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Parallel Spectrum Reconstruction in Fourier Transform Imaging Spectroscopy Based on the Embedded System

机译:基于嵌入式系统的傅立叶变换成像光谱的并行频谱重建

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In this paper, we design a parallel-processing pipeline for spectrum reconstruction in Fourier transform imaging spectroscopy (FTIS), which works well with the embedded system, NVIDIA Jetson TX2. This embedded system has great performance in parallel computing and can be developed easily by programmers using CUDA C in a single development board. This is very important for data processing on satellite and mobile devices. On the other hand, because of the huge amount of interference data acquired by the Fourier transform spectrometer, traditional interference data processing mechanism is not efficient and time-saving. These data should be processed in a fast way for real time, especially on satellite, to save memory and bandwidth. We take advantage of parallel computing to enable higher efficiency and reduced operation time. Furthermore, traditional serial algorithms for processing interferograms on the ARMs are introduced for comparison. The experimental results show that our parallel spectrum reconstruction pipeline has much higher performance than the serial one, and for huge data, our parallel mechanism also achieves great result in high performance.
机译:在本文中,我们设计了一个平行处理流水线,用于傅里叶变换成像光谱(FTI)中的频谱重建,其与嵌入式系统相当,NVIDIA Jetson TX2。该嵌入式系统在并行计算方面具有很大的性能,可以通过编程器使用CUDA C在一个开发板中轻松开发。这对于卫星和移动设备上的数据处理非常重要。另一方面,由于傅里叶变换光谱仪获取的大量干扰数据,传统的干扰数据处理机制是不高效且节省的。这些数据应以快速的方式处理实时,尤其是在卫星上,以节省内存和带宽。我们利用并行计算来实现更高的效率和减少操作时间。此外,引入了用于处理臂上的处理干涉图的传统串行算法进行比较。实验结果表明,我们的并联谱重建管道的性能远远高于串行,而对于巨大的数据,我们的并联机制也实现了高性能的大量结果。

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