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Comprehensive System Identification of Ducted Fan UAVs - Cal Poly

Comprehensive System Identification of Ducted Fan UAVs - Cal Poly

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CHAPTER 5 – CONCLUSIONSThe need for accurate simulation models <strong>of</strong> small scale, ducted-fan, unmanned airvehicles has lead to the development <strong>of</strong> techniques unique to this class <strong>of</strong> vehicles. Takenas a whole, this research activity shows that by combining existing industry tools withnew techniques a fairly high fidelity model can be constructed. This modelcomprehensively contains sensor and high fidelity actuator models along with nonlinearbare airframe models.Models and trends were developed by analyzing a number <strong>of</strong> different vehiclesspanning almost 50 years. All the vehicles showed that the ducted fan is vulnerable to ahigh degree <strong>of</strong> pitching and translation at slow speeds due to a strong effect <strong>of</strong> the lateraland longitudinal moment derivatives, Mu and Lv. This class <strong>of</strong> vehicles also shows thatthe coupling <strong>of</strong> roll and pitch due to the spinning ducted fan proves troublesome duringidentification. This is avoided by identifying the linear coupling and then removing itfrom the correlated responses. The use <strong>of</strong> flight test results, simulation analysis, and windtunnel data all may be required to ensure proper modeling techniques.Sensor performance is seen to be less than desirable due to the small packagingand weight <strong>of</strong> the available components. In the area <strong>of</strong> actuation, the maximum rate <strong>of</strong> theservos was seen to have pr<strong>of</strong>ound effects on high bandwidth performance. This isimportant to consider because almost all MOUT exercises require some sort <strong>of</strong> higherbandwidth maneuvering.Overall, this research has shed some light on some <strong>of</strong> the unique tasks andprocedures for the system identification <strong>of</strong> ducted fan unmanned air vehicles.- 119 -

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