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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Shapo, B. Kreucher, C. |
| Copyright Year | 2011 |
| Description | Author affiliation: Integrity Applications Incorporated 900 Victors Way, # 220, Ann Arbor MI 48108 (Shapo, B.; Kreucher, C.) |
| Abstract | In tracking applications, data fusion involves combining data from multiple sensors to produce lower error target state estimates than were possible from using data from individual sensors alone. The main focus of this paper is performance modelling and evaluation for two different fusion paradigms: the track-before-fuse (or track fusion) approach and the fuse-before-track approach. Track-before-fuse is often required in distributed, low-bandwidth environments, while fuse-before-track is an option when centralization is possible. It is anticipated that fuse-before-track will provide superior performance over track-before-fuse because it postpones hard decision making until the most data is received, analogous to track-before-detect. This paper computes approximate error bounds for a track-before-fuse approach and verifies them via simulation. It also shows that a fuse-before-track approach out-performs a standard track-before-fuse method. |
| Starting Page | 1 |
| Ending Page | 8 |
| File Size | 1106545 |
| Page Count | 8 |
| File Format | |
| ISBN | 9781457702679 |
| e-ISBN | 9780982443828 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2011-07-05 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Intl Society of Info Fusion |
| Subject Keyword | Target tracking Acoustic beams Accuracy Sensor arrays Geometry passive acoustics Fusion performance modeling nonlinear filtering track-before-fuse fuse-before-track |
| Content Type | Text |
| Resource Type | Article |
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