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Reconfigurable processing for satellite on-board automatic cloud cover assessment

机译:可重构处理,用于卫星机载自动云覆盖评估

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Clouds have a critical role in many studies such as weather- and climate-related investigations. However, they represent a source of errors in many applications, and the presence of cloud contamination can hinder the use of satellite data. In addition, sending cloudy data to ground stations can result in an inefficient utilization of the communication bandwidth. This requires satellite on-board cloud detection capability to mask out cloudy pixels from further processing. Remote sensing satellite missions have always required smaller size, lower cost, more flexibility, and higher computational power. Reconfigurable Computers (RCs) combine the flexibility of traditional microprocessors with the power of Field Programmable Gate Arrays (FPGAs). Therefore, RCs are a promising candidate for on-board preprocessing. This paper presents the design and implementation of an RC-based real-time cloud detection system. We investigate the potential of using RCs for on-board preprocessing by prototyping the Landsat 7 ETM+ ACCA algorithm on one of the state-of-rnthe-art reconfigurable platforms, SRC-6. It will be shown that our work provides higher detection accuracy and over one order of magnitude improvement in performance when compared to previously reported investigations.
机译:在许多研究中,例如与天气和气候有关的调查中,云起着至关重要的作用。但是,它们代表了许多应用程序中的错误来源,并且云污染的存在会阻碍卫星数据的使用。另外,向地面站发送多云数据可能会导致通信带宽利用率低下。这需要卫星机载云检测功能来掩盖浑浊像素,以免进一步处理。遥感卫星任务始终要求体积更小,成本更低,灵活性更高以及计算能力更高。可重配置计算机(RC)将传统微处理器的灵活性与现场可编程门阵列(FPGA)的功能结合在一起。因此,RC是车载预处理的有前途的候选者。本文介绍了基于RC的实时云检测系统的设计和实现。我们通过在最先进的可重新配置平台之一SRC-6上对Landsat 7 ETM + ACCA算法进行原型设计,来研究使用RC进行车载预处理的潜力。结果表明,与以前报道的研究相比,我们的工作提供了更高的检测精度,并且性能提高了一个数量级。

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