Title :
Adaptive Translational Motion Compensation Method for ISAR Imaging Under Low SNR Based on Particle Swarm Optimization
Author :
Lei Liu ; Feng Zhou ; Mingliang Tao ; Pange Sun ; Zijing Zhang
Author_Institution :
Nat. Lab. of Radar Signal Process., Xidian Univ., Xi´an, China
Abstract :
Under low signal-to-noise ratio (SNR), the performance of conventional envelop-based range alignment methods for inverse synthetic aperture radar (ISAR) imaging degrades, resulting in the following phase adjustment or autofocus inapplicable. In this paper, a novel method for the translational motion compensation of ISAR imaging under low SNR is proposed. Translational motion is first modeled as a polynomial, and image quality evaluation metric (IQEM) such as image entropy, contrast, or peak value is utilized as the objective function to estimate the polynomial coefficient vector based on the particle swarm optimization (PSO). A PSO-based iteration process is presented to determine the polynomial order adaptively. Meanwhile, the computation burden of the proposed method is analyzed. In addition, a coarse estimation method of the polynomial coefficient vector is also discussed. Extensive experimental results verify the effectiveness and robustness of the proposed method.
Keywords :
estimation theory; geophysical image processing; geophysical techniques; iterative methods; particle swarm optimisation; polynomials; radar imaging; remote sensing by radar; synthetic aperture radar; ISAR imaging; PSO-based iteration process; SNR; adaptive translational motion compensation method; coefficient vector; envelop-based range alignment method; estimation method; image contrast; image entropy; image quality evaluation metric; inverse synthetic aperture radar imaging; particle swarm optimization; polynomial coefficient vector; signal-to-noise ratio; translational motion compensation; Inverse synthetic aperture radar; Motion compensation; Particle swarm optimization; Polynomials; Radar imaging; Signal to noise ratio; Inverse synthetic aperture radar (ISAR) imaging; Inverse synthetic aperture radar (ISAR)??imaging; particle swarm optimization (PSO); polynomial; translational motion compensation;
Journal_Title :
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
DOI :
10.1109/JSTARS.2015.2491307