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The State Transition Matrix


                                                  (
                                                 At –  t )  0  At  t  – Aτ
                                         xt() =  e     x +  e  ∫  e  bu τ() τ                         (5.123)
                                                                          d
                                                        0
                                                               t 0
               Proof:
               Let   be any n ×  n  matrix whose elements are constants. Then, another n ×  n  matrix denoted as
                   A
               ϕ t() , is said to be the state transition matrix of (5.34), if it is related to the matrix   as the matrix
                                                                                              A
               power series
                                                               1
                                                       1
                                                                            1
                                                          2 2
                                                                   3 3
                                                                                n n
                                   ϕ t() ≡  e At  =  I + At +  -----A t +  ----A t +  … +  -----A t   (5.124)
                                                                -
                                                      2!       3!           n!
               where   is the n ×  n  identity matrix.
                      I
               From (5.124), we find that
                                                     A0
                                            ϕ 0() =  e  =  I +  A0 +  … =  I                          (5.125)
               Differentiation of (5.124) with respect to   yields
                                                       t
                                          d  At               2              2
                                                        ⋅
                                  ϕ't() =  -----e  =  0 + A 1 +  A t +  … =  A + A t +  …             (5.126)
                                          dt
               and by comparison with (5.124) we obtain

                                                     d  At     At
                                                     -
                                                    ----e  =  Ae                                      (5.127)
                                                    dt
               To prove that (5.123) is the solution of the first equation of (5.120), we must prove that it satisfies
               both the initial condition and the matrix differential equation. The initial condition is satisfied
               from the relation

                                      (
                                     At –  t )  0  At 0  t 0  – Aτ    A0
                                       0
                                                               d
                            xt () =  e     x +  e  ∫  e   bu τ() τ =  e  x +  0 =  Ix =  x 0          (5.128)
                                                                         0
                                                                                   0
                                             0
                               0
                                                    t 0
               where we have used (5.125) for the initial condition. The integral is zero since the upper and lower
               limits of integration are the same.
               To prove that the first equation of (5.120) is also satisfied, we differentiate the assumed solution
                                                      (
                                                     At –  t )  0  At  t  – Aτ
                                                                             d
                                             xt() =  e     x +  e  ∫  e  bu τ() τ
                                                            0
                                                                   t 0
               with respect to   and we use (5.127), that is,
                              t
                                                        d  At      At
                                                         -
                                                        ----e  =  Ae
                                                        dt

               Numerical Analysis Using MATLAB® and Excel®, Third Edition                              5−29

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