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Volume 18 Issue 2
Mar.  1996
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Ouyang Shan, Fang Huijun. MULTICHANNEL QRD-BASED ADAPTIVE LATTICE ALGORITHMS FOR THE PARAMETER IDENTIFICATION PROBLEM[J]. Journal of Electronics & Information Technology, 1996, 18(2): 135-144.
Citation: Ouyang Shan, Fang Huijun. MULTICHANNEL QRD-BASED ADAPTIVE LATTICE ALGORITHMS FOR THE PARAMETER IDENTIFICATION PROBLEM[J]. Journal of Electronics & Information Technology, 1996, 18(2): 135-144.

MULTICHANNEL QRD-BASED ADAPTIVE LATTICE ALGORITHMS FOR THE PARAMETER IDENTIFICATION PROBLEM

  • Received Date: 1994-02-22
  • Rev Recd Date: 1994-11-14
  • Publish Date: 1996-03-19
  • A pair of multichannel recursive least squares (RLS) adaptive lattice algorithms based on the order recursive properties of lattice filters and the superior numerical properties of the Givens algorithms is derived. The derivation of the first algorithm is based on the QR decomposition of the input data matrix directly, and Givens rotations approach is used to compute the QR decomposition. Using first a prerotation of the input data matrix and then a repetition of the single channel Givens lattice algorithm, the second algorithm can be obtained. Both algorithms have superior numerical properties, particularly the robustness to wordlength limitations. The parameter vector to be estimated can be extracted directly from internal variables in the present algorithms without a backsolve operation with an extra triangular array. The results of computer simulation of the parameter identification of a two-channel system are presented to confirm efficientlly the derivation.
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  • Haykin S. Adaptive Filter Tehory. Englewood Cliffs, NJ: Prentice Hall, 1985.[2]Liu K R, et al. IEEE Trans. on CAS, 1991, CAS-38(6): 625-636.[3]Cioffi J. M. IEEE Traps. on ASSP, 1990, ASSP-38(4): 631-653.[4]Ling F. IEEE Trans. on SP,1991, SP-39(7): 1541-1551.[5]Proudler I K, et al. LEE Proc.-F, 1991, 138(4): 341-353.[6]Lewis P S. IEEE Trans. on ASSP, 1990, ASSP-38(3): 421-432.[7]Zhao K.[J]. et al. Multichannel Givens Lattice adaptive algorithm. in Proc. IEEE ICASSP91, Ontario Canada.1849,1991:-. Multichannel Givens Lattice adaptive algorithm. in Proc. IEEE ICASSP' target='_blank'>[8]Ballanger M G, et al. Signal Processing, 1991, 22(2): 115-126.[9]Proudler I K.[J].et al. Computationally efficient QRD-based wideband beamforming. in Proc. IEEE ICASSP90, New Mexico, USA.1799,1990:-. Computationally efficient QRD-based wideband beamforming. in Proc. IEEE ICASSP' target='_blank'>[10]Regalia P A, et al. IEEE Trans. on SP, 1991, SP-39(4): 879-891.[11]欧阳缮.一种多信道FAR RLS算法的研究:[硕士论文].西安:西安电子科技大学,1991, 12.
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