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Bird Flocking Inspired Formation Control for Unmanned Aerial Vehicles Using Stereo Camera
- Source :
- IEEE Systems Journal. 13:3580-3589
- Publication Year :
- 2019
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2019.
-
Abstract
- Formation control has been a popular research topic in recent years. This is primarily due to the the use of formation control to coordinate the movement of a swarm of robots. In this paper, with the primary objective of guaranteeing image overlap, a novel bird flocking inspired formation control algorithm was developed to control a swarm of unmanned aerial vehicles (UAVs). Our approach uses only stereo cameras, global positioning system (GPS), and inertial measurement units (IMUs), and removes the need of feature or pattern matching. By utilizing stereo cameras, virtual tracking points can be calculated. The convergence of these tracking points are chosen as the primary formation control goal because if the virtual tracking points are converged, it is guaranteed that the field of view of the cameras of the various UAVs always have some overlap. This allows for different types of stitching methods to be used to form a larger image with no gaps, depending on the configuration of tracking points. Five different control algorithms were developed: direct method, proportional integral derivative, bang-bang, short window model predictive, and long window model predictive. The formation controller was tested in three simulation environments to verify the robustness and the effectiveness of our algorithm.
- Subjects :
- Robot kinematics
021103 operations research
Stereo cameras
Computer Networks and Communications
Flocking (behavior)
business.industry
Computer science
0211 other engineering and technologies
Swarm behaviour
02 engineering and technology
Computer Science Applications
Image stitching
Control and Systems Engineering
Global Positioning System
Robot
Computer vision
Artificial intelligence
Electrical and Electronic Engineering
business
Stereo camera
Information Systems
Subjects
Details
- ISSN :
- 23737816 and 19328184
- Volume :
- 13
- Database :
- OpenAIRE
- Journal :
- IEEE Systems Journal
- Accession number :
- edsair.doi...........75bc262354fd3976b90b007aed929144
- Full Text :
- https://doi.org/10.1109/jsyst.2018.2884051