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en:planification_et_commande_d_une_plate-forme_aeroportee_station-_naire_autonome_dediee_a_la_surveillance_des_ouvrages_d_art [2016/04/07 16:38] – castillo | en:planification_et_commande_d_une_plate-forme_aeroportee_station-_naire_autonome_dediee_a_la_surveillance_des_ouvrages_d_art [2016/04/07 17:33] (current) – [Eli KAHALE (Evry University)] castillo | ||
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Grant from __french Government__ \\ | Grant from __french Government__ \\ | ||
Location: Heudiasyc \\ | Location: Heudiasyc \\ | ||
- | Date PhD finished: March, 2014 \\ | + | Date PhD finished: |
+ | \\ | ||
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__Collaboration: | __Collaboration: | ||
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== Abstract == | == Abstract == | ||
- | The present document addresses, theoretically | + | Today, the inspection of structures is carried out through visual assessments realized by qualied inspectors. This procedure is very expensive |
- | for Unmanned Aerial Vehicles (UAVs) | + | |
- | According with the multidisciplinary nature of the studied problems, a wide range of | + | |
- | techniques and theories are covered in the fields | + | |
- | science, computer | + | |
- | + | ||
- | As part of this thesis, two different experimental platforms were developed | + | |
- | explore and evaluate various theories and techniques of interest for autonomous navigation. | + | |
- | The first prototype is a quadrotor specially designed for outdoor applications and was fully | + | |
- | developed in our lab. The second testbed is composed by a non expensive commercial | + | |
- | quadrotor kind AR. Drone, wireless connected to a ground station equipped with the Robot | + | |
- | Operating System (ROS), and specially intended | + | |
- | automatic control strategies in an easy, fast and safe way.\\ | + | |
- | In addition, this work provides an study of data fusion techniques looking to enhance | + | In this context, the main focus in the thesis is developing original methods to deal with planning, reference trajectories generation |
- | the UAVs pose estimation provided by commonly used sensors. Two strategies are evaluated | + | |
- | in particular, an Extended Kalman Filter (EKF) and a Particle Filter (PF). Both estimators | + | |
- | are adapted for the system under consideration, | + | |
- | of the UAV position, velocity | + | |
- | the developed algorithms while adding noise from real GPS (Global Positioning System) | + | |
- | measurements.\\ | + | |
- | Safe and accurate navigation for either autonomous trajectory tracking or haptic teleoperation | + | Firstly, the mathematical representation |
- | of quadrotors is presented as well. A second order Sliding Mode (2-SM) control | + | Secondly, the question of trajectory generation in the presence of wind has been studied: |
- | algorithm is used to track trajectories while avoiding frontal collisions | + | |
- | The time-scale separation | + | |
- | controllers by giving desired references in the roll and pitch angles, which is suitable | + | |
- | for quadrotors equipped with an internal attitude controller. The 2-SM control allows to | + | |
- | add robustness to the closed-loop system and attenuates | + | |
- | based analysis probes | + | |
- | pose of the vehicle using only a monocular SLAM (Simultaneous Localization | + | |
- | fused with inertial measurements. Distance to potential obstacles is detected and | + | |
- | computed using the sparse depth map from the vision algorithm. For teleoperation tests, | + | |
- | a haptic device is employed to feedback information to the pilot about possible collisions, | + | |
- | by exerting opposite forces. The proposed strategies are successfully tested in real-time | + | |
- | experiments, | + | |
- | Also, conception and development of a Micro Aerial Vehicle (MAV) able to safely | + | Thirdly, the problem |
- | interact with human users by following them autonomously, | + | |
- | work. Once a face is detected by means of a Haar cascade classifier, it is tracked applying | + | |
- | a Kalman Filter (KF), and an estimation of the relative position with respect to the face | + | |
- | is obtained at a high rate. A linear Proportional Derivative (PD) controller regulates the | + | |
- | UAV’s position in order to keep a constant distance to the face, employing as well the extra | + | |
- | available information from the embedded UAV’s sensors. Several experiments were carried | + | |
- | out through different conditions, showing good performance even under disadvantageous | + | |
- | scenarios like outdoor flight, being robust | + | |
- | image noise and the presence of several faces on the same image. | + | |
- | \\ | + | |
- | + | ||
- | Finally, this thesis deals with the problem of implementing a safe and fast transportation | + | |
- | system using an UAV kind quadrotor with a cable suspended load. The objective consists | + | |
- | in transporting the load from one place to another, in a fast way and with minimum | + | |
- | swing in the cable. An Interconnection and Damping Assignment-Passivity Based Control | + | |
- | (IDA-PBC) for the system of interest is successfully implemented and tested in real time | + | |
- | experiments. The use of this control technique avoids the use of an extra sensor for the | + | |
- | swing angle measurement. An experimental platform composed by a quadrotor equipped | + | |
- | with a rigid rod with two degrees of freedom in the joint, is developed. UAV navigation is | + | |
- | achieved via monocular vision. | + | |
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