Infrared and Laser Engineering, Volume. 51, Issue 8, 20210581(2022)

Application of firework algorithm into parameter estimation of attributed scattering centers in SAR images

Zhihong Zhou1,2, Xiuzhen Chen1,2、*, Jin Ma1,2, and Zhengmin Xia1,2
Author Affiliations
  • 1Institute of Network Security Technology, Shanghai Jiao Tong University, Shanghai 200240, China
  • 2Shanghai Key Laboratory of Integrated Administration Technologies for Information Security, Shanghai 200240, China
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    Figures & Tables(6)
    Optical and SAR images of MSTAR targets
    Illustration of locations of estimated scattering centers
    Reconstructed target and residuals based on the estimated scattering centers
    • Table 1. Parameter estimation results of attributed scattering centers in a MSTAR SAR image

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      Table 1. Parameter estimation results of attributed scattering centers in a MSTAR SAR image

      No.$ \left| A \right| $${x_p}/{\text{m} }$${y_p}/{\text{m} }$${L_p}/{\text{m} }$$ \alpha $$ {\gamma _p} $$ {\phi _p} $
      1513.62−1.977.530.000.000.000.00
      2483.50−8.0812.282.570.000.000.17
      3216.393.183.750.000.001.820.00
      4131.0610.60−1.870.000.003.700.00
      5164.36−5.686.080.000.000.000.00
      6138.23−14.853.400.000.00−0.180.00
      7133.726.991.630.001.000.000.00
      8523.03−4.672.715.941.000.000.29
      9120.12−13.067.070.000.000.000.00
      10148.236.69−5.802.500.000.00−0.02
      1195.01−10.325.000.000.000.000.00
      1288.151.261.890.001.00−0.190.00
      1386.960.997.270.001.00−0.190.00
      1483.63−2.9410.300.001.000.000.00
      1580.11−8.166.750.000.00−0.190.00
    • Table 2. Training and test samples of the ten targets

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      Table 2. Training and test samples of the ten targets

      ClassBMP2BTR70T72T62BDRM2BTR60ZSU23/4D7ZIL1312S1
      Training (17°)232233231299298256299299299299
      Testing (15°)195196196273274195274274274274
    • Table 3. Average recognition rates of the scattering center matching method using different parameter estimation algorithms

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      Table 3. Average recognition rates of the scattering center matching method using different parameter estimation algorithms

      Parameter estimation algorithmAverage recognition rate
      Simulated annealing98.16
      Dynamic particle swarm optimization98.56
      Sparse representation98.74
      Proposed99.02
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    Zhihong Zhou, Xiuzhen Chen, Jin Ma, Zhengmin Xia. Application of firework algorithm into parameter estimation of attributed scattering centers in SAR images[J]. Infrared and Laser Engineering, 2022, 51(8): 20210581

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    Paper Information

    Category: Image processing

    Received: Dec. 2, 2021

    Accepted: --

    Published Online: Jan. 9, 2023

    The Author Email:

    DOI:10.3788/IRLA20210581

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