Hybrid Camera Array-Based UAV Auto-Landing on Moving UGV in GPS-Denied Environment

With the rapid development of Unmanned Aerial Vehicle (UAV) systems, the autonomous landing of a UAV on a moving Unmanned Ground Vehicle (UGV) has received extensive attention as a key technology. At present, this technology is confronted with such problems as operating in GPS-denied environments, a...

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Published inRemote sensing (Basel, Switzerland) Vol. 10; no. 11; p. 1829
Main Authors Yang, Tao, Ren, Qiang, Zhang, Fangbing, Xie, Bolin, Ren, Hailei, Li, Jing, Zhang, Yanning
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.11.2018
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ISSN2072-4292
2072-4292
DOI10.3390/rs10111829

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Abstract With the rapid development of Unmanned Aerial Vehicle (UAV) systems, the autonomous landing of a UAV on a moving Unmanned Ground Vehicle (UGV) has received extensive attention as a key technology. At present, this technology is confronted with such problems as operating in GPS-denied environments, a low accuracy of target location, the poor precision of the relative motion estimation, delayed control responses, slow processing speeds, and poor stability. To address these issues, we present a hybrid camera array-based autonomous landing UAV that can land on a moving UGV in a GPS-denied environment. We first built a UAV autonomous landing system with a hybrid camera array comprising a fisheye lens camera and a stereo camera. Then, we integrated a wide Field of View (FOV) and depth imaging for locating the UGV accurately. In addition, we employed a state estimation algorithm based on motion compensation for establishing the motion state of the ground moving UGV, including its actual motion direction and speed. Thereafter, according to the characteristics of the designed system, we derived a nonlinear controller based on the UGV motion state to ensure that the UGV and UAV maintain the same motion state, which allows autonomous landing. Finally, to evaluate the performance of the proposed system, we carried out a large number of simulations in AirSim and conducted real-world experiments. Through the qualitative and quantitative analyses of the experimental results, as well as the analysis of the time performance, we verified that the autonomous landing performance of the system in the GPS-denied environment is effective and robust.
AbstractList With the rapid development of Unmanned Aerial Vehicle (UAV) systems, the autonomous landing of a UAV on a moving Unmanned Ground Vehicle (UGV) has received extensive attention as a key technology. At present, this technology is confronted with such problems as operating in GPS-denied environments, a low accuracy of target location, the poor precision of the relative motion estimation, delayed control responses, slow processing speeds, and poor stability. To address these issues, we present a hybrid camera array-based autonomous landing UAV that can land on a moving UGV in a GPS-denied environment. We first built a UAV autonomous landing system with a hybrid camera array comprising a fisheye lens camera and a stereo camera. Then, we integrated a wide Field of View (FOV) and depth imaging for locating the UGV accurately. In addition, we employed a state estimation algorithm based on motion compensation for establishing the motion state of the ground moving UGV, including its actual motion direction and speed. Thereafter, according to the characteristics of the designed system, we derived a nonlinear controller based on the UGV motion state to ensure that the UGV and UAV maintain the same motion state, which allows autonomous landing. Finally, to evaluate the performance of the proposed system, we carried out a large number of simulations in AirSim and conducted real-world experiments. Through the qualitative and quantitative analyses of the experimental results, as well as the analysis of the time performance, we verified that the autonomous landing performance of the system in the GPS-denied environment is effective and robust.
Author Zhang, Fangbing
Yang, Tao
Zhang, Yanning
Xie, Bolin
Ren, Qiang
Li, Jing
Ren, Hailei
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Snippet With the rapid development of Unmanned Aerial Vehicle (UAV) systems, the autonomous landing of a UAV on a moving Unmanned Ground Vehicle (UGV) has received...
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StartPage 1829
SubjectTerms Algorithms
Arrays
Cameras
Computer simulation
Control algorithms
Control stability
Deep learning
Field of view
Fisheye views
Global positioning systems
GPS
GPS-denied environment
hybrid camera array
Hybrid systems
International conferences
Kalman filters
Landing aids
Lenses
Localization
Methods
Motion compensation
Motion simulation
Motion stability
moving UGV
Nonlinear control
Qualitative analysis
R&D
Remote sensing
Research & development
Sensors
Signal processing
State estimation
UAV autonomous landing
Unmanned aerial vehicles
Unmanned ground vehicles
Vision systems
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