Title :
Prototyping automatic cloud cover assessment (ACCA) algorithm for remote sensing on-board processing on a reconfigurable computer
Author :
El-Araby, Esam ; Taher, Mohamed ; El-Ghazawi, Tarek ; Le Moigne, Jacqueline
Author_Institution :
George Washington Univ., Washington, DC
Abstract :
Clouds have a critical role in many studies, e.g. weather- and climate-related studies. However, they represent a source of errors in many applications, and the presence of cloud contamination can hinder the use of satellite data. This requires a cloud detection process to mask out cloudy pixels from further processing. The trend for remote sensing satellite missions has always been towards 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-the art reconfigurable platforms, SRC-6E. Although a reasonable amount of investigations of the ACCA cloud detection algorithm using FPGAs has been reported in the literature, very few details/results were provided and/or limited contributions were accomplished. Our work has been proven to provide higher performance and higher detection accuracy
Keywords :
atmospheric techniques; clouds; field programmable gate arrays; geophysics computing; logic design; microprocessor chips; real-time systems; reconfigurable architectures; remote sensing; Landsat 7 ETM+ ACCA algorithm; SRC-6E; automatic cloud cover assessment algorithm; cloud contamination; cloud detection process; field programmable gate arrays; on-board preprocessing; real-time cloud detection system; reconfigurable computer; remote sensing satellite missions; satellite data usage; Application software; Cloud computing; Computer errors; Contamination; Costs; Field programmable gate arrays; Microprocessors; Prototypes; Remote sensing; Satellites;
Conference_Titel :
Field-Programmable Technology, 2005. Proceedings. 2005 IEEE International Conference on
Conference_Location :
Singapore
Print_ISBN :
0-7803-9407-0
DOI :
10.1109/FPT.2005.1568548