Parameter Jointly Estimation Algorithm in Bistatic MIMO Radar under Impulsive Noise Environment Based on Maximum Correntropy Criterion
LI Li① QIU Tianshuang②
①(Information Engineering College, Dalian University, Dalian 116622, China) ②(Faculty of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian 116024, China)
By employing the Maximum Correntropy Criterion (MCC) based cost function in PARAllel FACtor (PARAFAC), the MCC-PARAFAC algorithm is deduced, which can be utilized for the parallel factor under impulsive noise environments. The MCC-PARAFAC algorithm is applied to parameter estimation in bistatic MIMO radar under impulsive noise environment. The proposed method can suppress the impulse noise interference and has better estimation performance. Furthermore, the estimated parameters are automatically paired without the additional pairing method. Simulation results verify the effectiveness of the proposed method.
李丽,邱天爽. 冲激噪声环境下基于最大相关熵准则的双基地 MIMO雷达目标参数联合估计算法[J]. 电子与信息学报, 2016, 38(12): 3189-3196.
LI Li, QIU Tianshuang. Parameter Jointly Estimation Algorithm in Bistatic MIMO Radar under Impulsive Noise Environment Based on Maximum Correntropy Criterion. JEIT, 2016, 38(12): 3189-3196.
FISHLER E, HAIMOVICH A, BLUM R, et al. MIMO radar: an idea whose time has come in[C]. Proceedings of the IEEE Radar Conference, Newark, NJ, USA, 2004: 71-78. doi: 10. 1109/NRC.2004.1316398.
ZHENG Zhidong, YUAN Honggang, and ZHANG Jianyun. Multitarget localization based on sparse representation for bistatic MIMO radar in the presence of impulsive noise[J]. Journal of Electronics & Information Technology, 2014, 36(12): 3001-3007. doi: 10.3724/SP.J.1146.2013.01861.
XIE Rong and LIU Zheng. Multi-target localization based on polynomial rooting for bistatic MIMO radar[J]. Journal of Electronics & Information Technology, 2010, 32(9): 2197-2220. doi: 10.3724/SP.J.1146.2009.00151.
[4]
BENCHEIKH M L and WANG Y. Joint DOD-DOA estimation using combined ESPRIT-MUSIC approach in MIMO radar[J]. Electronics Letters, 2010, 46(15): 1081-1083. doi: 10.1049/el.2010.1195.
[5]
YAN H, LI J, and LIAO G. Multitarget identification and localization using bistatic MIMO radar systems[J]. EURASIP Journal on Advances in Signal Processing, 2008, 8(2): 1-8. doi: 10.1155/2008/283483.
ZHANG Jianyun, ZHENG Zhidong, and LI Xiaobo. An algorithm for DOD-DOA and doppler frequency jointly estimating of bistatic MIMO radar[J]. Journal of Electronics & Information Technology, 2010, 32(8): 1843-1848. doi: 10.3724/SP.J.1146.2009.01133.
[7]
CHEN D F, CHEN B X, and QIN G D. Angle estimation using ESPRIT in MIMO radar[J]. Electronics Letters, 2008, 44(12): 770-771. doi: 10.1049/el:20080276.
[8]
CHEN Yunfei and CHEN Jiming. Novel alpha PDF approximations and their applications in wireless signal detection[J]. IEEE Transactions on Wireless Communications, 2015, 14(2): 1080-1091. doi: 10.1109/TWC. 2014.2364181.
SONG Aimin, QIU Tianshuang, and TONG Zhijian. Correntropy of the symmetric stable distribution and its application to the time delay estimation[J]. Journal of Electronics & Information Technology, 2011, 33(2): 494-498. doi: 10.3724/SP.J.1146.2010.00309.
ZHANG Jinfeng, QIU Tianshuang, and LI Sen. A robust PAST algorithm based on maximum correntropy criterion for impulsive noise environments[J]. Acta Electronica Sinica, 2015, 43(3): 483-488. doi: 10.3969/j.issn.0372-2112.2015.03. 010.
[11]
SANTAMAR?A I, POKHAREL P P, and PRINCIPE J C. Generalized correlation function: definition, properties, and application to blind equalization[J]. IEEE Transactions on Signal Processing, 2006, 54(6): 2187-2197. doi: 10.1109/TSP. 2006.872524.
[12]
LIU W, POKHAREL P P, and PR?NCIPE J C. Correntropy: properties and applications in non-Gaussian signal processing [J]. IEEE Transactions on Signal Processing, 2007, 55(11): 5286-5298. doi: 10.1109/TSP.2007.896065.
[13]
KOMATY A, BOUDRAA A O, NOLAN J P, et al. On the behavior of EMD and MEMD in presence of symmetric alpha-stable noise[J]. IEEE Signal Processing Letters, 2015, 22(7): 818-822. doi: 10.1109/LSP.2014.2371132.
[14]
NIKIAS C L, SHAO M, et al. Signal Processing with Alpha Stable Distributions and Applications[M]. New York: John Wiley & Sons Inc, 1995: 13-30.
[15]
SIDROPOULOS N D and GIANNAKIS G B. Parallel factor analysis in sensor array processing[J]. IEEE Transactions on Signal Processing, 2000, 48(8): 2377-2388. doi: 10.1109/78. 852018.
[16]
CAO R Z, ZHANG X F, and CHEN W Y. Compressed sensing parallel factor analysis-based joint angle and Doppler frequency estimation for monostatic multiple-input-multiple- output radar[J]. IET Radar, Sonar & Navigation, 2014, 8(6): 597-606. doi: 10.1049/iet-rsn.2013.0242.
[17]
DU J H, YUAN C W, and ZHANG J B. Semi-blind parallel factor based receiver for joint symbol and channel estimation in amplify-and-forward multiple-input multiple-output relay systems[J]. IET Communications, 2015, 9(6): 737-744. doi: 10.1049/iet-com.2014.0553.
