SAT-Hadoop-Processor: A Distributed Remote Sensing Big Data Processing Software for Earth Observation Applications

被引:10
|
作者
Boudriki Semlali, Badr-Eddine [1 ,2 ]
Freitag, Felix [3 ]
机构
[1] Abdelmalek Essaadi Univ UAE, LIST Lab, FSTT, Old Way Airport,Km 10, Ziaten 416, Tangier, Morocco
[2] Dept Signal Theory & Commun TSC, CommSensLab UPC, UPC Campus Nord, Barcelona 08034, Spain
[3] Dept Comp Architecture DAC, Distributed Syst Grp, UPC Campus Nord, Barcelona 08034, Spain
来源
APPLIED SCIENCES-BASEL | 2021年 / 11卷 / 22期
关键词
remote sensing big data; data pre-processing; parallel programming; cloud computing; STORAGE;
D O I
10.3390/app112210610
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Nowadays, several environmental applications take advantage of remote sensing techniques. A considerable volume of this remote sensing data occurs in near real-time. Such data are diverse and are provided with high velocity and variety, their pre-processing requires large computing capacities, and a fast execution time is critical. This paper proposes a new distributed software for remote sensing data pre-processing and ingestion using cloud computing technology, specifically OpenStack. The developed software discarded 86% of the unneeded daily files and removed around 20% of the erroneous and inaccurate datasets. The parallel processing optimized the total execution time by 90%. Finally, the software efficiently processed and integrated data into the Hadoop storage system, notably the HDFS, HBase, and Hive.
引用
收藏
页数:23
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