利用自适应卡尔曼滤波实现光电跟踪中的复合控制

田俊林; 胡晓阳; 游安清

doi:10.3788/OPE.20172507.1941

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利用自适应卡尔曼滤波实现光电跟踪中的复合控制

信息科学 | 更新时间：2020-07-07

- 利用自适应卡尔曼滤波实现光电跟踪中的复合控制
- Compound control of photoelectric tracking by using adaptive Kalman filtering algorithm
- 光学精密工程 2017年25卷第7期页码：1941-1947
- 作者机构：
  
  中国工程物理研究院应用电子学研究所, 四川绵阳 621900
- 作者简介：
  
  [ "田俊林(1983-), 男, 天津人, 博士, 助理研究员, 2006年于北京航空航天大学获得学士学位, 2009年、2012年于中科院光电技术研究所分别获得硕士、博士学位, 主要从事目标跟踪及自动控制方面的研究。E-mail:tianjunlin22@163.com" ]
- 基金信息：
  
  高功率微波技术国防科技重点实验室课题资助项目(2015HPM-11)
- DOI：10.3788/OPE.20172507.1941
  中图分类号： V556
- 收稿日期：2016-12-22，
  
  录用日期：2017-2-15，
  
  纸质出版日期：2017-07-25
- 稿件说明：
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田俊林, 胡晓阳, 游安清. 利用自适应卡尔曼滤波实现光电跟踪中的复合控制[J]. 光学精密工程, 2017,25(7):1941-1947.

Jun-lin TIAN, Xiao-yang HU, An-qing YOU. Compound control of photoelectric tracking by using adaptive Kalman filtering algorithm[J]. Optics and precision engineering, 2017, 25(7): 1941-1947.
田俊林, 胡晓阳, 游安清. 利用自适应卡尔曼滤波实现光电跟踪中的复合控制[J]. 光学精密工程, 2017,25(7):1941-1947. DOI： 10.3788/OPE.20172507.1941.

Jun-lin TIAN, Xiao-yang HU, An-qing YOU. Compound control of photoelectric tracking by using adaptive Kalman filtering algorithm[J]. Optics and precision engineering, 2017, 25(7): 1941-1947. DOI： 10.3788/OPE.20172507.1941.

摘要

为了在光电跟踪控制系统中实现复合控制以提高跟踪精度，构建了基于模型自适应卡尔曼滤波算法的复合控制结构。首先，利用跟踪脱靶量数据和仪器位置数据合成目标角位置数据；然后，利用模型自适应卡尔曼滤波算法对目标角位置数据进行滤波估计以获得目标角速度信息；最后，将目标角速度信息前馈到速度回路，从而构成复合控制系统。实验结果表明：采用复合控制结构后，目标跟踪精度提高了50%。基于模型自适应卡尔曼滤波算法的复合控制技术能够在保持原反馈控制系统稳定性的条件下提高跟踪精度。

Abstract

In order to realize compound control for improving tracking accuracy in photoelectric tracking control system

a compound control structure based on adaptive Kalman filtering algorithm for model was established. Firstly

the angular position data of the target was compounded by taking advantages of tracking miss distance data and instrument position data; Then

the angular position data of the target was subject to filtering estimation in order to obtain angular velocity of the target by taking advantages of adaptive Kalman filtering algorithm for model; Finally

the compound control system was established by front feeding the angular velocity of the target to the velocity loop. The experimental result shows that target tracking accuracy is increased by 50% after using the compound control system. Based on adaptive Kalman filtering algorithm for model

under the condition of keeping the stability of the original feedback control system

the tracking accuracy of the compound control system can be improved.

关键词

Keywords

references

G. Downey. Electro-Optical tracking systems considerations. SPIE, 1989, 1111:70-84.

G. Downey. Electro-Optical tracking systems considerations Ⅱ. SPIE, 2003, 5082:139-153.

葛兵, 高慧斌, 余毅.光电着舰引导系统的视轴稳定.光学精密工程, 2014, 22(6):1577-1583.

GE B, GAO H B, YU Y. LOS stabilization of optic-electro landing system. Opt. Precision Eng., 2014, 22(6):1577-1583. (in Chinese)

王建立, 吉桐柏, 高昕, 等.加速度滞后补偿提高光电跟踪系统跟踪精度的方法.光学精密工程, 2005, 13(6):681-685.

WANG J L, JI T B, GAO X, et al.. Study of improving the optoelectronic system capability to track moving targets by using acceleration delay compensation. Opt. Precision Eng., 2005, 13(6):681-685. (in Chinese)

G. Downey, H. W. Fountain, T. Riding. Sled tracking system.SPIE, 1991, 1482:40-47.

W. J. Bigley. Supervisory control of EO tracking and pointing.SPIE, 1990, 1304:207-218.

郭劲.战术激光武器系统若干关键技术分析及发展研究.光学精密工程, 1996, 4(1):7-14.

GUO J. Key technologyanalyse and develop researching of the tactical laser weapon system. Opt. Precision Eng., 1996, 4(1):7-14. (in Chinese)

单海蛟, 刘伟宁, 王嘉成, 等.多传感器自主跟踪中的数据融合方法.液晶与显示, 2016, 31(8):801-809.

SHAN H J, LIU W N, WANG J C, et al.. Data fusion method in multi-sensors autonomous tracking. Chinese Journal of Liquid Crystals and Displays, 2016, 31(8):801-809. (in Chinese)

丁鹏, 张叶, 刘让, 等.结合形态学和Canny算法的红外弱小目标检测.液晶与显示, 2016, 31(8):793-800.

DING P, ZHANG Y, LIU R, et al.. Infrared small target detection based on adaptive Canny algorithm and morphology. Chinese Journal of Liquid Crystals and Displays, 2016, 31(8):793-800. (in Chinese)

孙丽娜, 宋悦铭, 戴明.采用复合控制提高机载光电平台的数引跟踪精度.光学精密工程, 2008, 16(2):265-269.

SUN L N, SONG Y M, DAI M. Improving digital-leading tracking precision for photoelectric platform by complex control. Opt. Precision Eng., 2008, 16(2):265-269. (in Chinese)

扈宏杰, 王元哲.机载光电平台的复合补偿控制方法.光学精密工程, 2012, 20(6):1272-1281.

HU H J, WANG Y ZH. Composite compensation control scheme for airborne opto-electronic platform. Opt. Precision Eng., 2012, 20(6):1272-1281. (in Chinese)

邓永停, 李洪文, 王建立, 等.基于卡尔曼滤波器的交流伺服系统自适应滑模控制.光学精密工程, 2014, 22(8):2088-2095.

DENG Y T, LI H W, WANG J L, et al.. Adaptive sliding mode control for AC servo system based on Kalman filter. Opt. Precision Eng., 2014, 22(8):2088-2095. (in Chinese)

黄永梅, 傅承毓, 尹义林.光电经纬仪中的等效复合控制技术.光电工程, 1998, 25(S):116-120.

HUANG Y M, FU CH Y, YIN Y L. An equivalent combined control technique for photoelectric theodolite. Opto-Electronic Engineering, 1998, 25(S):116-120. (in Chinese)

李文军, 陈涛.基于卡尔曼滤波器的等效复合控制技术研究.光学精密工程, 2006, 14(2):279-284.

LI W J, CHEN T. Equivalent combined control technique based on Kalman filter. Opt. Precision Eng., 2006, 14(2):279-284. (in Chinese)

R. A. Singer. Estimating optimal tracking performance for manned maneuvering targets.IEEE Transactions on Aerospace and Electronic Systems, 1970, 6(4):473-483.

X. R. Li, V. P. Jilkov. Survey of maneuvering target tracking. Part Ⅰ:Dynamic models. IEEE Transactions on Aerospace and Electronic Systems, 2003, 39(4):1333-1364.

王晓华, 敬忠良.仅有角测量的被动式机动目标跟踪.控制理论与应用, 2002, 19(6):845-850.

WANG X H, JING ZH L. Bearings-only passive tracking for maneuvering target. Control Theory And Applications, 2002, 19(6):845-850. (in Chinese)

刘向东, 程翔, 张河.基于角测量的机动目标跟踪算法.兵工学报, 2006, 27(6):1035-1038.

LIU X D, CHENG X, ZHANG H. An algorithm of tracking a maneuvering target with bearings-only measurements. ACTA ARMAMENTARⅡ, 2006, 27(6):1035-1038. (in Chinese)

郭宁, 吕俊伟, 邓江生.光电跟踪系统纯角度滤波器的设计.光学精密工程, 2013, 21(7):1818-1824.

GUO N, LV J W, DENG J SH. Design of filter only by angle information in opto-electronic tracking system. Opt. Precision Eng., 2013, 21(7):1818-1824. (in Chinese)

周东华, 席裕庚, 张钟俊.非线性系统带次优渐消因子的扩展卡尔曼滤波.控制与决策, 1990, 5:1-6.

ZHOU D H, XI Y G, ZHANG ZH J. Suboptimal fading extended Kalman filtering for nonlinear systems. Control and Decision, 1990, 5:1-6. (in Chinese)

周东华, 席裕庚, 张钟俊.一种带多重次优渐消因子的扩展卡尔曼滤波器.自动化学报, 1991, 17(6):689-695.

ZHOU D H, XI Y G, ZHANG ZH J. A suboptimal multiple fading extended Kalman filter. ACTA AUTOMATICA SINICA, 1991, 17(6):689-695. (in Chinese)

周东华, 王庆林.有色噪声干扰的非线性系统强跟踪滤波.北京理工大学学报, 1997, 17(3):321-326.

ZHOU D H, WANG Q L. Strong tracking filtering of nonlinear systems with colored noise. Journal of Beijing Institute of Technology, 1997, 17(3):321-326. (in Chinese)

田俊林, 付承毓, 唐涛.仅有角度观测信息情况下目标机动自适应跟踪算法研究.光电工程, 2011, 38(10):57-65.

TIAN J L, FU CH Y, TANG T. Maneuver-adaptive target tracking algorithm with bearings-only measurements. Opto-Electronic Engineering, 2011, 38(10):57-65. (in Chinese)

田俊林, 付承毓, 唐涛, 等.过程噪声方差实时补偿的非定轨目标跟踪.光电工程, 2012, 39(1):68-73.

TIAN J L, FU CH Y, TANG T, et al.. A non-orbit target tracking filter based on variance compensation of process noises. Opto-Electronic Engineering, 2012, 39(1):68-73. (in Chinese)

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