A METHOD FOR RECURSIVE LEAST-SQUARES FILTERING BASED UPON AN INVERSE QR DECOMPOSITION

被引:77
作者
ALEXANDER, ST
GHIRNIKAR, AL
机构
[1] Electrical and Computer Engineering Department, North Carolina State University, Raleigh
[2] Electrical and Computer Engineering Department, North Carolina State University, Raleigh
基金
美国国家科学基金会;
关键词
D O I
10.1109/TSP.1993.193124
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
A new computationally efficient algorithm for recursive least squares filtering is derived, which is based upon an inverse QR decomposition. The method solves directly for the time-recursive least squares filter vector, while avoiding the highly serial backsubstitution step required in previously derived direct QR approaches. Furthermore, the method employs orthogonal rotation operations to recursively update the filter, and thus preserves the inherent stability properties of QR approaches to recursive least squares filtering. The results of simulations over extremely long data sets are also presented, which suggest stability of the new time-recursive algorithm. Finally, parallel implementation of the resulting method is briefly discussed, and computational wavefronts are displayed.
引用
收藏
页码:20 / 30
页数:11
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