Page 195 - Innovations in Intelligent Machines
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State Estimation for Micro Air Vehicles  187
                                  200
                                                                                  actual
                                  100                                             estimated
                             φ (deg)
                                    0

                                 - 100

                                 - 200
                                      0         5         10         15        20        25

                                  100
                                                                                  actual
                                                                                  estimated
                                   50
                             θ (deg)
                                    0


                                  - 50
                                      0         5         10         15        20        25
                                                             time (sec)
                           Fig. 6. Actual and estimated values of roll angle φ and pitch angle θ using simple
                           model inversion


                           not work well for attitude estimation during accelerated flight. Another idea
                           is to combine model inversion with the integral of roll and pitch as estimated
                           by the rate gyros.
                              Recalling that

                                              ˙
                                              φ = p + q sin φ tan θ + r cos φ tan θ
                                              ˙
                                              θ = q cos φ − r sin φ
                           and assuming that φ ≈ 0and θ ≈ 0weget
                                                          ˙
                                                          φ = p
                                                           ˙
                                                          θ = q.
                           Therefore we can integrate these equations to obtain an additional estimate
                           of φ and θ:
                                                             t
                                                     ˆ
                                                    φ int =   p(τ) dτ
                                                           −∞
                                                            t

                                                     ˆ        q(τ) dτ.
                                                     θ int =
                                                           −∞
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