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저가형 LIDAR를 장착한 소형 무인항공기의 3차원 실내 항법 및 자동비행

3-D Indoor Navigation and Autonomous Flight of a Micro Aerial Vehicle using a Low-cost LIDAR

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참고문헌

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초록

The Global Positioning System (GPS) is widely used to aid the navigation of aerial vehicles. However, the GPS cannot be used indoors, so alternative navigation methods are needed to bedeveloped for micro aerial vehicles (MAVs) flying in GPS-denied environments. In this paper, a realtimethree-dimensional (3-D) indoor navigation system and closed-loop control of a quad-rotor aerialvehicle equipped with an inertial measurement unit (IMU) and a low-cost light detection and ranging(LIDAR) is presented. In order to estimate the pose of the vehicle equipped with the two-dimensionalLIDAR, an octree-based grid map and Monte-Carlo Localization (MCL) are adopted. The navigationresults using the MCL are then evaluated by making a comparison with a motion capture system. Finally, the results are used for closed-loop control in order to validate its positioning accuracy duringprocedures for stable hovering and waypoint-following.

Abstract

The Global Positioning System (GPS) is widely used to aid the navigation of aerial vehicles. However, the GPS cannot be used indoors, so alternative navigation methods are needed to bedeveloped for micro aerial vehicles (MAVs) flying in GPS-denied environments. In this paper, a realtimethree-dimensional (3-D) indoor navigation system and closed-loop control of a quad-rotor aerialvehicle equipped with an inertial measurement unit (IMU) and a low-cost light detection and ranging(LIDAR) is presented. In order to estimate the pose of the vehicle equipped with the two-dimensionalLIDAR, an octree-based grid map and Monte-Carlo Localization (MCL) are adopted. The navigationresults using the MCL are then evaluated by making a comparison with a motion capture system. Finally, the results are used for closed-loop control in order to validate its positioning accuracy duringprocedures for stable hovering and waypoint-following.

참고문헌 (14)

  1. J. Kim, "Real-time Implementation of Airborne Inertial-SLAM", Robotics and Autonomous Systems, 55(1), pp.62~71 (2007)
  2. B. Steder, "Visual SLAM for Flying Vehicles", IEEE Transactions on Robotics, 24(5), pp.1088~1093 (2008)
  3. S. Ahrens, "Vision-based Guidance and Control of a Hovering Vehicle in Unknown, GPS-denied Environments", IEEE International Conference on Robotics and Automation (ICRA) (2009)
  4. S. Weiss, "Monocular-SLAM–Based Navigation for Autonomous Micro Helicopters in GPS-Denied Environments", Journal of Field Robotics, 28(6), pp.854~874 (2011)
  5. F. Fraundorfer, "Vision-Based Autonomous Mapping and Exploration Using a Quadrotor MAV", IEEE International Conference on Intelligent Robots and Systems (IROS) (2012)
  6. 한종희, "구조화된 수중 환경에서 작업을 위한 PETASUS 시스템 II의 위치 인식 및 자율 제어", 로봇학회 논문지, 8(1), pp.37~42 (2013), 한국로봇학회[DOI]
  7. S. Huh, "Integrated Navigation System using Camera and Gimbaled Laser Scanner for Indoor and Outdoor Autonomous Flight of UAVs", IEEE International Conference on Intelligent Robots and Systems (IROS) (2013)
  8. A. Bachrach, "RANGE—Robust Autonomous Navigation in GPSDenied Environments", Journal of Field Robotics, 28(5), pp.644~666 (2011)
  9. S. Shen, "Autonomous Multi-Floor Indoor Navigation with a Computationally Constrained MAV", IEEE International Conference on Robotics and Automation (ICRA) (2011)
  10. S. Grzonka, "A Fully Autonomous Indoor Quadrotor", IEEE Transactions on Robotics, 28(1), pp.90~100 (2012)
  11. S. Huh, "3-D Grid Mapping and Monte Carlo Localization Method for Indoor Navigation of UAVs", KSAS (Korean Society for Aeronautical and Space Sciences) Spring Conference (2012)
  12. A. Bry, "State estimation for aggressive flight in GPS-denied environments using onboard sensing", IEEE International Conference on Robotics and Automation (ICRA) (2012)
  13. A. Hornung, "OctoMap: An Efficient Probabilistic 3D Mapping Framework based on Octrees", Autonomous Robots, 34(3), pp.189~206 (2013)
  14. S. Thrun, "Probabilistic Robotics" (2005), MIT Press

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