Vol. 160
Latest Volume
All Volumes
PIERC 165 [2026] PIERC 164 [2026] PIERC 163 [2026] PIERC 162 [2025] PIERC 161 [2025] PIERC 160 [2025] PIERC 159 [2025] PIERC 158 [2025] PIERC 157 [2025] PIERC 156 [2025] PIERC 155 [2025] PIERC 154 [2025] PIERC 153 [2025] PIERC 152 [2025] PIERC 151 [2025] PIERC 150 [2024] PIERC 149 [2024] PIERC 148 [2024] PIERC 147 [2024] PIERC 146 [2024] PIERC 145 [2024] PIERC 144 [2024] PIERC 143 [2024] PIERC 142 [2024] PIERC 141 [2024] PIERC 140 [2024] PIERC 139 [2024] PIERC 138 [2023] PIERC 137 [2023] PIERC 136 [2023] PIERC 135 [2023] PIERC 134 [2023] PIERC 133 [2023] PIERC 132 [2023] PIERC 131 [2023] PIERC 130 [2023] PIERC 129 [2023] PIERC 128 [2023] PIERC 127 [2022] PIERC 126 [2022] PIERC 125 [2022] PIERC 124 [2022] PIERC 123 [2022] PIERC 122 [2022] PIERC 121 [2022] PIERC 120 [2022] PIERC 119 [2022] PIERC 118 [2022] PIERC 117 [2021] PIERC 116 [2021] PIERC 115 [2021] PIERC 114 [2021] PIERC 113 [2021] PIERC 112 [2021] PIERC 111 [2021] PIERC 110 [2021] PIERC 109 [2021] PIERC 108 [2021] PIERC 107 [2021] PIERC 106 [2020] PIERC 105 [2020] PIERC 104 [2020] PIERC 103 [2020] PIERC 102 [2020] PIERC 101 [2020] PIERC 100 [2020] PIERC 99 [2020] PIERC 98 [2020] PIERC 97 [2019] PIERC 96 [2019] PIERC 95 [2019] PIERC 94 [2019] PIERC 93 [2019] PIERC 92 [2019] PIERC 91 [2019] PIERC 90 [2019] PIERC 89 [2019] PIERC 88 [2018] PIERC 87 [2018] PIERC 86 [2018] PIERC 85 [2018] PIERC 84 [2018] PIERC 83 [2018] PIERC 82 [2018] PIERC 81 [2018] PIERC 80 [2018] PIERC 79 [2017] PIERC 78 [2017] PIERC 77 [2017] PIERC 76 [2017] PIERC 75 [2017] PIERC 74 [2017] PIERC 73 [2017] PIERC 72 [2017] PIERC 71 [2017] PIERC 70 [2016] PIERC 69 [2016] PIERC 68 [2016] PIERC 67 [2016] PIERC 66 [2016] PIERC 65 [2016] PIERC 64 [2016] PIERC 63 [2016] PIERC 62 [2016] PIERC 61 [2016] PIERC 60 [2015] PIERC 59 [2015] PIERC 58 [2015] PIERC 57 [2015] PIERC 56 [2015] PIERC 55 [2014] PIERC 54 [2014] PIERC 53 [2014] PIERC 52 [2014] PIERC 51 [2014] PIERC 50 [2014] PIERC 49 [2014] PIERC 48 [2014] PIERC 47 [2014] PIERC 46 [2014] PIERC 45 [2013] PIERC 44 [2013] PIERC 43 [2013] PIERC 42 [2013] PIERC 41 [2013] PIERC 40 [2013] PIERC 39 [2013] PIERC 38 [2013] PIERC 37 [2013] PIERC 36 [2013] PIERC 35 [2013] PIERC 34 [2013] PIERC 33 [2012] PIERC 32 [2012] PIERC 31 [2012] PIERC 30 [2012] PIERC 29 [2012] PIERC 28 [2012] PIERC 27 [2012] PIERC 26 [2012] PIERC 25 [2012] PIERC 24 [2011] PIERC 23 [2011] PIERC 22 [2011] PIERC 21 [2011] PIERC 20 [2011] PIERC 19 [2011] PIERC 18 [2011] PIERC 17 [2010] PIERC 16 [2010] PIERC 15 [2010] PIERC 14 [2010] PIERC 13 [2010] PIERC 12 [2010] PIERC 11 [2009] PIERC 10 [2009] PIERC 9 [2009] PIERC 8 [2009] PIERC 7 [2009] PIERC 6 [2009] PIERC 5 [2008] PIERC 4 [2008] PIERC 3 [2008] PIERC 2 [2008] PIERC 1 [2008]
2025-09-26
Radar Maneuvering Target Detection and Motion Parameter Estimation Based on KT-SPCFCRD
By
Progress In Electromagnetics Research C, Vol. 160, 120-132, 2025
Abstract
Long-time coherent integration (LTCI) is an effective method for maneuvering target detection, as it accumulates signal energy over a long observation period, thereby enhancing the signal-to-noise ratio (SNR). However, as the observation duration increases, range migration (RM) and Doppler frequency migration (DFM) occur, which degrade the integration performance. To this end, a scaling factor is first introduced into the parameterized centroid frequency–chirp rate distribution (PCFCRD) algorithm, thereby yielding the scaled PCFCRD (SPCFCRD), which enables flexible adjustment of the chirp rate estimation range and resolution. Furthermore, SPCFCRD is combined with the keystone transform (KT) to form the proposed KT-SPCFCRD algorithm. The RM caused by unambiguous velocity is first corrected by KT, after which the residual RM and DFM are further compensated by SPCFCRD to achieve coherent integration. The effectiveness of the proposed algorithm is validated through simulations and real-data analysis. Compared with several representative algorithms, KT-SPCFCRD achieves superior detection performance while maintaining a balanced computational cost.
Citation
Aihua Li, Wei Liu, Yuhang Wang, Hao Wang, Wenwen Xu, and Jianyin Cao, "Radar Maneuvering Target Detection and Motion Parameter Estimation Based on KT-SPCFCRD," Progress In Electromagnetics Research C, Vol. 160, 120-132, 2025.
doi:10.2528/PIERC25073101
References

1. Jin, Ke, Gongquan Li, Tao Lai, Tian Jin, and Yongjun Zhao, "A novel long-time coherent integration algorithm for Doppler-ambiguous radar maneuvering target detection," IEEE Sensors Journal, Vol. 20, No. 16, 9394-9407, Aug. 2020.
doi:10.1109/jsen.2020.2988583        Google Scholar

2. Zhan, Muyang, Penghui Huang, Shengqi Zhu, Xingzhao Liu, Guisheng Liao, Jialian Sheng, and Shaoqian Li, "A modified Keystone transform matched filtering method for space-moving target detection," IEEE Transactions on Geoscience and Remote Sensing, Vol. 60, 1-16, 2022.
doi:10.1109/tgrs.2021.3108470        Google Scholar

3. Xu, Zeyu, Guangxin Wu, Gui Li, and Gongjian Zhou, "Fast coherent integration based on time-frequency reversal decoupling transform for maneuvering target detection," IEEE Transactions on Aerospace and Electronic Systems, Vol. 60, No. 6, 8805-8822, Dec. 2024.
doi:10.1109/taes.2024.3434783        Google Scholar

4. Sun, Zhi, Xiaolong Li, Wei Yi, Guolong Cui, and Lingjiang Kong, "Detection of weak maneuvering target based on Keystone transform and matched filtering process," Signal Processing, Vol. 140, 127-138, 2017.
doi:10.1016/j.sigpro.2017.05.013        Google Scholar

5. Sun, Zhi, Xiaolong Li, Wei Yi, Guolong Cui, and Lingjiang Kong, "A coherent detection and velocity estimation algorithm for the high-speed target based on the modified location rotation transform," IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 11, No. 7, 2346-2361, Jul. 2018.
doi:10.1109/jstars.2018.2834535        Google Scholar

6. Li, Xiaolong, Guolong Cui, Wei Yi, and Lingjiang Kong, "Sequence-reversing transform-based coherent integration for high-speed target detection," IEEE Transactions on Aerospace and Electronic Systems, Vol. 53, No. 3, 1573-1580, Jun. 2017.
doi:10.1109/taes.2017.2668018        Google Scholar

7. Zhang, Jiancheng, Tao Su, Jibin Zheng, and Xuehui He, "Novel fast coherent detection algorithm for radar maneuvering target with jerk motion," IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 10, No. 5, 1792-1803, May 2017.
doi:10.1109/jstars.2017.2651156        Google Scholar

8. Xu, Wenwen, Yuhang Wang, Jidan Huang, Hao Wang, and Jianyin Cao, "SAF-SFT-SRAF-based signal coherent integration method for high-speed target detecting in airborne radar," Progress In Electromagnetics Research C, Vol. 154, 183-190, 2025.
doi:10.2528/pierc25012202        Google Scholar

9. Li, Suqi, Yihan Wang, Bailu Wang, Giorgio Battistelli, Luigi Chisci, and Guolong Cui, "Efficient dual-scale generalized Radon-Fourier transform detector family for long time coherent integration," IEEE Transactions on Signal Processing, Vol. 72, 4237-4252, 2024.
doi:10.1109/tsp.2024.3411161        Google Scholar

10. Perry, R. P., R. C. DiPietro, and R. L. Fante, "SAR imaging of moving targets," IEEE Transactions on Aerospace and Electronic Systems, Vol. 35, No. 1, 188-200, Jan. 1999.
doi:10.1109/7.745691        Google Scholar

11. Zheng, Jibin, Tao Su, Wentao Zhu, Xuehui He, and Qing Huo Liu, "Radar high-speed target detection based on the scaled inverse Fourier transform," IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 8, No. 3, 1108-1119, Mar. 2015.
doi:10.1109/jstars.2014.2368174        Google Scholar

12. Huang, Penghui, Guisheng Liao, Zhiwei Yang, Xiang-Gen Xia, Jingtao Ma, and Xuepan Zhang, "An approach for refocusing of ground moving target without target motion parameter estimation," IEEE Transactions on Geoscience and Remote Sensing, Vol. 55, No. 1, 336-350, Jan. 2017.
doi:10.1109/tgrs.2016.2606437        Google Scholar

13. Chen, Xiaolong, Jian Guan, Yong Huang, Ningbo Liu, and You He, "Radon-linear canonical ambiguity function-based detection and estimation method for marine target with micromotion," IEEE Transactions on Geoscience and Remote Sensing, Vol. 53, No. 4, 2225-2240, Apr. 2015.
doi:10.1109/tgrs.2014.2358456        Google Scholar

14. Huang, Xiang, Linrang Zhang, Shengyuan Li, and Yonghong Zhao, "Radar high speed small target detection based on Keystone transform and linear canonical transform," Digital Signal Processing, Vol. 82, 203-215, 2018.
doi:10.1016/j.dsp.2018.08.001        Google Scholar

15. Zhang, Hongmin and Xuanhao Gao, "Radar detection and parameter estimation of high-speed targets based on RFRT-SoWVD," Journal of Applied Remote Sensing, Vol. 16, No. 2, 026515, Jun. 2022.
doi:10.1117/1.jrs.16.026515        Google Scholar

16. Li, Xiaolong, Guolong Cui, Lingjiang Kong, and Wei Yi, "Fast non-searching method for maneuvering target detection and motion parameters estimation," IEEE Transactions on Signal Processing, Vol. 64, No. 9, 2232-2244, May 2016.
doi:10.1109/tsp.2016.2515066        Google Scholar

17. Yu, Wenchao, Weimin Su, and Hong Gu, "Ground moving target motion parameter estimation using Radon modified Lv's distribution," Digital Signal Processing, Vol. 69, 212-223, Oct. 2017.
doi:10.1016/j.dsp.2017.07.005        Google Scholar

18. Cao, Yi-Fan, Wen-Qin Wang, and Shunsheng Zhang, "Long-time coherent integration for high-order maneuvering target detection via zero-trap line extraction," IEEE Transactions on Aerospace and Electronic Systems, Vol. 57, No. 6, 4017-4027, Dec. 2021.
doi:10.1109/taes.2021.3082718        Google Scholar

19. Xu, Jia, Ji Yu, Ying-Ning Peng, and Xiang-Gen Xia, "Radon-Fourier transform for radar target detection, I: Generalized Doppler filter bank," IEEE Transactions on Aerospace and Electronic Systems, Vol. 47, No. 2, 1186-1202, Apr. 2011.
doi:10.1109/taes.2011.5751251        Google Scholar

20. Fang, Xin, Guoqing Xiao, Zongjie Cao, Rui Min, and Yiming Pi, "Migration correction algorithm for coherent integration of low-observable target with uniform radial acceleration," IEEE Transactions on Instrumentation and Measurement, Vol. 70, 1-13, 2021.
doi:10.1109/tim.2020.3023512        Google Scholar

21. Xu, Jia, Xiang-Gen Xia, Shi-Bao Peng, Ji Yu, Ying-Ning Peng, and Li-Chang Qian, "Radar maneuvering target motion estimation based on generalized Radon-Fourier transform," IEEE Transactions on Signal Processing, Vol. 60, No. 12, 6190-6201, Dec. 2012.
doi:10.1109/tsp.2012.2217137        Google Scholar

22. Chen, Xiaolong, Jian Guan, Ningbo Liu, and You He, "Maneuvering target detection via Radon-fractional Fourier transform-based long-time coherent integration," IEEE Transactions on Signal Processing, Vol. 62, No. 4, 939-953, 2014.
doi:10.1109/tsp.2013.2297682        Google Scholar

23. Li, Xiaolong, Guolong Cui, Wei Yi, and Lingjiang Kong, "Coherent integration for maneuvering target detection based on Radon-Lv's distribution," IEEE Signal Processing Letters, Vol. 22, No. 9, 1467-1471, 2015.
doi:10.1109/lsp.2015.2390777        Google Scholar

24. Namias, Victor, "The fractional order Fourier transform and its application to quantum mechanics," IMA Journal of Applied Mathematics, Vol. 25, No. 3, 241-265, Mar. 1980.
doi:10.1093/imamat/25.3.241        Google Scholar

25. Lv, Xiaolei, Guoan Bi, Chunru Wan, and Mengdao Xing, "Lv's distribution: Principle, implementation, properties, and performance," IEEE Transactions on Signal Processing, Vol. 59, No. 8, 3576-3591, Aug. 2011.
doi:10.1109/tsp.2011.2155651        Google Scholar

26. Huang, Penghui, Guisheng Liao, Zhiwei Yang, Xiang-Gen Xia, Jing-Tao Ma, and Jingting Ma, "Long-time coherent integration for weak maneuvering target detection and high-order motion parameter estimation based on Keystone transform," IEEE Transactions on Signal Processing, Vol. 64, No. 15, 4013-4026, Aug. 2016.
doi:10.1109/tsp.2016.2558161        Google Scholar

27. Rao, Xuan, Haihong Tao, Jia Su, Jian Xie, and Xiangyang Zhang, "Detection of constant radial acceleration weak target via IAR-FRFT," IEEE Transactions on Aerospace and Electronic Systems, Vol. 51, No. 4, 3242-3253, 2015.
doi:10.1109/taes.2015.140739        Google Scholar

28. Li, Xiaolong, Zhi Sun, Wei Yi, Guolong Cui, and Lingjiang Kong, "Radar detection and parameter estimation of high-speed target based on MART-LVT," IEEE Sensors Journal, Vol. 19, No. 4, 1478-1486, Feb. 2019.
doi:10.1109/jsen.2018.2882198        Google Scholar

29. Zheng, Jibin, Hongwei Liu, Jun Liu, Xiaolin Du, and Qing Huo Liu, "Radar high-speed maneuvering target detection based on three-dimensional scaled transform," IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 11, No. 8, 2821-2833, Aug. 2018.
doi:10.1109/jstars.2018.2846731        Google Scholar

30. Li, Xiaolong, Zhi Sun, Wei Yi, Guolong Cui, Lingjiang Kong, and Xiaobo Yang, "Computationally efficient coherent detection and parameter estimation algorithm for maneuvering target," Signal Processing, Vol. 155, 130-142, 2019.
doi:10.1016/j.sigpro.2018.09.030        Google Scholar

31. Zheng, Jibin, Hongwei Liu, and Qing Huo Liu, "Parameterized centroid frequency-chirp rate distribution for LFM signal analysis and mechanisms of constant delay introduction," IEEE Transactions on Signal Processing, Vol. 65, No. 24, 6435-6447, Dec. 2017.
doi:10.1109/tsp.2017.2755604        Google Scholar

32. Su, Jia, Hai-Hong Tao, Xuan Rao, Jian Xie, and Xiao-Lu Guo, "Coherently integrated cubic phase function for multiple LFM signals analysis," Electronics Letters, Vol. 51, No. 5, 411-413, 2015.
doi:10.1049/el.2014.4164        Google Scholar

33. Qian, Lichang, Jia Xu, Wenfeng Sun, and Yingning Peng, "CLEAN based blind speed side lobe (BSSL) suppression in the Radon Fourier Transform (RFT) for multi-target detection," 2012 IEEE 12th International Conference on Computer and Information Technology, 490-495, Chengdu, China, 2012.
doi:10.1109/CIT.2012.108

34. Zhao, Zizhuo and Xiaolong Li, "High-speed UAV swarms detection via coherent integration and GTE-based super-resolution method," IEEE Transactions on Aerospace and Electronic Systems, Vol. 60, No. 2, 1583-1596, Apr. 2024.
doi:10.1109/taes.2023.3338157        Google Scholar

35. Deng, Jiangyun, Zhi Sun, Wenjie Liu, Xiaolong Li, and Guolong Cui, "Blind source separation-based high-speed weak target coherent detection method under strong target BSSL covering situation," IEEE Transactions on Aerospace and Electronic Systems, Vol. 61, No. 3, 7987-7994, Jun. 2025.
doi:10.1109/taes.2025.3526105        Google Scholar

36. Deng, Jiangyun, Zhi Sun, Xiaolong Li, and Guolong Cui, "ASC-BSS-based parameter estimation method for multiple LFM pulses with aliasing effect from passive radar," IEEE Transactions on Aerospace and Electronic Systems, Vol. 61, No. 2, 5132-5144, Apr. 2025.
doi:10.1109/taes.2024.3516706        Google Scholar

37. Song, Z., B. Hui, H. Fan, J. Zhou, Y. Zhu, K. Da, X. Zhang, H. Su, W. Jin, Y. Zhang, et al., "A dataset for dim target detection and tracking of aircraft in radar echo sequences," Sci. Data Bank, Vol. 1, 2019.
doi:10.11922/sciencedb.908        Google Scholar

38. Sun, Zhi, Xingtao Jiang, Haonan Zhang, Jiangyun Deng, Shang Wu, Xiaolong Li, and Guolong Cui, "Joint elimination method of scale effect and range migration/Doppler migration for hypersonic maneuvering target under large time-bandwidth product condition," Signal Processing, Vol. 210, 109074, 2023.
doi:10.1016/j.sigpro.2023.109074        Google Scholar

39. Sun, Zhi, Xiaolong Li, Guolong Cui, Wei Yi, and Lingjiang Kong, "Hypersonic target detection and velocity estimation in coherent radar system based on scaled radon Fourier transform," IEEE Transactions on Vehicular Technology, Vol. 69, No. 6, 6525-6540, Jun. 2020.
doi:10.1109/tvt.2020.2988990        Google Scholar

40. Li, Jiachen, Zhi Sun, Xianxiang Yu, Yukai Kong, Guolong Cui, and Zhaoyin Xiang, "Intra-pulse forwarding jamming detection and identification framework for airborne radar system under clutter environment," IEEE Transactions on Aerospace and Electronic Systems, 2025.
doi:10.1109/taes.2025.3591583        Google Scholar

41. Gao, Yuhang, Huayu Fan, Lixiang Ren, Zihao Liu, Quanhua Liu, and Erke Mao, "Joint design of waveform and mismatched filter for interrupted sampling repeater jamming suppression," IEEE Transactions on Aerospace and Electronic Systems, Vol. 59, No. 6, 8037-8050, Dec. 2023.
doi:10.1109/taes.2023.3299437        Google Scholar

42. Liu, Zhutian, Hongda Ye, Zhongyu Li, Qing Yang, Zhichao Sun, Junjie Wu, and Jianyu Yang, "Optimally matched space-time filtering technique for BFSAR nonstationary clutter suppression," IEEE Transactions on Geoscience and Remote Sensing, Vol. 60, 1-17, 2022.
doi:10.1109/tgrs.2021.3090462        Google Scholar