Altimetric Parameter Estimation in Long Coherent Processing by Airborne Delay/Doppler Altimetry Based on Bayesian Learning

被引:0
作者
Fang, Cheng [1 ]
Sun, Ming [1 ]
Huang, Bo [2 ]
Guan, Fangheng [1 ]
Zhou, Honghao [1 ]
Liao, Xianhua [1 ]
Yang, Lei [1 ]
机构
[1] Civil Aviat Univ China, Tianjin Key Lab Adv Signal Proc, Tianjin 300300, Peoples R China
[2] China Acad Engn Phys, Inst Elect Engn, Mianyang 621900, Peoples R China
基金
中国国家自然科学基金;
关键词
Delays; Electronics packaging; Doppler effect; Altimetry; Signal processing algorithms; Bayes methods; Synthetic aperture radar; Coherent processing interval (CPI); hierarchical Bayesian learning; phase gradient autofocusing (PGA); synthetic aperture radar altimeter (SARAL); SAR; AUTOFOCUS; SURFACE;
D O I
10.1109/JSTARS.2023.3311913
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
The along-track resolution of conventional airborne synthetic aperture radar altimetry (SARAL), where the coherent processing interval (CPI) is the burst length, is not a full resolution due to beam limited. For a fully focused radar altimeter image, a novel airborne SARAL processing algorithm based on a long CPI is proposed in this article. The long CPI is capable of achieving higher azimuthal resolution than that in the conventional altimeter with limited number of pulses. To conquer the problem of atmosphere turbulence and in accordance of motion deviation of the airborne platform, a subaperture phase gradient autofocusing framework is introduced to alleviate nonsystematic phase errors (NsPE). In this framework, NsPE is estimated and compensated in along-track so that a fully focused delayed Doppler map (DDM) can be guaranteed. Finally, the height parameter estimation is performed to the 1-D altimeter echoes after multilooking processing of DDM to improve the estimation accuracy. Given that the conventional retracking algorithm is sensitive to noise, which may degrade the estimation accuracy, a flexible Bayesian method is designed in a hierarchical manner for the SARAL retracking. The SARAL raw data are utilized in the experiment. The results of image entropy and RMSE demonstrate the effectiveness and superiority of the proposed algorithm both qualitatively and quantitatively.
引用
收藏
页码:8135 / 8148
页数:14
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