M jk (the minor of a jk ) is the determinant of the (N − 1)×(N − 1) matrix obtained by
                   deleting row j and column k of A. The quantity C jk is the cofactor of a jk .



                   The determinant of 2 × 2 and 3 × 3 matrices
                   Expansion of minors can be useful when computing the determinant of a matrix, as the
                   minors are determinants of smaller matrices that are easier to compute. For example, the
                   determinant of a 3 × 3 matrix can be written as


                                        a 22  a 23        a 21  a 23        a 21  a 22
                                                                                     (1.172)

                                      a 32  a 33     − a 12    a 31  a 33     + a 13    a 31  a 32
                           det(A) = a 11
                   As the determinant of a 2 × 2 matrix is

                                   a 11  a 12
                        det(A) =           = ε 12 a 11 a 22 + ε 21 a 12 a 21 = a 11 a 22 − a 12 a 21  (1.173)
                                 a 21  a 22

                   expansion by minors provides an easy means to compute the determinants of small matrices.
                   A general numerical approach is discussed below.


                   General properties of the determinant function

                   We now consider some general properties of the determinant. The proofs for some are given
                   in the supplemental material in the accompanying website.



                   Property I
                                                                              T
                   The determinant of an N × N real matrix A equals that of its transpose, A .


                   Property II
                   If every element in a row (column) of A is zero, det(A) = 0.



                   Property III
                   If every element in a row (column) of a matrix A is multiplied by a scalar c to form a matrix
                   B, then det(B) = c × det(A).
   40   41   42   43   44   45   46   47   48   49   50