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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Lin Wang Tsz-Kin Hon Reiss, J.D. Cavallaro, A. |
| Copyright Year | 1991 |
| Abstract | We investigate the problem of sensor and source joint localization using time-difference of arrivals (TDOAs) of an ad-hoc array. A major challenge is that the TDOAs contain unknown time offsets between asynchronous sensors. To address this problem, we propose a low-rank approximation method that does not need any prior knowledge of sensor and source locations or timing information. At first, we construct a pseudo time of arrival (TOA) matrix by introducing two sets of unknown timing parameters (source onset times and device capture times) into the current TDOA matrix. Then we propose a Gauss-Newton low-rank approximation algorithm to jointly identify the two sets of unknown timing parameters, exploiting the low-rank property embedded in the pseudo TOA matrix. We derive the boundaries of the timing parameters to reduce the initialization space and employ a multi-initialization scheme. Finally, we use the estimated timing parameters to correct the pseudo TOA matrix, which is further applied to sensor and source localization. Experimental results show that the proposed approach outperforms state-of-the-art algorithms. |
| Sponsorship | IEEE Signal Processing Society |
| Starting Page | 1018 |
| Ending Page | 1033 |
| Page Count | 16 |
| File Size | 3634459 |
| File Format | |
| ISSN | 1053587X |
| Volume Number | 64 |
| Issue Number | 4 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2016-01-01 |
| Publisher Place | U.S.A. |
| Access Restriction | One Nation One Subscription (ONOS) |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Timing Estimation Signal processing algorithms Microphones Position measurement Array signal processing Joints time-difference of arrival Ad-hoc array low rank approximation self-localization |
| Content Type | Text |
| Resource Type | Article |
| Subject | Signal Processing Electrical and Electronic Engineering |
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