Modifications of the euclidean algorithm for isolating periodicities from a sparse set of noisy measurements

被引:35
作者
Casey, SD
Sadler, BM
机构
[1] UNIV MARYLAND,SYST RES INST,COLLEGE PK,MD 20742
[2] USA,RES LAB,ADELPHI,MD 20783
关键词
D O I
10.1109/78.536682
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Modifications of the Euclidean algorithm are presented for determining the period from a sparse set of noisy measurements. The elements of the set are the noisy occurrence times of a periodic event with (perhaps very many) missing measurements. This problem arises in radar pulse repetition interval (PRI) analysis, in bit synchronization in communications, and in other scenarios. The proposed algorithms are computationally straightforward and converge quickly, A robust version is developed that is stable despite the presence of arbitrary outliers. The Euclidean algorithm approach is justified by a theorem that shows that, for a set of randomly chosen positive integers, the probability that they do not all share a common prime factor approaches one quickly as the cardinality of the set increases. In the noise-free case, this implies that the algorithm produces the correct answer with only 10 data samples, independent of the percentage of missing measurements, In the case of noisy data, simulation results show, for example, good estimation of the period from 100 data samples with 50% of the measurements missing and 25% of the data samples being arbitrary outliers.
引用
收藏
页码:2260 / 2272
页数:13
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