Title :
An efficient hierarchical data placement algorithm for massive spatial data storage systems
Author :
Xi Fubiao ; Cheng Chengqi ; Chen Dong ; Dong Fang
Author_Institution :
Inst. of Remote Sensing, Peking Univ., Beijing, China
Abstract :
This paper presents a novel hierarchy data placement algorithm based on data geographic scope to distribute several petabytes of spatial data among tens or hundreds of thousands of devices. Specially, it uses Max-Min algorithm to classify the devices into some classes for different devices configuration. Then we propose a hashing algorithm based on SIEVE [1] and Linear Hashing [2] to assign data between classes and within a class with the geographic scope of data.
Keywords :
database management systems; geographic information systems; spatial data structures; Linear Hashing; Max-Min algorithm; SIEVE; data geographic scope; hashing algorithm; hierarchical data placement algorithm; massive spatial data storage systems; Algorithm design and analysis; Classification algorithms; Clustering algorithms; Data storage systems; Distributed databases; Performance evaluation; Spatial databases; data placement; massive spatial data; storage systems;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2013 IEEE International
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-4799-1114-1
DOI :
10.1109/IGARSS.2013.6721231