An Online Multisensor Data Fusion Framework for Radar Emitter Classification
Radar emitter classification is a special application of data clustering for classifying unknown radar emitters in airborne electronic support system. In this paper, a novel online multisensor data fusion framework is proposed for radar emitter classification under the background of network centric...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2016-01-01
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| Series: | International Journal of Aerospace Engineering |
| Online Access: | http://dx.doi.org/10.1155/2016/5372510 |
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| _version_ | 1832549823236014080 |
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| author | Dongqing Zhou Xing Wang Siyi Cheng Xi Zhang |
| author_facet | Dongqing Zhou Xing Wang Siyi Cheng Xi Zhang |
| author_sort | Dongqing Zhou |
| collection | DOAJ |
| description | Radar emitter classification is a special application of data clustering for classifying unknown radar emitters in airborne electronic support system. In this paper, a novel online multisensor data fusion framework is proposed for radar emitter classification under the background of network centric warfare. The framework is composed of local processing and multisensor fusion processing, from which the rough and precise classification results are obtained, respectively. What is more, the proposed algorithm does not need prior knowledge and training process; it can dynamically update the number of the clusters and the cluster centers when new pulses arrive. At last, the experimental results show that the proposed framework is an efficacious way to solve radar emitter classification problem in networked warfare. |
| format | Article |
| id | doaj-art-caad86db476b49efb0a10e04e7dafc12 |
| institution | Kabale University |
| issn | 1687-5966 1687-5974 |
| language | English |
| publishDate | 2016-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | International Journal of Aerospace Engineering |
| spelling | doaj-art-caad86db476b49efb0a10e04e7dafc122025-02-03T06:08:36ZengWileyInternational Journal of Aerospace Engineering1687-59661687-59742016-01-01201610.1155/2016/53725105372510An Online Multisensor Data Fusion Framework for Radar Emitter ClassificationDongqing Zhou0Xing Wang1Siyi Cheng2Xi Zhang3Aeronautics and Astronautics Engineering College, Air Force Engineering University, Xi’an, Shaanxi 710038, ChinaAeronautics and Astronautics Engineering College, Air Force Engineering University, Xi’an, Shaanxi 710038, ChinaAeronautics and Astronautics Engineering College, Air Force Engineering University, Xi’an, Shaanxi 710038, ChinaAeronautics and Astronautics Engineering College, Air Force Engineering University, Xi’an, Shaanxi 710038, ChinaRadar emitter classification is a special application of data clustering for classifying unknown radar emitters in airborne electronic support system. In this paper, a novel online multisensor data fusion framework is proposed for radar emitter classification under the background of network centric warfare. The framework is composed of local processing and multisensor fusion processing, from which the rough and precise classification results are obtained, respectively. What is more, the proposed algorithm does not need prior knowledge and training process; it can dynamically update the number of the clusters and the cluster centers when new pulses arrive. At last, the experimental results show that the proposed framework is an efficacious way to solve radar emitter classification problem in networked warfare.http://dx.doi.org/10.1155/2016/5372510 |
| spellingShingle | Dongqing Zhou Xing Wang Siyi Cheng Xi Zhang An Online Multisensor Data Fusion Framework for Radar Emitter Classification International Journal of Aerospace Engineering |
| title | An Online Multisensor Data Fusion Framework for Radar Emitter Classification |
| title_full | An Online Multisensor Data Fusion Framework for Radar Emitter Classification |
| title_fullStr | An Online Multisensor Data Fusion Framework for Radar Emitter Classification |
| title_full_unstemmed | An Online Multisensor Data Fusion Framework for Radar Emitter Classification |
| title_short | An Online Multisensor Data Fusion Framework for Radar Emitter Classification |
| title_sort | online multisensor data fusion framework for radar emitter classification |
| url | http://dx.doi.org/10.1155/2016/5372510 |
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