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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Zhang, J.J. Quan Ding Kay, S. Papandreou-Suppappola, A. Rangaswamy, M. |
| Copyright Year | 2010 |
| Description | Author affiliation: Department of Electrical, Computer, and Biomedical Engineering, University of Rhode Island, Kingston, USA (Quan Ding; Kay, S.) || Air Force Research Laboratory, Wright-Patterson Air Force Base, Dayton, OH, USA (Rangaswamy, M.) || School of Electrical, Computer and Energy Engineering, Arizona State University, Tempe, USA (Zhang, J.J.; Papandreou-Suppappola, A.) |
| Abstract | We investigate the target tracking problem of adapting asymmetric multi-modal sensing operation platforms using radio frequency (RF) radar and electro-optical (EO) sensors. Although the multi-modality framework allows for the integration of complementary information, there are many challenges to overcome, including targets with different energy returns, and information loss due to low signal-to-noise ratio (SNR) or due to dependent measurements from different sensors that are not appropriately processed. We develop the particle filter (PF) based recursive track before detect (TBD) algorithm for joint RF-EO tracking to avoid loss of information caused by matched filter thresholding at low SNR. A waveform optimization technique is integrated into the PF-TBD to allow for adaptive waveform selection. We also approximate distributions of parameters of dependent RF and EO measurements using the embedded exponential family (EEF) approach to further improve target detection and tracking performance. |
| Starting Page | 1653 |
| Ending Page | 1657 |
| File Size | 1974828 |
| Page Count | 5 |
| File Format | |
| ISBN | 9781424497225 |
| ISSN | 10586393 |
| e-ISBN | 9781424497218 |
| DOI | 10.1109/ACSSC.2010.5757819 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2010-11-07 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Sensors Target tracking Radar tracking Radio frequency Noise measurement Estimation |
| Content Type | Text |
| Resource Type | Article |
| Subject | Signal Processing Computer Networks and Communications |
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