New Trinion and Quaternion Set-Membership Affine Projection Algorithms

被引:22
作者
Yazdanpanah, Hamed [1 ,2 ]
Diniz, Paulo S. R. [1 ,2 ]
机构
[1] Univ Fed Rio de Janeiro, Poli, DEL, BR-21941972 Rio De Janeiro, Brazil
[2] Univ Fed Rio de Janeiro, COPPE, PEE, BR-21941972 Rio De Janeiro, Brazil
关键词
Adaptive beamforming; adaptive filtering; quaternion space; set-membership filtering (SMF); trinion space; wind profile prediction; LMS ALGORITHMS; TRANSFORM; GRADIENT;
D O I
10.1109/TCSII.2016.2555942
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
This brief introduces new data-selective adaptive filtering algorithms for trinion and quaternion spaces T and H. The work advances the set-membership trinion-and quaternion-valued normalized least mean square (SMTNLMS and SMQNLMS) and the set-membership trinion-and quaternion-valued affine projection (SMTAPand SMQAP) algorithms. We derive set-membership trinion algorithms and then, as special cases, obtain trinion algorithms not employing the set-membership strategy. Prediction simulations based on recorded wind data are provided, showing the improved performance of the proposed algorithms in terms of reduced computational complexity. Then, the quaternion-based SMQAP and SMQNLMS algorithms are derived, and their improved performances are verified in an adaptive beamforming problem.
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页码:216 / 220
页数:5
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