A range spread target detection algorithm based on polarimetric features and SVDD
Multi-polarization range high resolution radar is an important mean for ground target detection.In the echo formed by it, the target occupies multiple range cells and becomes an extended target.The traditional spread target detection method relies on energy, and the detection performance decreases w...
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| Format: | Article |
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Beijing Xintong Media Co., Ltd
2023-10-01
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| Series: | Dianxin kexue |
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| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2023197/ |
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| author | Qiang LI Yuanxin YAO Xiangqi KONG |
| author_facet | Qiang LI Yuanxin YAO Xiangqi KONG |
| author_sort | Qiang LI |
| collection | DOAJ |
| description | Multi-polarization range high resolution radar is an important mean for ground target detection.In the echo formed by it, the target occupies multiple range cells and becomes an extended target.The traditional spread target detection method relies on energy, and the detection performance decreases when the signal-to-clutter ratio decreases.A spread target detection algorithm based on polarization decomposition features was proposed, which improved the detection performance under low signal-to-clutter ratio by using the difference of polarization scattering characteristics between target and clutter.Specifically, 16 kinds of polarization decomposition features were extracted to form feature vectors as detection statistics, and then support vector data description (SVDD) was used to obtain the detection threshold.When training the detection threshold, the polarization decomposition features of clutter were extracted as training data.In order to ensure the false alarm probability, two penalty parameters were introduced into the objective function of SVDD.The experimental results show that the proposed method requires a signal-to-clutter ratio of about 12.6 dB in the case of Gobi background, false alarm probability of 10<sup>-4</sup> and detection probability of 90%, which is about 1.7 dB lower than the energy-based methods. |
| format | Article |
| id | doaj-art-fa1524cfbfae4d3994a8c46a0abdac3a |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2023-10-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-fa1524cfbfae4d3994a8c46a0abdac3a2025-01-15T02:58:02ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012023-10-0139647359560100A range spread target detection algorithm based on polarimetric features and SVDDQiang LIYuanxin YAOXiangqi KONGMulti-polarization range high resolution radar is an important mean for ground target detection.In the echo formed by it, the target occupies multiple range cells and becomes an extended target.The traditional spread target detection method relies on energy, and the detection performance decreases when the signal-to-clutter ratio decreases.A spread target detection algorithm based on polarization decomposition features was proposed, which improved the detection performance under low signal-to-clutter ratio by using the difference of polarization scattering characteristics between target and clutter.Specifically, 16 kinds of polarization decomposition features were extracted to form feature vectors as detection statistics, and then support vector data description (SVDD) was used to obtain the detection threshold.When training the detection threshold, the polarization decomposition features of clutter were extracted as training data.In order to ensure the false alarm probability, two penalty parameters were introduced into the objective function of SVDD.The experimental results show that the proposed method requires a signal-to-clutter ratio of about 12.6 dB in the case of Gobi background, false alarm probability of 10<sup>-4</sup> and detection probability of 90%, which is about 1.7 dB lower than the energy-based methods.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2023197/polarimetric high resolution radarrange spread target detectionpolarimetric decompositionFAC-SVDD |
| spellingShingle | Qiang LI Yuanxin YAO Xiangqi KONG A range spread target detection algorithm based on polarimetric features and SVDD Dianxin kexue polarimetric high resolution radar range spread target detection polarimetric decomposition FAC-SVDD |
| title | A range spread target detection algorithm based on polarimetric features and SVDD |
| title_full | A range spread target detection algorithm based on polarimetric features and SVDD |
| title_fullStr | A range spread target detection algorithm based on polarimetric features and SVDD |
| title_full_unstemmed | A range spread target detection algorithm based on polarimetric features and SVDD |
| title_short | A range spread target detection algorithm based on polarimetric features and SVDD |
| title_sort | range spread target detection algorithm based on polarimetric features and svdd |
| topic | polarimetric high resolution radar range spread target detection polarimetric decomposition FAC-SVDD |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2023197/ |
| work_keys_str_mv | AT qiangli arangespreadtargetdetectionalgorithmbasedonpolarimetricfeaturesandsvdd AT yuanxinyao arangespreadtargetdetectionalgorithmbasedonpolarimetricfeaturesandsvdd AT xiangqikong arangespreadtargetdetectionalgorithmbasedonpolarimetricfeaturesandsvdd AT qiangli rangespreadtargetdetectionalgorithmbasedonpolarimetricfeaturesandsvdd AT yuanxinyao rangespreadtargetdetectionalgorithmbasedonpolarimetricfeaturesandsvdd AT xiangqikong rangespreadtargetdetectionalgorithmbasedonpolarimetricfeaturesandsvdd |