Search

Article

x

留言板

尊敬的读者、作者、审稿人, 关于本刊的投稿、审稿、编辑和出版的任何问题, 您可以本页添加留言。我们将尽快给您答复。谢谢您的支持!

姓名
邮箱
手机号码
标题
留言内容
验证码

Small target detection in the background of sea clutter using fractal method

Xing Hong-Yan Gong Ping Xu Wei

Citation:

Small target detection in the background of sea clutter using fractal method

Xing Hong-Yan, Gong Ping, Xu Wei
PDF
Get Citation

(PLEASE TRANSLATE TO ENGLISH

BY GOOGLE TRANSLATE IF NEEDED.)

  • Because the detecting of the small target in the background of sea clutter is strongly dependent on sea condition, in this article we use fractional Brownian motion to model IPIX sea clutter and combine multifractal detrended fluctuation analysis (MF-DFA) to determine the fractal parameters for analyzing fractal and multifractal property of IPIX sea clutter. Based on the fact that Hurst parameter and fractal dimension can reflect the fractal property of data, a new parameter named fractal differential which has difference when the sea clutter with or without target is defined, thereby solving the problem of small target in sea clutter background. By comparing the multifractal parameters of two sea clutter, the experimental results show that H(q) is a special value which is bigger than zero when the sea clutter has a small target but smaller than zero when the sea clutter has no target if q is bigger than ten. Another method is proposed by using the difference of H(q). Two methods in this article can solve the problem of strong dependence of detecting the small target in different sea conditions on sea condition.
    • Funds: Project supported by the National Natural Science Foundation of China (Grant No. 61072133) and the Jiangsu Sensor Network and Modern Meteorological Equipment Preponderant Discipline Platform, China.
    [1]

    Duan G, Qian Y Y, Wang Z 2009 Sci. Technol. Inform. 35 863 (in Chinese) [段刚, 钱玉莹, 王哲 2009 科技信息 35 863]

    [2]

    Trunk G V, George S F 1970 IEEE Trans. Aero. Elec. Sys. 6 620

    [3]

    Fay F A, Clarke J, Peters R S 1977 Proceedings of the International Conference, London, England, October 25-28, 1977 p101

    [4]

    Nohara T J, Haykin S 1991 Proc. Inst. Elect. Eng. 138 80

    [5]

    Haykin S, Heung H 1990 Appl. Phys. Lett. 56 593

    [6]

    Haykin S, Li X B 1995 Proc. IEEE 83 195

    [7]

    Haykin S, Puthusserypady S 1997 Chaos 7 777

    [8]

    Chen Y, Luo P F 2005 Rader Sci. Technol. 5 271 (in Chinese) [陈瑛, 罗鹏飞 2005 雷达科学与技术 5 271]

    [9]

    Hennessey G, Leung H, Drosopoulos A, Yip P C 2001 IEEE J Ocean Eng. 26 358

    [10]

    Jiang B, Wang H Q, Fu Y W 2007 Prog. Nat. Sci. 17 415 (in Chinese) [姜斌, 王宏强, 付耀文 2007 自然科学进展 17 415]

    [11]

    Xing H Y, Xu W 2007 Atca Phys. Sin. 56 3771 (in Chinese) [行鸿彦, 徐伟 2007 56 3771]

    [12]

    Xing H Y, Jin T L 2010 Atca Phys. Sin. 59 140 (in Chinese) [行鸿彦, 金天力 2010 59 140]

    [13]

    Unsworth C P, Cowper M R, McLaughlin S, Mulgrew B 2002 IEE Pro.: Radar Son. Nav. 149 105

    [14]

    Haykin S, Bakker R, Currie B W 2002 Proc. IEEE 90 860

    [15]

    Yu Z G, Vo A, Gong Z M, Long S C 2002 Chin. Phys. 11 1313

    [16]

    Han J J, Fu W J 2010 Chin. Phys. B 19 010205

    [17]

    Yang X D, Ning X B, He A J, Dou S D 2008 Atca Phys. Sin. 57 1514 (in Chinese) [杨小冬, 宁新宝, 何爱军, 都思丹 2008 57 1514]

    [18]

    Zang B J, Shang P J 2007 Chin. Phys. 16 565

    [19]

    Lo T, Leung H, Litva J, Haykin S 1993 IEEE Proc. F 140 243

    [20]

    Hu J, Gao J B, Posner F L, Zheng Y, Tung W W 2006 Fractals 14 187

    [21]

    Hu J, Tung W W, Gao J B 2006 IEEE Trans. Antennas Propag. 54 136

    [22]

    Gao J B, Yao K 2002 Proceedings of the 2002 IEEE Radar Conference Long Beach, USA, April 25-25, 2002 p500

    [23]

    Shi Z G, Zhou J X, Fu Q 2006 J. Sys. Simu. 18 2289 (in Chinese) [石志广, 周剑雄, 付强 2006 系统仿真学报 18 2289]

    [24]

    Xu X K, Liu X M, Chen X N 2007 J. D. M. U. 33 45 (in Chinese) [许小可, 柳晓鸣, 陈晓楠 2007 大连海事大学学报 33 45]

    [25]

    Xu X K 2010 IEEE Trans. Antennas Propag. 58 1425

    [26]

    Guan J, Liu N B, Zhang J, Song J 2010 Signal Proc. 90 523

    [27]

    Jiang B, Wang H Q, Li X, Guo G R 2006 Acta Phys. Sin. 55 3985 (in Chinese) [姜斌, 王宏强, 黎湘, 郭桂荣 2006 55 3985]

    [28]

    Xu W, Tang S T, Zhou X C 2007 Radar Ecm. 2 27 (in Chinese) [徐伟, 唐霜天, 周希辰 2007 雷达与对抗 2 27]

    [29]

    Mandelbrot B B, Ness J W V 1968 SIAM Rev. 10 422

    [30]

    Gao J B, Cao Y H, Tung W W, Hu J 2007 Multiscale Analysis of Complex Time Series: Integration of Chaos and Random Fractal Theory, and Beyond (New York: John Wiley and Sons, Inc.) p79

    [31]

    Flandrin P 1992 IEEE Trans. Inform. Theory 38 910

    [32]

    Kantelhardt J W, Zschiegner S A, Koscielny B E 2002 Physica A 316 87

    [33]

    Zhou Y, Leung Y, Yu Z G 2011 Chin. Phys. B 20 090507

    [34]

    Yang P, Hou W, Feng G L 2008 Atca Phys. Sin. 57 5333 (in Chinese) [杨萍, 侯威, 封国林 2008 57 5333]

  • [1]

    Duan G, Qian Y Y, Wang Z 2009 Sci. Technol. Inform. 35 863 (in Chinese) [段刚, 钱玉莹, 王哲 2009 科技信息 35 863]

    [2]

    Trunk G V, George S F 1970 IEEE Trans. Aero. Elec. Sys. 6 620

    [3]

    Fay F A, Clarke J, Peters R S 1977 Proceedings of the International Conference, London, England, October 25-28, 1977 p101

    [4]

    Nohara T J, Haykin S 1991 Proc. Inst. Elect. Eng. 138 80

    [5]

    Haykin S, Heung H 1990 Appl. Phys. Lett. 56 593

    [6]

    Haykin S, Li X B 1995 Proc. IEEE 83 195

    [7]

    Haykin S, Puthusserypady S 1997 Chaos 7 777

    [8]

    Chen Y, Luo P F 2005 Rader Sci. Technol. 5 271 (in Chinese) [陈瑛, 罗鹏飞 2005 雷达科学与技术 5 271]

    [9]

    Hennessey G, Leung H, Drosopoulos A, Yip P C 2001 IEEE J Ocean Eng. 26 358

    [10]

    Jiang B, Wang H Q, Fu Y W 2007 Prog. Nat. Sci. 17 415 (in Chinese) [姜斌, 王宏强, 付耀文 2007 自然科学进展 17 415]

    [11]

    Xing H Y, Xu W 2007 Atca Phys. Sin. 56 3771 (in Chinese) [行鸿彦, 徐伟 2007 56 3771]

    [12]

    Xing H Y, Jin T L 2010 Atca Phys. Sin. 59 140 (in Chinese) [行鸿彦, 金天力 2010 59 140]

    [13]

    Unsworth C P, Cowper M R, McLaughlin S, Mulgrew B 2002 IEE Pro.: Radar Son. Nav. 149 105

    [14]

    Haykin S, Bakker R, Currie B W 2002 Proc. IEEE 90 860

    [15]

    Yu Z G, Vo A, Gong Z M, Long S C 2002 Chin. Phys. 11 1313

    [16]

    Han J J, Fu W J 2010 Chin. Phys. B 19 010205

    [17]

    Yang X D, Ning X B, He A J, Dou S D 2008 Atca Phys. Sin. 57 1514 (in Chinese) [杨小冬, 宁新宝, 何爱军, 都思丹 2008 57 1514]

    [18]

    Zang B J, Shang P J 2007 Chin. Phys. 16 565

    [19]

    Lo T, Leung H, Litva J, Haykin S 1993 IEEE Proc. F 140 243

    [20]

    Hu J, Gao J B, Posner F L, Zheng Y, Tung W W 2006 Fractals 14 187

    [21]

    Hu J, Tung W W, Gao J B 2006 IEEE Trans. Antennas Propag. 54 136

    [22]

    Gao J B, Yao K 2002 Proceedings of the 2002 IEEE Radar Conference Long Beach, USA, April 25-25, 2002 p500

    [23]

    Shi Z G, Zhou J X, Fu Q 2006 J. Sys. Simu. 18 2289 (in Chinese) [石志广, 周剑雄, 付强 2006 系统仿真学报 18 2289]

    [24]

    Xu X K, Liu X M, Chen X N 2007 J. D. M. U. 33 45 (in Chinese) [许小可, 柳晓鸣, 陈晓楠 2007 大连海事大学学报 33 45]

    [25]

    Xu X K 2010 IEEE Trans. Antennas Propag. 58 1425

    [26]

    Guan J, Liu N B, Zhang J, Song J 2010 Signal Proc. 90 523

    [27]

    Jiang B, Wang H Q, Li X, Guo G R 2006 Acta Phys. Sin. 55 3985 (in Chinese) [姜斌, 王宏强, 黎湘, 郭桂荣 2006 55 3985]

    [28]

    Xu W, Tang S T, Zhou X C 2007 Radar Ecm. 2 27 (in Chinese) [徐伟, 唐霜天, 周希辰 2007 雷达与对抗 2 27]

    [29]

    Mandelbrot B B, Ness J W V 1968 SIAM Rev. 10 422

    [30]

    Gao J B, Cao Y H, Tung W W, Hu J 2007 Multiscale Analysis of Complex Time Series: Integration of Chaos and Random Fractal Theory, and Beyond (New York: John Wiley and Sons, Inc.) p79

    [31]

    Flandrin P 1992 IEEE Trans. Inform. Theory 38 910

    [32]

    Kantelhardt J W, Zschiegner S A, Koscielny B E 2002 Physica A 316 87

    [33]

    Zhou Y, Leung Y, Yu Z G 2011 Chin. Phys. B 20 090507

    [34]

    Yang P, Hou W, Feng G L 2008 Atca Phys. Sin. 57 5333 (in Chinese) [杨萍, 侯威, 封国林 2008 57 5333]

  • [1] Zhao Da-Shuai, Sun Zhi, Sun Xing, Sun Huai-De, Han Bai. Micro gap air discharge based on fractal theory. Acta Physica Sinica, 2021, 70(20): 205207. doi: 10.7498/aps.70.20210362
    [2] Zhou Jie, Yang Shuang-Bo. Multifractal behaviors of the wave function for the periodically kicked free top. Acta Physica Sinica, 2015, 64(20): 200505. doi: 10.7498/aps.64.200505
    [3] Xing Hong-Yan, Zhang Qiang, Xu Wei. Fractal property of sea clutter FRFT spectrum for small target detection. Acta Physica Sinica, 2015, 64(11): 110502. doi: 10.7498/aps.64.110502
    [4] Xing Hong-Yan, Zhu Qing-Qing, Xu Wei. A method of weak target detection based on the sea clutter. Acta Physica Sinica, 2014, 63(10): 100505. doi: 10.7498/aps.63.100505
    [5] Xiong Jie, Chen Shao-Kuan, Wei Wei, Liu Shuang, Guan Wei. Multi-fractal detrended fluctuation analysis algorithm based identification method of scale-less range for multi-fractal charateristics of traffic flow. Acta Physica Sinica, 2014, 63(20): 200504. doi: 10.7498/aps.63.200504
    [6] Xiong Gang, Zhang Shu-Ning, Zhao Hui-Chang. Time-varying singularity spectrum distribution of sea clutter based on wavelet leaders. Acta Physica Sinica, 2014, 63(15): 150503. doi: 10.7498/aps.63.150503
    [7] Xing HongYan, Qi ZhengDong, Xu Wei. Weak signal estimation in chaotic clutter using selective support vector machine ensemble. Acta Physica Sinica, 2012, 61(24): 240504. doi: 10.7498/aps.61.240504
    [8] Liu Ning-Bo, Guan Jian, Huang Yong, Wang Guo-Qing, He You. Piecewise fractional Brownian motion for modeling sea clutter. Acta Physica Sinica, 2012, 61(19): 190503. doi: 10.7498/aps.61.190503
    [9] Yang Juan, Bian Bao-Min, Peng Gang, Li Zhen-Hua. The fractal character of two-parameter pulse model for random signal. Acta Physica Sinica, 2011, 60(1): 010508. doi: 10.7498/aps.60.010508
    [10] He Jing-Bo, Liu Zhong, Hu Sheng-Liang. Detection of weak signal based on the sea clutter scattering. Acta Physica Sinica, 2011, 60(11): 110208. doi: 10.7498/aps.60.110208
    [11] Liu Yao-Min, Liu Zhong-Liang, Huang Ling-Yan. Simulation of frost formation process on cold plate based on fractal theory combined with phase change dynamics. Acta Physica Sinica, 2010, 59(11): 7991-7997. doi: 10.7498/aps.59.7991
    [12] Zhang Li, Liu Shu-Tang. Control of thermal diffusion fractal growth of thin plate under environmental disturbance. Acta Physica Sinica, 2010, 59(11): 7708-7712. doi: 10.7498/aps.59.7708
    [13] Xing Hong-Yan, Jin Tian-Li. Weak signal estimation in chaotic clutter using wavelet analysis and symmetric LS-SVM regression. Acta Physica Sinica, 2010, 59(1): 140-146. doi: 10.7498/aps.59.140
    [14] Jiang Ze-Hui, Zhao Hai-Fa, Zheng Rui-Hua. Fractal characterization for subharmonic motion of completely inelastic bouncing ball. Acta Physica Sinica, 2009, 58(11): 7579-7583. doi: 10.7498/aps.58.7579
    [15] Zhang Cheng-Bin, Chen Yong-Ping, Shi Ming-Heng, Fu Pan-Pan, Wu Jia-Feng. Fractal characteristics of surface roughness and its effect on laminar flow in microchannels. Acta Physica Sinica, 2009, 58(10): 7050-7056. doi: 10.7498/aps.58.7050
    [16] Luo Shi-Hua, Zeng Jiu-Sun. Multi-fractal identification of the fluctuation of silicon content in blast furnace hot metal based on multi-resolution analysis. Acta Physica Sinica, 2009, 58(1): 150-157. doi: 10.7498/aps.58.150
    [17] Meng Tian-Hua, Zhao Guo-Zhong, Zhang Cun-Lin. Study of enhanced transmission of terahertz radiation through subwavelength fractals structures. Acta Physica Sinica, 2008, 57(6): 3846-3852. doi: 10.7498/aps.57.3846
    [18] Li Tong, Shang Peng-Jian. A multifractal approach to palmprint recognition. Acta Physica Sinica, 2007, 56(8): 4393-4400. doi: 10.7498/aps.56.4393
    [19] Shu Xue-Ming, Fang Jun, Shen Shi-Fei, Liu Yong-Jin, Yuan Hong-Yong, Fan Wei-Cheng. Study on fractal coagulation characteristics of fire smoke particles. Acta Physica Sinica, 2006, 55(9): 4466-4471. doi: 10.7498/aps.55.4466
    [20] Gou Xue-Qiang, Zhang Yi-Jun, Dong Wan-Sheng. Wavelet-based multifractal analysis of ground electric field before occurrence of strong discharge in thunderstorm. Acta Physica Sinica, 2006, 55(2): 957-961. doi: 10.7498/aps.55.957
Metrics
  • Abstract views:  8226
  • PDF Downloads:  770
  • Cited By: 0
Publishing process
  • Received Date:  25 October 2011
  • Accepted Date:  10 February 2012
  • Published Online:  05 August 2012

/

返回文章
返回
Baidu
map