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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Hong Liu Miao Shen |
| Copyright Year | 2010 |
| Description | Author affiliation: Key Laboratory of Machine Perception and Intelligence, Peking University, Beijing, 100871 CHINA (Miao Shen) || Key Laboratory of Machine Perception and Intelligence, Peking University, Shenzhen Graduate School, 518055 CHINA (Hong Liu) |
| Abstract | It is a great challenge to perform a sound source localization system for mobile robots, because noise and reverberation in room pose a severe threat for continuous localization. This paper presents a novel approach named guided spectro-temporal (ST) position localization for mobile robots. Firstly, since generalized cross-correlation (GCC) function based on time delay of arrival (TDOA) can not get accurate peak, a new weighting function of GCC named PHAT-ργ is proposed to weaken the effect of noise while avoiding intense computational complexity. Secondly, a rough location of sound source is obtained by PHAT-ργ method and room reverberation is estimated using such location as priori knowledge. Thirdly, ST position weighting functions are used for each cell in voice segment and all correlation functions from all cells are integrated to obtain a more optimistical location of sound source. Also, this paper presents a fast, continuous localization method for mobile robots to determine the locations of a number of sources in real-time. Experiments are performed with four microphones on a mobile robot. 2736 sets of data are collected for testing and more than 2500 sets of data are used to obtain accurate results of localization. Even if the noise and reverberation are serious. The proportion data is 92% with angle error less than 15 degrees. What's more, it takes less than 0.4 seconds to locate the position of sound source for each data. |
| Starting Page | 4332 |
| Ending Page | 4339 |
| File Size | 1326700 |
| Page Count | 8 |
| File Format | |
| ISBN | 9781424466740 |
| ISSN | 21530866 |
| e-ISBN | 9781424466764 |
| DOI | 10.1109/IROS.2010.5650170 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2010-10-18 |
| Publisher Place | Taiwan |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Microphones Arrays Noise Reverberation Noise reduction Mobile robots |
| Content Type | Text |
| Resource Type | Article |
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