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The Development of Neural Network Based System Identification ...

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22 CHAPTER 2 LITERATURE REVIEW<br />

in body reference frame; helicopter linear velocity in body reference frame, V B =<br />

[<br />

u B v B w B] T ∈ R 3 and helicopter angular velocities in body reference frame, w B =<br />

[<br />

p B q B r B] T ∈ R 3 . <strong>The</strong> overall dynamic system <strong>of</strong> a helicopter can be divided into<br />

kinematics (2.1) and system dynamics (2.2) as follows:<br />

ṗ S = R B→S V B<br />

˙Θ S = Ψ (Θ) w B<br />

⎡<br />

⎤<br />

1 0 tan θ cos φ<br />

Ψ (Θ) =<br />

⎢0 cos φ − sin φ<br />

⎥<br />

⎣<br />

⎦<br />

0 sin φ/cos θ cos φ/cos θ<br />

(2.1)<br />

˙V B = 1 m F B − w B × V B<br />

ẇ B = J −1 ( M B − ( w B × Jw B)) (2.2)<br />

where m is the total mass <strong>of</strong> the vehicle, J is vehicle inertia matrix, R B→S is rotational<br />

matrix from body reference to spatial reference frame.<br />

<strong>The</strong> forces F B stated above are the total sum <strong>of</strong> aerodynamics forces generated from<br />

the main rotor, tail rotor, fuselage, vertical and horizontal stabilisers and gravitational<br />

force.<br />

<strong>The</strong> total moments M B are generated by aerodynamic forces from various<br />

vehicle components and moment generated by main rotor gyroscopic effects [Gavrilets<br />

et al., 2003, Bisgaard, 2007]. Basically, the aerodynamic forces and moments generated<br />

from main rotor and tail rotor are non-linear functions which depend on the operating<br />

conditions, vehicle motion characteristics and control inputs [Kendoul, 2012]. <strong>The</strong> control<br />

inputs associated with pilot commands are defined as, δ = [δ lon δ lat δ col δ ped ] T ∈ R 4<br />

where δ col and δ ped are collective pitch <strong>of</strong> main rotor and tail rotor respectively, δ lon and<br />

δ lat are longitudinal and lateral cyclic pitch respectively which control the inclination <strong>of</strong><br />

main rotor’s tip path plane according to their respective directions. <strong>The</strong> illustration <strong>of</strong><br />

the state and input variables that features in the helicopter flight dynamics is given in<br />

Figure 2.4. <strong>The</strong> control input commands are normalised between −1 to 1 for lateral<br />

cyclic, longitudinal cyclic and tail rotor’s collective pitch, while the main rotor’s collective<br />

pitch command is normalised between 0 to 1 range.

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