Sequential multiple target detection using particle filters
We create and compare three sequential hypothesis tests for multiple target detection using particle filters. The algorithm with best performance assigns a variable number of particles to each hypothesis according to the posterior probabilities to optimise computational resources. Besides, the poste...
| Main Authors: | , |
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| Format: | Conference Paper |
| Published: |
2011
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| Online Access: | http://hdl.handle.net/20.500.11937/54964 |
| _version_ | 1848759509386788864 |
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| author | Garcia Fernandez, Angel Grajal, J. |
| author_facet | Garcia Fernandez, Angel Grajal, J. |
| author_sort | Garcia Fernandez, Angel |
| building | Curtin Institutional Repository |
| collection | Online Access |
| description | We create and compare three sequential hypothesis tests for multiple target detection using particle filters. The algorithm with best performance assigns a variable number of particles to each hypothesis according to the posterior probabilities to optimise computational resources. Besides, the posterior probabilities of the hypotheses are calculated in a robust way regarding sample degeneracy. © 2011 IEEE. |
| first_indexed | 2025-11-14T10:01:01Z |
| format | Conference Paper |
| id | curtin-20.500.11937-54964 |
| institution | Curtin University Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-14T10:01:01Z |
| publishDate | 2011 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | curtin-20.500.11937-549642017-09-13T15:50:48Z Sequential multiple target detection using particle filters Garcia Fernandez, Angel Grajal, J. We create and compare three sequential hypothesis tests for multiple target detection using particle filters. The algorithm with best performance assigns a variable number of particles to each hypothesis according to the posterior probabilities to optimise computational resources. Besides, the posterior probabilities of the hypotheses are calculated in a robust way regarding sample degeneracy. © 2011 IEEE. 2011 Conference Paper http://hdl.handle.net/20.500.11937/54964 10.1109/SSP.2011.5967811 restricted |
| spellingShingle | Garcia Fernandez, Angel Grajal, J. Sequential multiple target detection using particle filters |
| title | Sequential multiple target detection using particle filters |
| title_full | Sequential multiple target detection using particle filters |
| title_fullStr | Sequential multiple target detection using particle filters |
| title_full_unstemmed | Sequential multiple target detection using particle filters |
| title_short | Sequential multiple target detection using particle filters |
| title_sort | sequential multiple target detection using particle filters |
| url | http://hdl.handle.net/20.500.11937/54964 |