Vision-based ground target tracking using guidance filter for a rotary UAV = 유도필터를 이용한 회전익 무인항공기의 영상기반 지상표적 추적시스템

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This thesis presents a target tracking approach for a miniature rotary unmanned aerial vehicle(UAV) using only and onboard gimbaled(pan-tilt) camera(vision) system. In this thesis, vision-based target tracking problem is divided into four phases: the target pointing algorithm, the estimation of the target``s position and velocity, the tracking guidance law, and the guidance filter. Target pointing is performed as centering the target``s feature on the image plane. For rotating a camera, gimbal system which has pan-tilt rotation was adopted, and the algorithm was verified through the actual flight tests. Out of a range of the gimbal``s angle, to maintain the target within the camera field of view, a flight guidance law is necessary. In this thesis, as a tracking guidance law, the chasing guidance law was proposed. The guidance law is performed that UAV``s heading tracks the angle that points the target. For performing the chasing guidance law, the estimation of the target``s position and velocity is indeed required. For solving this problem, Extended Kalman filter(EKF) and Unscented Kalman filter(UKF) were adopted. The process model of the filter is derived through the UAV velocity, the target velocity, the pin-hole camera model(pixel coordinates), and the image depth (relative altitude) obtained by transformation coordinates. The multiple guidance filters combined with a guidance law and the filters enable to perform the chasing guidance under the target``s various motions such as constant velocity, acceleration, deceleration, stop, and curving. Finally the performance of the guidance filter was verified by using simulations.
Advisors
Bang, Hyo-Choongresearcher방효충researcher
Description
한국과학기술원 : 항공우주공학전공,
Publisher
한국과학기술원
Issue Date
2010
Identifier
419248/325007  / 020083010
Language
eng
Description

학위논문(석사) - 한국과학기술원 : 항공우주공학전공, 2010.2, [ vii, 64 p. ]

Keywords

chasing guidance law; target pointing; gimbaled camera; miniature rotary UAV; multiple guidance filter; 이중유도필터; 종추적 유도법칙; 표적지향; 김발카메라; 소형 회전익 무인항공기

URI
http://hdl.handle.net/10203/26475
Link
http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=419248&flag=dissertation
Appears in Collection
AE-Theses_Master(석사논문)
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