In this paper, we present a vision based robust pose estimation system in different observed situations for a quadrotor in outdoor environments. This system could provide us with approximate ground truth of pose estimation for an outdoor quadrotor, while most of existing vision based systems perform indoors. We only use the own features of the quadrotor, while most existing systems modify the architecture of the quadrotor or put additional components such as colored markers on it. We propose the novel robust pose estimation algorithms for different observed situations. With good observed results, we get all of the four rotors and calculate the pose. But when fewer than four rotors are observed, all of existing external vision based systems for the quadrotor do not mention this and could not get right results. By combining inertial measurement unit (IMU) data, our robust pose estimation system has solved these problems and obtained accurate results of pose estimation. We demonstrate in real experiments that our pose estimation system for the quadrotor could perform accurately and robustly in real time.
목차
Abstract 1. Introduction 1.1. Related Work 1.2. Overview of our Work 2. Hardware and Features Selection of the Quadrotor 2.1. Hardware 2.2. Why Only Use the Quadrotor’s Own Features 3. Preliminary Position 3.1. Relative Pose Relationship Between the Quadrotor and the Camera 3.2. Detection and Tracking of a Quadrotor 3.3. Preliminary Position of a Quadrotor 4. Robust Pose Estimation Algorithms 4.1. Different Observed Situations of a Quadrotor 4.2. Problem Formulation 4.3. EMRPP Algorithm for Four Rotors Observed 4.4. Three/Two Rotors Observed 5. Simulation Experiments 5.1. Four Rotors Observed 5.2. Discussion 5.3. Three/Two rotors Observed 5.4 Discussion 6. Real Experiments 6.1. Results of Real Experiments 6.2. Pose Error in Real Experiments 6.3. Discussion 7. Conclusion Acknowledgements References
키워드
Pose estimationQuadrotorVisionIMU dataOutdoor
저자
Wei Zheng [ Dept. of Automation, University of Science and Technology of China, Hefei, China ]
Fan Zhou [ Dept. of Automation, University of Science and Technology of China, Hefei, China ]
Zengfu Wang [ Dept. of Automation, University of Science and Technology of China, Hefei, China, Institute of Intelligent Machines, Chinese Academy of Sciences, Hefei, China ]
Corresponding Author
보안공학연구지원센터(IJCA) [Science & Engineering Research Support Center, Republic of Korea(IJCA)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Control and Automation
간기
월간
pISSN
2005-4297
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Control and Automation Vol.7 No.7