Adaptive Translational Motion Compensation Method for ISAR Imaging Under Low SNR Based on Particle Swarm Optimization

被引:86
|
作者
Liu, Lei [1 ]
Zhou, Feng [1 ]
Tao, Mingliang [1 ]
Sun, Pange [1 ]
Zhang, Zijing [1 ]
机构
[1] Xidian Univ, Natl Lab Radar Signal Proc, Xian 710071, Peoples R China
基金
中国国家自然科学基金;
关键词
Inverse synthetic aperture radar (ISAR) imaging; particle swarm optimization (PSO); polynomial; translational motion compensation; GLOBAL RANGE ALIGNMENT; TARGETS; ENTROPY; AUTOFOCUS; TRANSFORM; IMAGES;
D O I
10.1109/JSTARS.2015.2491307
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:5146 / 5157
页数:12
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