• DocumentCode
    1257657
  • Title

    An objective technique for evaluating doubletalk detectors in acoustic echo cancelers

  • Author

    Cho, Jun H. ; Morgan, Dennis R. ; Benesty, Jacob

  • Author_Institution
    Aware Inc., Bedford, MA, USA
  • Volume
    7
  • Issue
    6
  • fYear
    1999
  • fDate
    11/1/1999 12:00:00 AM
  • Firstpage
    718
  • Lastpage
    724
  • Abstract
    Echo cancelers commonly employ a doubletalk detector (DTD), which is essential to keep the adaptive filter from diverging in the presence of near-end speech and other disruptive noise. There have been numerous algorithms to detect doubletalk in an acoustic echo canceler (AEC). In those applications, typically, the threshold is chosen only by some heuristic method and the performance evaluation is very subjective. In this study, we develop a way to objectively evaluate DTD algorithms based on the standard statistical methods of detection theory. A receiver operating characteristic (ROC) is derived to characterize DTD performance. Several DTD algorithms are examined and simulated under typical real-world operating conditions using measured room responses and signals taken from a digital speech database. The DTD methods are then evaluated and compared using the ROC metric
  • Keywords
    acoustic correlation; acoustic receivers; acoustic signal detection; adaptive filters; adaptive signal detection; adaptive signal processing; architectural acoustics; correlation methods; echo suppression; filtering theory; statistical analysis; DTD algorithms; ROC metric; acoustic echo cancelers; adaptive filter; cross-correlation; detection theory; digital speech database; disruptive noise; doubletalk detectors; heuristic method; measured room responses; near-end speech; objective technique; performance evaluation; real-world operating conditions; receiver operating characteristic; simulation; standard statistical methods; threshold; Acoustic noise; Acoustic signal detection; Adaptive filters; Detectors; Finite impulse response filter; Jacobian matrices; Microphones; Noise cancellation; Speech enhancement; Statistics;
  • fLanguage
    English
  • Journal_Title
    Speech and Audio Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1063-6676
  • Type

    jour

  • DOI
    10.1109/89.799697
  • Filename
    799697