An Adaptive inverse-QR Recursive Levenberg-Marquardt Algorithm

被引:0
|
作者
Nakornphanom, Kodchakorn Na [1 ]
Sitjongsataporn, Suchada [2 ]
机构
[1] Sukhothai Thammathirat Open Univ, Sch Sci & Technol, 9-9 Chaengwattana Rd, Nonthaburi 11120, Thailand
[2] Mahanakorn Univ Technol, CESdSP, Dept Elect Engn, Bangkok 10530, Thailand
来源
2013 13TH INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES (ISCIT): COMMUNICATION AND INFORMATION TECHNOLOGY FOR NEW LIFE STYLE BEYOND THE CLOUD | 2013年
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中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we present the adaptive inversesquare root recursive Levenberg-Marquardt (inverse-QR RLM) algorithm. We introduce how to formulate the proposed inverseQR RLM algorithm based on the least squares criterion for nonlinear adaptive filtering. We describe briefly about the inverseQR RLM algorithm which can preserve the Hermitian symmetry of inverse autocorrelation matrix with the method of modified product of QR-decomposition and its Hermitian transpose. This symmetrical property leads to the benefit of parallel implementation. Simulation results show that the proposed algorithm can obtain a fast convergence rate to unknown channel estimation or system identification.
引用
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页码:535 / 539
页数:5
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