• DocumentCode
    887523
  • Title

    Averaging procedures in adaptive filtering: an efficient approach

  • Author

    Yin, Gang George ; Zhu, Yunmin

  • Author_Institution
    Dept. of Math., Wayne State Univ., Detroit, MI, USA
  • Volume
    37
  • Issue
    4
  • fYear
    1992
  • fDate
    4/1/1992 12:00:00 AM
  • Firstpage
    466
  • Lastpage
    475
  • Abstract
    An averaging procedure for adaptive filtering is developed. In contrast to the traditional approach, two sequences (x/sub n/) and (x/sub n/) are constructed, where (x/sub n/) is the arithmetic average of (x/sub n/). The authors show that the algorithm so designed has optimal rate of convergence. Therefore, the averaging approach is asymptotically efficient.<>
  • Keywords
    adaptive filters; convergence; filtering and prediction theory; adaptive filtering; arithmetic average; averaging procedure; optimal rate of convergence; Adaptive control; Adaptive filters; Adaptive signal processing; Aging; Algorithm design and analysis; Arithmetic; Convergence; Covariance matrix; Filtering algorithms; Signal processing algorithms;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/9.126579
  • Filename
    126579