Method of small unmanned aerial rotorcraft altitude information fusion based on wavelet filter
-
摘要: 针对小型无人旋翼机自主飞行时高度测量信息不稳定、易受干扰的问题,提出采用基于滤波数据的自适应高度信息融合方法来提高无人旋翼机高度测量信息的精度和可信度.通过基于小波提升算法的小波分解重构方法,消除原始测量数据中的高频噪声;根据全球定位系统的测量精度受搜到卫星数目波动影响的现象,提出利用自适应卡尔曼滤波的方法实现高度信息融合.通过自主悬停和三维航迹跟踪飞行试验验证该方法的可行性和有效性.Abstract: Focusing on the low performance of the sensors for the small unmanned aerial rotorcraft, an adaptive Kalman method based on filter data was proposed to improve the accuracy and reliability of the altitude measurement information. Using the wavelet decomposition and reconstruction filter, the high frequency noise of altitude information for the small unmanned aerial rotorcraft was eliminated. Furthermore, since the global positioning system(GPS) measurement accuracy was influenced by GPS satellite-number fluctuation, an adaptive Kalman filter was used to improve altitude measurement performance. At last, hovering flight and three-dimensional track flight test were used to verify the feasibility and effectiveness of the method.
-
[1] De Voogt A J,Uitdewilligen S,Eremenko N.Safety in high-risk helicopter operations:the role of additional crew in accident prevention[J].Safety Science,2009,47(5):717-721 [2] 朱晓娟,陈欣.一种无人机高度传感器信息融合方法[J].航空学报,2008,29(S1):S61-S65 Zhu Xiaojuan,Chen Xin.An information fusion method of altitude sensors for UAV [J].Acta Aeronautica et Astronautica Sinica,2008,29(S1):S61-S65(in Chinese) [3] 黄晓瑞,崔平远,催祜涛.差分GPS定位方法与应用研究[J].航空兵器,2001(3):5-8 Huang Xiaorui,Cui Pingyuan,Cui Hutao.Research on differential GPS positioning method and application [J].Journal of Aero Weaponry,2001(3):5-8(in Chinese) [4] 彭玉华.小波变换与工程应用[M].北京:科学出版社,2005 Peng Yuhua.Wavelet transform and engineering application[M].Beijing:Science Press,2005 (in Chinese) [5] 孙延奎.小波分析及应用[M].北京:机械工业出版社,2005:28-30 Sun Yankui.Wavelat analyse and application[M].Beijing:Mechanism Industry Press,2005:28-30(in Chinese) [6] Zhang Xi,Wang Wei,Yoshinori T.Design of IIR orthogonal wavelet filter banks using lifting scheme[J].IEEE Transaction on Signal Processing,2006,54(7):2616-2624 [7] 程正兴,杨守志,冯晓霞.小波分析的理论、算法、进展和应用[M].北京:国防工业出版社,2007:223-227 Cheng Zhengxing,Yang Shouzhi,Feng Xiaoxia.The theory arithmetic evolve and application of wavelat analyse[M].Beijing:National Defence Industry Press,2007:223-227(in Chinese) [8] 刘金琨.机器人控制系统的设计与MATLAB仿真[M].北京:清华大学出版社,2008:505-507 Liu Jinkun.The design of robot control system and MATLAB simulink[M].Beijing:Tsinghua University Press,2008:505-507(in Chinese) [9] Song Enbin,Zhu Yunmin,Zhou Jie,et al.Optimality of Kalman filtering fusion with cross-correlated sensor noises[J].Automatica,2004,43(8):1450-1456
点击查看大图
计量
- 文章访问数: 2836
- HTML全文浏览量: 170
- PDF下载量: 568
- 被引次数: 0