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256     5 Numerical optimization



                                                         taret
                                  r  i
                                              φ  deectin ane   wind




                                 traectr   rectie



                                                               taret

                                                           r i    i
                     n
                            θ  ee vatin ane
                                     seae ve
                   Figure 5.17 Shooting angles for the targeting of a projectile.


                   h set = 1 m is the set-point. υ 0,set is the flow rate that maintains the height at the set-point at
                                                                      3 −2
                                                          2
                   steady state. Use t H = 600 s, C U = 0.1(h set /υ 0,set ) , and C H = 10 h . Enforce the control
                                                                        set
                   input constraints that 0 ≤ υ 0 (t) ≤ 10υ 0,set .
                   5.C.2. An early application of computing was the tabulation of accurate ballistic tables for
                   artillery to account for wind and drag. Consider the case shown in (Figure 5.17) in which
                   a projectile leaves a gun at an elevation of h gun and is intended to hit a stationary target
                   at an elevation h tar and relative coordinates (x tar , y tar ). For specified values of the elevation
                   and deflection angles (θ, φ), we can integrate Newton’s equation of motion to predict the
                   impact location (x imp , y imp ), as the position where the projectile passes through the target’s
                   elevation on the way down. Then, to aim the projectile we minimize the cost function
                                                       2
                            F  (drag) (θ, φ) = [x imp (θ, φ) − x tar ] + [y imp (θ, φ) − y tar ] 2  (5.188)
                     The equation of motion for the projectile is
                                            d            1
                                         m p  v = m p g −  2 ρ air A p C D Uu        (5.189)
                                           dt
                   ρ air is the density of air, A p is the cross-sectional area of the projectile, C D is an empirical
                   drag coefficient, and u is the relative velocity of the projectile with respect to that of the
                   wind w,
                                              u = v − w  U =|u|                      (5.190)

                   For projectile velocities less than about a third of the speed of sound in air, compressibility
                   effects may be neglected and the drag coefficient is a function of Reynolds’ number alone,
                   defined as
                                                     ρ air U(2R p )
                                               Re =                                  (5.191)
                                                        µ air
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