期刊文献+

基于数据融合的多旋翼无人机定位控制器设计 被引量:3

Design of Multi-Rotor UAVs' Positioning Controller Based on Data Fusion
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摘要 建立了多旋翼无人机动力学模型,并设计了应用于室内环境下的多旋翼无人机定位控制器。为提高定位精度,在室内设置了特定标签,从而为无人机提供视觉数据。通过扩展卡尔曼滤波器,将无人机传感器获得的惯性数据和高度数据与视觉数据进行融合,再通过飞行状态估计得到无人机实时的飞行位置信息。仿真结果表明,在融合视觉数据后,无人机飞行中的位置误差明显减小,无人机的定位精度获得明显的提高,说明定位控制器取得了良好的控制效果。 A dynamical model of multi-rotor UAVs was established, and a positioning controller of multi-rotor UAVs in an indoor environment was designed. In order to improve the accuracy of positioning, the specific tag was set to provide visual data for the UA V in interior space. Fusing the inertial data and the height data obtained from sensors of the UA V with visual data through the Extended Kalman Filter, and the UAV's position was obtained from the estimation of flight state in real time. Simulation results show that the error of the UAV's position reduces significantly after fusing the visual data, and the positioning accuracy of the UAV improved a lot, which shows that the controller works well.
机构地区 信息工程大学
出处 《系统仿真学报》 CAS CSCD 北大核心 2016年第10期2593-2599,共7页 Journal of System Simulation
基金 国家自然科学基金(41301428 4110143)
关键词 动力学模型 视觉数据 扩展卡尔曼滤波 数据融合 定位控制器 dynamical model visual data extended kalman filter data fusion positioning controller
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参考文献9

  • 1Cabecinhas D, Cunha R, Silvestre C. A nonlinear quadrotor trajectory tracking controller with disturbancerejection [J]. Control Engineering Practice (S0967-0661), 2014, 26(3): 1-10. 被引量:1
  • 2Lim H, Lee H, Kim H J. Onboard flight control of a micro quadrotor using single strapdown optical flow sensor [C]// Intelligent Robots and Systems (IROS), 2012 IEEE/RSJ International Conference on. USA: IEEE, 2012: 495-500. 被引量:1
  • 3Bai Y, Liu H, Shi Z, et al. Robust control of quadrotor unmanned air vehicles [C]// Control Conference. USA: IEEE, 2012: 4462-4467. 被引量:1
  • 4Meier L, Tanskanen P, Fraundorfer F, et al. PIXHAWK: A system for autonomous flight using onboard computer vision [C]//IEEE International Conference on Robotics & Automation. USA: IEEE, 2011: 2992-2997. 被引量:1
  • 5Kim J, Kang M S, Park S. Accurate Modeling and Robust Hovering Control for a Quad-rotor VTOL Aircraft [J]. Journal of Intelligent & Robotic Systems (S0921-0296 (Print) 1573-0409 (Online)), 2010, 57(1-4): 9-26. 被引量:1
  • 6Thrun, Sebastian, Burgard, Wolfram, Fox, Dieter. Probabilistic Robotics (Intelligent Robotics and Autonomous Agents) [M]. USA: The MIT Press, 2005. 被引量:1
  • 7季秀才,郑志强,张辉.SLAM问题中机器人定位误差分析与控制[J].自动化学报,2008,34(3):323-330. 被引量:35
  • 8Lepetit V, Moreno-Noguer F, Fua P. EPnP: An Accurate O(n) Solution to the PnP Problem [J]. International Journal of Computer Vision (S0920-5691 (Print) S1573-1405 (Online)), 2009, 81(2): 155-166. 被引量:1
  • 9Baggio D L, Emami S, Escriv D M, et al. Mastering OpenCV with practical computer vision projects [M]. UK Packt Publishing, 2012: 78-97. 被引量:1

二级参考文献19

  • 1厉茂海,洪炳镕,罗荣华.移动机器人的同时定位和地图创建方法[J].哈尔滨工业大学学报,2004,36(7):874-876. 被引量:4
  • 2陈卫东,张飞.移动机器人的同步自定位与地图创建研究进展[J].控制理论与应用,2005,22(3):455-460. 被引量:59
  • 3Frese U. A discussion of simultaneous localization and mapping. Autonomous Robots, 2006, 20(1): 25-42 被引量:1
  • 4Leonard J J, Durrant-Whyte H F, Cox I J. Dynamic map building for an autonomous mobile robot. International Journal of Robotics Research, 1992, 11(4): 286-298 被引量:1
  • 5Dissanayake M W M G, Newman P, Clark S, Durrant- Whyte H F, Csorba M. A solution to the simultaneous localization and map building (SLAM) problem. IEEE Transactions on Robotics and Automation, 2001, 17(3): 229-241 被引量:1
  • 6Smith R, Self M, Cheeseman P. Estimating uncertain spatial relationships in robotics autonomous robot vehicles. Autonomous Robot Vehicles. New York: Springer-Verlag, 1988. 167-193 被引量:1
  • 7Cuivant J E, Nebot E M. Optimization of the simultaneous localization and map-building algorithm for real-time implementation. IEEE Transactions on Robotics and Automation, 2001, 17(3): 242-257 被引量:1
  • 8Montemerlo M, Thrun S, Koller D, Wegbreit B. FastSLAM: a factored solution to the simultaneous localization and mapping problem. In: Proceedings of the AAAI National Conference on Artificial Intelligence. Edmonton, Canada: AAAI, 2002. 593-598 被引量:1
  • 9Thrun S, Koller D, Ghahramani Z, Durrant-Whyte H F, Ng Y A. Simultaneous mapping and localization with sparse extended information filters: theory and initial results. In: Proceedings of the 5th International Workshop on Algorithmic Foundations of Robotics. Nice, France: IEEE, 2002. 363--380 被引量:1
  • 10Thrun S. Robotic Mapping: A Survey, Technical Report CMU-CS-02-111, School of Computer Science, Carnegie Mellon University, USA, 2002 被引量:1

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