Please use this identifier to cite or link to this item: https://hdl.handle.net/10356/41621
Title: Audio source localization and tracking in reverberant environments
Authors: Li, Tian
Keywords: DRNTU::Engineering::Electrical and electronic engineering::Antennas, wave guides, microwaves, radar, radio
Issue Date: 2010
Source: Li, T. (2010). Audio source localization and tracking in reverberant environments. Master’s thesis, Nanyang Technological University, Singapore.
Abstract: Audio source localization and tracking (ASLT) in reverberant environment has been a challenging research goal for many years. The failure of conventional ASLT algorithms can be contributed to the improper modeling of reverberation as non-correlated Gaussian noise, as well as to the lack of consideration of previous estimations. Therefore, in this thesis, the Image Method based reverberant room impulse response simulation is discussed and improved to provide an accurate research basis for reverberation robustness ASLT techniques. The Particle Filtering (PF) algorithm, as an approximation to the Bayesian Filtering problem, is then studied in detail. The PF algorithm in theory provides an optimal solution to involve previous estimations to tackle the reverberation robustness problem. Two novel hybrid PF algorithms with the source height estimation based hypothesis systems are proposed in this thesis. The proposed hybrid PF algorithms outperform the existing PF algorithms in the reverberation robust ASLT implementation.
URI: https://hdl.handle.net/10356/41621
DOI: 10.32657/10356/41621
Fulltext Permission: open
Fulltext Availability: With Fulltext
Appears in Collections:EEE Theses

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