You are currently logged in as an
Institutional Subscriber.
If you would like to logout,
please click on the button below.
Home / Publications / E-library page
Only AES members and Institutional Journal Subscribers can download
In this paper we investigate an alternative to the Gaussian density for modeling signals encountered in audio environments. The observation that sound signals are impulsive in nature, combined with the reverberation effects commonly encountered in audio, motivates the use of the Sub-Gaussian density. The new Sub-Gaussian statistical model and the separable solution of its Maximum Likelihood estimator are derived. These are used in an array scenario to demonstrate with both simulations and two different microphone arrays the achievable performance gains. The simulations exhibit the robustness of the sub-Gaussian based method while the real world experiments reveal a signi_cant performance gain, supporting the claim that the sub-Gaussian model is better suited for sound signals.
Author (s): Kyriakakis, Chris; Georgiou, Panayiotis G.
Affiliation:
Immersive Audio Laboratory, Integrated Media Systems Center, University of Southern California, Los Angeles, CA
(See document for exact affiliation information.)
AES Convention: 113
Paper Number:5643
Publication Date:
2002-10-06
Import into BibTeX
Session subject:
Signal Processing
Permalink: https://aes2.org/publications/elibrary-page/?id=11261
(3220KB)
Click to purchase paper as a non-member or login as an AES member. If your company or school subscribes to the E-Library then switch to the institutional version. If you are not an AES member Join the AES. If you need to check your member status, login to the Member Portal.
Kyriakakis, Chris; Georgiou, Panayiotis G.; 2002; An Alternative Model for Sound Signals Encountered in Reverberant Environments; Robust Maximum Likelihood Localization and Parameter Estimation Based on a Sub-Gaussian Model [PDF]; Immersive Audio Laboratory, Integrated Media Systems Center, University of Southern California, Los Angeles, CA; Paper 5643; Available from: https://aes2.org/publications/elibrary-page/?id=11261
Kyriakakis, Chris; Georgiou, Panayiotis G.; An Alternative Model for Sound Signals Encountered in Reverberant Environments; Robust Maximum Likelihood Localization and Parameter Estimation Based on a Sub-Gaussian Model [PDF]; Immersive Audio Laboratory, Integrated Media Systems Center, University of Southern California, Los Angeles, CA; Paper 5643; 2002 Available: https://aes2.org/publications/elibrary-page/?id=11261
@article{kyriakakis2002an,
author={kyriakakis chris and georgiou panayiotis g.},
journal={journal of the audio engineering society},
title={an alternative model for sound signals encountered in reverberant environments; robust maximum likelihood localization and parameter estimation based on a sub-gaussian model},
year={2002},
number={5643},
month={october},}
TY – paper
TI – An Alternative Model for Sound Signals Encountered in Reverberant Environments; Robust Maximum Likelihood Localization and Parameter Estimation Based on a Sub-Gaussian Model
AU – Kyriakakis, Chris
AU – Georgiou, Panayiotis G.
PY – 2002
JO – Journal of the Audio Engineering Society
VL – 5643
Y1 – October 2002