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Accelerated Algorithm for Back-Projection Fully Focused SAR Altimetry
DOI:10.1109/TGRS.2025.3556544.png)
摘要
En 中文
Fully focused (FF) synthetic aperture radar (SAR) back-projection algorithms for radar altimetry have gained attention in the altimetry community due to their improved azimuth resolution compared to traditional methods, such as the delay/Doppler algorithm. However, the significant computational cost of back-projection has limited its use in operational applications. This article presents an accelerated back-projection algorithm that reduces the runtime of the classic back-projection by a factor of 28 on a CPU-based architecture. When implemented on a GPU-based architecture, the accelerated back-projection achieves a speedup ranging from 8 to 13 times compared to the classic back-projection on the same GPU. In comparison to the classic back-projection running on a CPU, the combination of the accelerated back-projection and GPU processing results in an overall improvement of up to 1570 times. The accelerated algorithm maintains the accuracy of classic time-domain algorithms and allows for the processing of data in the order of the sensing time under a GPU-based architecture. The algorithm has been extensively validated using transponder and open ocean data. These results indicate that operational back-projection algorithms are feasible for current radar altimetry missions, such as Sentinel-6, and upcoming missions like CRISTAL and Sentinel-3 Next Generation.
Keyword:
Azimuth
Synthetic aperture radar
Focusing
Approximation algorithms
Altimetry
Surface waves
Transponders
Sea surface
Spaceborne radar
Lighting
Accelerated algorithm
accelerated back-projection
back-projection
delay/Doppler
fully focused (FF)
fully focused synthetic aperture radar (FF-SAR)
GPU acceleration
high-resolution radar altimetry
omega-K
open ocean
radar altimetry
real time altimetry
synthetic aperture radar (SAR)
transponder
期刊
IF:
8.6
论文数:
2.1W
被引数:
10.7W
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