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State Estimation for Micro Air Vehicles  175













                           Fig. 1. This figures depicts some of the UAV state variables. The forward velocity
                           u and the roll rate p are defined along the roll axis which points out the nose of the
                           UAV. The side slip velocity v and the pitch rate q are defined along the pitch axis
                           which points out the right wing of the UAV. The downward velocity w and the yaw
                           rate r are defined with respect to the yaw axis which points out the belly of the
                           UAV. The Euler angles are defined by first yawing ψ about the yaw axis, pitching
                           θ about the transformed pitch axis, and finally rolling φ about the transformed roll
                           axis

                                                ⎛ ⎞       ⎛         ⎞
                                                  u         cos α cos β
                                                              sin β   .                     (1)
                                                     = V a
                                                ⎝ v ⎠     ⎝         ⎠
                                                 w          sin α cos β

                                                           2
                                                               2
                                                   V a =  u + v + w 2
                                                              w

                                                   α = tan −1                               (2)
                                                              u
                                                                  v
                                                             !         "
                                                          −1
                                                   β = tan    √          .
                                                                 2
                                                                u + w 2
                           There are several other quantities that are also of interest for guidance and
                           control of UAVs including the flight path angle γ, the course angle χ, and the
                           ground velocity V g . The flight path angle defines the inertial climb angle of
                           the UAV and is given by
                                                  γ = θ − α cos φ − β sin φ.
                           Note that in wings level flight, this formula reduces to the standard equation
                           γ = θ − α. The course angle defines the inertial heading of the UAV which
                                                                                  T
                           may be different than the yaw angle ψ due to wind. If (w n ,w e ) is the wind
                           vector in the inertial frame, then we have the following relationships
                                              !     "     !         "   !   "
                                               cos χ        cos ψ cos γ   w n
                                           V g        = V a           +
                                               sin χ        sin ψ cos γ   w e
                                 #
                                                                 !          !   ""
                                                                          −1  w e
                                        2
                                                                                       2
                                    2
                                                             2
                                                        2
                            V g =  V cos γ +2V a cos γ  w + w cos ψ − tan           + w + w 2 e
                                                                                       n
                                                             e
                                                        n
                                    a
                                                                              w n
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