2018 · 14 citations · 23 references
EngineeringAerospace EngineeringSystems EngineeringFlight DynamicsFlight MechanicsSystems ModelingAdaptive ControlControl SystemsControl TheoryController DesignController TuningRobust ControlAdaptive Flight ControlControl Loop DesignFlight Control ArchitectureFlight Control SystemsFlight Dynamics ModelingModel-free ControlRobust Flight Control
This paper presents first results of an innovative Model-Free Control (MFC) architecture applied to fixed-wing UAVs. MFC is an algorithm dedicated to systems with poor modeling knowledge. Indeed, the costs to derive a reliable and representative aerodynamic model for UAVs motivated the use of such a controller. By exploiting a purely numerical model, this algorithm provides an intuitive method to tune the control loop without any information about the controlled system. We propose to extend the MFC architecture to the case of fixed-wing UAVs and study the MFC properties in terms of uncertain parameters. As a first result, our designed MFC architecture provides a continuous controller able to stabilize the entire flight envelope of two different fixed-wing UAVs. These results show promising adaptive perspectives and demonstrate that MFC presents robust properties for both uncertain parameters and disturbance rejection.
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Continuous control with deep reinforcement learning
Timothy Lillicrap, Jonathan J. Hunt, Alexander Pritzel et al. · arXiv (Cornell University) · 2016 · 6.8K citations · Full text
Computing, Computer Science, Physics +17
International Journal of Control · 2013 · 996 citations · Full text
Michel Fliess, Cédric Join · LillOA (Université de Lille (University Of Lille)) · 2013 · 421 citations · Full text