Robust Adaptive Time Delay Estimation for Speaker Localization in Noisy and Reverberant Acoustic Environments
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Two adaptive algorithms are presented for robust time delay estimation (TDE) in acoustic environments with a large amount of background noise and reverberation. Recently, an adaptive eigenvalue decomposition (EVD) algorithm has been developed for TDE in highly reverberant acoustic environments. In this paper, we extend the adaptive EVD algorithm to noisy and reverberant acoustic environments, by deriving an adaptive stochastic gradient algorithm for the generalized eigenvalue decomposition (GEVD) or by prewhitening the noisy microphone signals. We have performed simulations using a localized and a diffuse noise source for several SNRs, showing that the time delays can be estimated more accurately using the adaptive GEVD algorithm than using the adaptive EVD algorithm. In addition, we have analyzed the sensitivity of the adaptive GEVD algorithm with respect to the accuracy of the noise correlation matrix estimate, showing that its performance may be quite sensitive, especially for low SNR scenarios.
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Localization of weak objects in reverberant fields using waveform inversion
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Histogram based DOA estimation for speaker localisation in reverberant environments
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Phase reference for the generalized multichannel Wiener filter
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A Bayesian Approach for Sound Source Estimation
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- Authors
- Doclo, S., & Moonen, M.
- Affiliations
- KU Leuven (BE)
- Corresponding author
- Doclo, Simon
- Venue
- EURASIP Journal on Advances in Signal Processing
- Published
- 2003-10-05
- Volume
- 2003
- Issue
- 11
- ISSN
- 1110-8657 (ISSN-L)
- 1687-6180
- OpenAlex
- W2160623760
- Cited by
- 96
- References
- 39
- Citations by year
- 2025: 1 · 2024: 2 · 2023: 4 · 2022: 2 · 2021: 1 · 2020: 7 · 2019: 5 · 2018: 6 · 2017: 9 · 2016: 6 · 2015: 5 · 2014: 5 · 2013: 7 · 2012: 6
- FWCI
- 3.45
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- EURASIP Journal on Advances in Signal Processing (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Fonds Wetenschappelijk Onderzoek
- KU Leuven
- Vlaamse regering
- Topics
- Physical Sciences › Computer Science › Signal Processing › Speech and Audio Processing
- Physical Sciences › Computer Science › Signal Processing › Direction-of-Arrival Estimation Techniques
- Physical Sciences › Engineering › Computational Mechanics › Advanced Adaptive Filtering Techniques
- Keywords
- time delay estimation, speaker localization, generalized eigenvalue decomposition, stochastic gradient algorithm, prewhitening, reverberation, background noise, low signal-to-noise ratio, microphone array
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