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基于卡尔曼滤波和随机逼近的模拟器时间延迟补偿方法
引用本文:王春光,何景峰,李瑰贤,韩俊伟.基于卡尔曼滤波和随机逼近的模拟器时间延迟补偿方法[J].北京工业大学学报,2011,37(12):1773-1778.
作者姓名:王春光  何景峰  李瑰贤  韩俊伟
作者单位:哈尔滨工业大学机电工程学院,哈尔滨150001/重庆电子工程职业学院机电工程系,重庆401331;哈尔滨工业大学机电工程学院,哈尔滨,150001
基金项目:教育部新世纪优秀人才支持计划资助项目(NCET-04-0325)
摘    要:针对飞行模拟器的时间延迟补偿问题,采用卡尔曼滤波和随机逼近的方法,提出了自适应遗忘因子卡尔曼补偿法和自适应遗忘因子随机逼近补偿法,这2种方法通过预测偏差动态调节遗忘因子的大小,可以提高预测精度并减小预测偏差;在2种补偿法的收敛矩阵初始值中引入调节参数,避免了初始值发生奇异现象;并且与改进的McFarland补偿方法进行了比较.结果表明,这2种方法的预测偏差分别小于相对应的改进的McFar-land补偿方法的预测偏差,且自适应遗忘因子卡尔曼补偿法是4种方法中最优的补偿方法.

关 键 词:随机逼近  卡尔曼滤波  时间延迟  遗忘因子  飞行模拟器

Transport Delay Compensation Algorithm for Simulator Based on Kalman Filter and Stochastic Approximation Algorithm
WANG Chun-guang,HE Jing-feng,LI Gui-xian,HAN Jun-wei.Transport Delay Compensation Algorithm for Simulator Based on Kalman Filter and Stochastic Approximation Algorithm[J].Journal of Beijing Polytechnic University,2011,37(12):1773-1778.
Authors:WANG Chun-guang  HE Jing-feng  LI Gui-xian  HAN Jun-wei
Affiliation:1 (1.School of Mechatronics Engineering,Harbin Institute of Technology,Harbin 150001,China; 2.Department of Mechatronics Engineering,Chongqing College of Electronic Engineering,Chongqing 401331,China)
Abstract:In order to compensate transport delay of flight simulator,two transport delay adaptive forgetting factor compensation algorithms based on Kalman filter and Stochastic Approximation are presented.To improve prediction of precision and reduce errors,the time varying forgetting factor is regulated by the error,and a regulatory parameter is added in the initial parameter matrix of the two compensation algorithms,the singularity in the initial parameter matrix is avoided.The results imply that the two algorithms are superior to the algorithms of the revised McFarland and the Kalman filter compensation algorithm is the most excellent among the four types of algorithms.
Keywords:stochastic approximation  Kalman filter  transport delay  forgetting factor  flight simulator
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