Visual soft landing of an autonomous quadrotor on a moving pad using a combined fuzzy velocity control with model predictive control

Archive ouverte : Article de revue

Bouaiss, Oussama | Mechgoug, Raihane | Taleb-Ahmed, Abdelmalik

Edité par HAL CCSD ; Springer Verlag

International audience. Autonomous landing is a vital option for Unmanned Aerial vehicles (UAV), as it can be a fail-safe in many critical cases. This paper demonstrates a complete solution for the soft landing application of a fully autonomous quadrotor on a moving pad considering external disturbance, model uncertainties, and actuators noise. The challenge starts with detecting the specially designed landing pad by an onboard vision system, a robust Algorithm estimates its coordinates precisely using a camera pose estimation. An enhanced Kalman filter by Madgwick data fusion of asynchronous sensors was developed for the best relative pose and heading reference. Different sizes and designs of the ArUco markers were attentively chosen to ensure the best detection at different altitudes and angles of approach. The landing trajectory is dynamically generated based on Jerk optimization, integrating a bio-inspired velocity profile by Fuzzy Logic Controller (FLC) to smoothen the landing. Model Predictive Control (MPC) was opted for quadrotor control to track the generated trajectory in time reference with the rejection of disturbance. The solution presents a soft mechanism for flat surface landing similar to human decision concept and control. The proposed method ensures absorption of the shock of impact, and the optimal tracking of the moving landing pad at less than 4 cm of error in Cartesian coordinates. Experimental results from pad relative pose estimation developed in Python, Data fusion experimentation of Attitude and Heading Reference system (AHRS), and Matlab simulations with a performance comparison between MPC and Proportional Integral Derivative (PID) control validate the effectiveness and reliability of the proposed landing task solution.

Consulter en ligne

Suggestions

Du même auteur

Optimal Control of Quadrotor with a Novel Madgwick/Extended Kalman Observer to Track a Spline Trajectory for Obstacle Avoidance | Bouaiss, Oussama

Optimal Control of Quadrotor with a Novel Madgwick/Extended Kalman Observer...

Archive ouverte: Article de revue

Bouaiss, Oussama | 2023-03

International audience. Random disturbance presents a reliability and a safety defy for quadrotor control, This research demonstrates an adaptive linear quadratic Gaussian (LQG) control of quadrotor, exploiting a no...

Automatic pain estimation from facial expressions: a comparative analysis using off-the-shelf CNN architectures | El Morabit, Safaa

Automatic pain estimation from facial expressions: a comparative analysis u...

Archive ouverte: Article de revue

El Morabit, Safaa | 2021-08-11

International audience. Automatic pain recognition from facial expressions is a challenging problem that has attracted a significant attention from the research community. This article provides a comprehensive analy...

Semi-automatic Segmentation of Multiple Sclerosis Lesion Based Active Contours Model and Variational Dirichlet Process' | Derraz, Foued

Semi-automatic Segmentation of Multiple Sclerosis Lesion Based Active Conto...

Archive ouverte: Article de revue

Derraz, Foued | 2010-10

International audience. We propose a new semi-automatic segmentation based Active Contour Model and statistic prior knowledge of Multiple Sclerosis (MS) Lesions in Regions Of Interest (RIO) within brain Magnetic Res...

Du même sujet

Towards the use of flapping wing nano aerial vehicles | Grondel, Sébastien

Towards the use of flapping wing nano aerial vehicles

Archive ouverte: Type de document indéfini

Grondel, Sébastien | 2021

International audience. In the last decade, the potential of Micro Aerial Vehicles (MAVs) has generated an enormous interest in this technology and numerous applications have therefore been proposed in military and ...

Review on Unmanned Aerial Vehicle Assisted Sensor Node Localization in Wireless Networks: Soft Computing Approaches | Annepu, Visalakshi

Review on Unmanned Aerial Vehicle Assisted Sensor Node Localization in Wire...

Archive ouverte: Article de revue

Annepu, Visalakshi | 2022

International audience. Node positioning or localization is a critical requisite for numerous position-based applications of wireless sensor network (WSN). Localization using the unmanned aerial vehicle (UAV) is pre...

Contribution for Green Road Freight Transportation: Truck Platoon Application Based on Fuzzy Logic | Moh Ahmed, S

Contribution for Green Road Freight Transportation: Truck Platoon Applicati...

Archive ouverte: Communication dans un congrès

Moh Ahmed, S | 2018-05-02

International audience. A simple, Truck platoon is the process of coupling two or more trucks together while they are travelling on a highway. Truck platoon increases the productivity of road transportation sector a...

Fuzzy sets and fuzzy logic : theory and applications / George J. Klir and Bo Yuan | Klir, George J. (1932-....). Auteur

Fuzzy sets and fuzzy logic : theory and applications / George J. Klir and B...

Livre | Klir, George J. (1932-....). Auteur | 1995

A CMOS Compatible Thermoelectric Device made of Crystalline Silicon Membranes with Nanopores | Bah, Thierno-Moussa

A CMOS Compatible Thermoelectric Device made of Crystalline Silicon Membran...

Archive ouverte: Article de revue

Bah, Thierno-Moussa | 2022-12-10

International audience. Herein, we report the use of nanostructured crystalline silicon as a thermoelectric material and its integration into thermoelectric devices. The proof-of-concept relies on the partial suppre...

Effet de l'angle de charge sur les harmoniques d'efforts magnétiques dans les machines synchrones à aimants permanents surfaciques | Le Besnerais, Jean

Effet de l'angle de charge sur les harmoniques d'efforts magnétiques dans l...

Archive ouverte: Communication dans un congrès

Le Besnerais, Jean | 2016-06-07

International audience. Cet article étudie l'effet de l'angle de charge sur les efforts harmoniques de Maxwell (tangentiels et radiaux) et les bruits et vibrations d'origine magnétique dans deux machines synchrones ...

Chargement des enrichissements...