Method of individual communication transmitter identification based on maximum correntropy
To measure the similarity between the fine features of communication transmitters, a method of individual communication transmitter identification based on maximum correntropy was put forward. Firstly, the square integral bispectra was extracted to characterise the communication transmitters, and th...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2016-12-01
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| Series: | Tongxin xuebao |
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| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2016283/ |
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| _version_ | 1841539529897410560 |
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| author | Zhe TANG Ying-ke LEI |
| author_facet | Zhe TANG Ying-ke LEI |
| author_sort | Zhe TANG |
| collection | DOAJ |
| description | To measure the similarity between the fine features of communication transmitters, a method of individual communication transmitter identification based on maximum correntropy was put forward. Firstly, the square integral bispectra was extracted to characterise the communication transmitters, and then optimization function based on maximum correntropy criterion was constructed. Secondly, the half-quadratic technique transformed the nonlinear op-timization problem to a weighted linear least squares problem. Finally, for identifying the communication transmitters, the sparse coefficient computed by active set algorithm was utilized to construct the classifier. Using the FM radios with same manufacturer and model, the actually collected data sets verified the feasibility and effectiveness of the method. |
| format | Article |
| id | doaj-art-b028eb8381b24d6993659d52ffba2a0c |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2016-12-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-b028eb8381b24d6993659d52ffba2a0c2025-01-14T07:11:02ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2016-12-013717117559705542Method of individual communication transmitter identification based on maximum correntropyZhe TANGYing-ke LEITo measure the similarity between the fine features of communication transmitters, a method of individual communication transmitter identification based on maximum correntropy was put forward. Firstly, the square integral bispectra was extracted to characterise the communication transmitters, and then optimization function based on maximum correntropy criterion was constructed. Secondly, the half-quadratic technique transformed the nonlinear op-timization problem to a weighted linear least squares problem. Finally, for identifying the communication transmitters, the sparse coefficient computed by active set algorithm was utilized to construct the classifier. Using the FM radios with same manufacturer and model, the actually collected data sets verified the feasibility and effectiveness of the method.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2016283/individual communication transmitter identificationmaximum correntropysparse representationhalf-quadraticlinear complementary problemactive set algorithm |
| spellingShingle | Zhe TANG Ying-ke LEI Method of individual communication transmitter identification based on maximum correntropy Tongxin xuebao individual communication transmitter identification maximum correntropy sparse representation half-quadratic linear complementary problem active set algorithm |
| title | Method of individual communication transmitter identification based on maximum correntropy |
| title_full | Method of individual communication transmitter identification based on maximum correntropy |
| title_fullStr | Method of individual communication transmitter identification based on maximum correntropy |
| title_full_unstemmed | Method of individual communication transmitter identification based on maximum correntropy |
| title_short | Method of individual communication transmitter identification based on maximum correntropy |
| title_sort | method of individual communication transmitter identification based on maximum correntropy |
| topic | individual communication transmitter identification maximum correntropy sparse representation half-quadratic linear complementary problem active set algorithm |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2016283/ |
| work_keys_str_mv | AT zhetang methodofindividualcommunicationtransmitteridentificationbasedonmaximumcorrentropy AT yingkelei methodofindividualcommunicationtransmitteridentificationbasedonmaximumcorrentropy |