Application of Nonequidistant Fractional-Order Accumulation Model on Trajectory Prediction of Space Manipulator

被引:18
作者
Jiang Wensong [1 ]
Wang Zhongyu [1 ]
Mourelatos, Zissimos P. [2 ]
机构
[1] Beihang Univ, Sch Instrumentat Sci & Optoelect Engn, Beijing 100191, Peoples R China
[2] Oakland Univ, Dept Mech Engn, Rochester, MI 48309 USA
关键词
Fractional-order accumulated generating; nonequidistance; trajectory prediction; visual-based space manipulator; TRACKING; INTERPOLATION; SIGNALS; OBJECTS; SYSTEM;
D O I
10.1109/TMECH.2016.2517183
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To predict the trajectory of a motion target floating in an outer space, a nonequidistant fractional-order accumulation (NEFA) model of a visual-based space manipulator is presented in this paper. This model is a modified extrapolate method of trajectory prediction. First, the initial discrete point set of a motion trajectory is real-time accumulated to a fractional-order differential model. Second, a followtrajectory is predicted both by the fractional-order differential model and a dynamic data refresh strategy. A novel measuring machine of a space manipulator is designed to orbital simulation and trajectory predictive test. The NEFA model is applied to visual-based space manipulator to trajectory prediction in this measuring instrument. The experimental result shows that the smaller the r has, the higher predictive accuracy the NEFA model has. Besides, the accuracy of 0.1-order NEFA (0.1-NEFA) model is approximately 30 times higher than that both of the traditional first-order grey model and the least-squares estimation (LSE) method. In all, the 0.1-NEFA model is superior to both the traditional first-order gray model and the LSE method.
引用
收藏
页码:1420 / 1427
页数:8
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