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Influence of the System MTF on the On-Board Lossless Compression of Hyperspectral Raw Data

机译:系统MTF对高光谱原料数据车载无损压缩的影响

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摘要

A noticeable topic to be pursued in the field of on-board real-time data processing is the influence of the modulation transfer function (MTF) of the image acquisition system on the lossless compressibility of raw (that is, uncalibrated) hyperspectral data. Actually, notwithstanding the system device is constrained by several design and manufacturing requirements, the impact of the on-board MTF on the performance of data compressors is becoming remarkable. In particular, the aim of reducing both transmission bandwidth/power and mass storage can be efficiently pursued. Such an analysis is expected to be useful especially for systems employed in mini-satellites, whose payload must be compact and light. From this perspective, this paper investigates the performance of a typical imaging system that acquires low/medium-spatial-resolution images, by considering high-resolution reference data, which simulate the real scene to be imaged. To this end, standard Consultative Committee for Space Data Systems (CCSDS) Aviris 2006 data have been chosen, due to their spatial resolution of 17 m, which is adequate to be a reference for simulated data whose spatial resolution is foreseen between 50 and 150 m. MTF requirements are usually provided based on the cut-off value of the amplitude at the Nyquist frequency, which is defined as a half of the sampling frequency. Typically, a cut-off value between 0.2 and 0.3 ensures that a sufficient amount of information is delivered from the scene to the acquired image, by avoiding at the same time the degradation due to an excessive aliasing distortion. All the scores are achieved by running the standard lossless compression scheme CCSDS 1.2.3.0-B-1 for multispectral/hyperspectral data, as a function of the cut-off value and different noise acquisition levels. The final results, and related plots, show that this analysis can suggest a suitable choice for the cut-off value, to ensure both a sufficient quality and low bit rates for the transmitted data to the ground station.
机译:在板上实时数据处理领域中要追求的明显主题是图像采集系统的调制传递函数(MTF)对RAW(即未校准)高光谱数据的无损压缩性的影响。实际上,尽管系统设备受到多种设计和制造要求的限制,但车载MTF对数据压缩机性能的影响变得显着。特别地,可以有效地追踪减少传输带宽/功率和大容量存储的目的。这种分析预计将特别适用于迷你卫星中使用的系统,其有效载荷必须紧凑且亮起。从这种角度来看,本文通过考虑高分辨率参考数据来研究获取低/中间空间分辨率图像的典型成像系统的性能,该高分辨率参考数据模拟要成像的真实场景。为此,由于它们的空间分辨率为17米,已经选择了空间数据系统(CCSDS)Aviris 2006数据的标准协商委员会,这足以成为模拟数据的参考,其空间分辨率在50到150米之间预见到的空间分辨率。通常基于奈奎斯特频率处的幅度的截止值来提供MTF要求,该振幅被定义为采样频率的一半。通常,在0.2和0.3之间的截止值确保通过避免由于过度锯齿失真引起的劣化来从场景向所获取的图像传送足够量的信息。通过运行用于多光谱/高光谱数据的标准无损压缩方案CCSDS 1.2.3.0-B-1来实现所有分数。作为截止值和不同噪声采集水平的函数。最终结果和相关图,表明该分析可以提示截止值的合适选择,以确保传输数据到地面站的足够的质量和低比特率。

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