Title :
The study of the adaptive filtering algorithm with non-uniform sampling rate
Author :
Chenyang, Yang ; Shiyi, Mao ; Shaohong, Li
Author_Institution :
Dept. of Electron. Eng., Beijing Univ. of Aeronaut. & Astronaut., China
Abstract :
Many research works have been done in the area of maneuvering target tracking recently. A novel method of controlling the sampling interval is presented. With the relationship among the accuracy and the sampling interval and the model parameters of the filter being applied, the sampling interval to achieve the defined accuracy with certain model parameters can be determined. It is shown by Monte-Carlo tests that this method can conserve the advantages of those methods based on the IMM estimator while its computer burden is reduced significantly
Keywords :
Monte Carlo methods; adaptive estimation; adaptive filters; adaptive signal processing; parameter estimation; signal sampling; target tracking; tracking filters; Monte-Carlo tests; adaptive filtering algorithm; maneuvering target tracking; model parameters; non-uniform sampling rate; sampling interval control; Adaptive algorithm; Adaptive control; Adaptive filters; Algorithm design and analysis; Filtering algorithms; Predictive models; Programmable control; Sampling methods; Target tracking; Testing;
Conference_Titel :
Signal Processing Proceedings, 1998. ICSP '98. 1998 Fourth International Conference on
Conference_Location :
Beijing
Print_ISBN :
0-7803-4325-5
DOI :
10.1109/ICOSP.1998.770262