Title :
Finite word length optimization for spaceborne SAR imaging systems
Author :
Yizhuang Xie ; Chen Yang ; Xiaopeng Yang ; Yi Deng
Author_Institution :
Sch. of Inf. & Electron., Beijing Inst. of Technol., Beijing, China
Abstract :
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).
Keywords :
field programmable gate arrays; image resolution; radar imaging; radar resolution; spaceborne radar; synthetic aperture radar; CS algorithms; FPGAs; ISLR; PSLR; RD algorithm; RMSD; asymptotically optimal expression; chirp scaling algorithms; field programmable gate arrays; finite word length computing errors; finite word length optimization; fixed-point error reduction; fixed-point processing; floating-point arithmetic; high-resolution radar images; image quality; integrated side lobe ratio; mathematical error model; peak side lobe ratio; range Doppler algorithms; relative mean square deviation; spaceborne SAR imaging processing systems; synthetic aperture radar; system level output noise-to-signal ratio; two-dimensional radar images; Algorithm design and analysis; Attenuation; Azimuth; Computational modeling; Field programmable gate arrays; Imaging; Radar polarimetry; FPGA; Finite Word Length Optimization; Fixed-point Analysis; Synthetic Aperture Radar (SAR) Imaging;
Conference_Titel :
Radar Conference (RadarCon), 2015 IEEE
Conference_Location :
Arlington, VA
Print_ISBN :
978-1-4799-8231-8
DOI :
10.1109/RADAR.2015.7131114