Finite word length optimization for spaceborne SAR imaging systems

Yizhuang Xie, Chen Yang, Xiaopeng Yang, Yi Deng

科研成果: 书/报告/会议事项章节会议稿件同行评审

9 引用 (Scopus)

摘要

Synthetic Aperture Radar (SAR) system provides two-dimensional (range and azimuth), high-resolution radar images for various geological prospecting applications. Due to its high computational demands, most of the SAR imaging systems, either airborne or spaceborne, can only do offline processing, especially for spaceborne scenarios. Techniques based on Field Programmable Gate Arrays (FPGAs) provide a potential solution that satisfies all the computing constraints. However, to implement an entire SAR imaging processing system using floating-point arithmetic on FPGA is inefficient. One of the most challenging problem when using fixed-point processing is how to optimize the word length and reduce the impact of fixed-point errors on resolution. In this paper, we theoretically analyze the finite word length computing errors for SAR imaging system, and propose a mathematical error model. Then, an asymptotically optimal expression of the system level output noise-to-signal ratio is derived. Based on the expression, we apply the proposed methodology to various SAR imaging algorithms such as Range Doppler (RD) and Chirp Scaling (CS) algorithms. To validate the proposed method, we implement a SAR imaging system on an FPGA based platform. The run-time results show that the proposed method can achieve a usable image quality assessed by metrics such as Integrated Side Lobe Ratio (ISLR), Peak Side Lobe Ratio (PSLR) and Relative Mean Square Deviation (RMSD).

源语言英语
主期刊名2015 IEEE International Radar Conference, RadarCon 2015
出版商Institute of Electrical and Electronics Engineers Inc.
852-857
页数6
版本June
ISBN(电子版)9781479982325
DOI
出版状态已出版 - 22 6月 2015
活动2015 IEEE International Radar Conference, RadarCon 2015 - Arlington, 美国
期限: 10 5月 201515 5月 2015

出版系列

姓名IEEE National Radar Conference - Proceedings
编号June
2015-June
ISSN(印刷版)1097-5659

会议

会议2015 IEEE International Radar Conference, RadarCon 2015
国家/地区美国
Arlington
时期10/05/1515/05/15

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