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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Yunqin Zhong Jizhong Han Jinyun Fang |
| Copyright Year | 2013 |
| Description | Author affiliation: Inst. of Inf. Eng., Beijing, China (Jizhong Han) || Inst. of Comput. Technol., Beijing, China (Yunqin Zhong; Jinyun Fang) |
| Abstract | With the rapid growth of users and data volume, the state-of-the-art remotely sensed databases have been posed on grand challenges by the online geospatial applications. They cannot provide low-latency retrieval of big remotely sensed data and fail to adapt for various access patterns from concurrent users. We propose an adaptive hierarchical caching scheme called RSCache for remotely sensed database to overcome the deficiencies. The big data are split into large amounts of small tiles and stored as key-value objects in NoSQL database with Hilbert order. Moreover, a distributed object placement model is designed for different access patterns with consideration of spatio-temporal proximity. Besides, RSCache forms a large memory cache by collecting the exclusive memory pools allocated by cluster nodes and provides global unified view of data manipulation from application's perspective. We implement RSCache middleware prototype on scale-out HBase cluster and confirm its effectiveness with comprehensive experiments in real applications. |
| Sponsorship | IEEE Geosci. Remote Sens. Soc. |
| Starting Page | 604 |
| Ending Page | 607 |
| File Size | 830618 |
| Page Count | 4 |
| File Format | |
| ISBN | 9781479911141 |
| ISSN | 21536996 |
| DOI | 10.1109/IGARSS.2013.6721229 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-07-21 |
| Publisher Place | Australia |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Tiles Geospatial analysis Remote sensing Distributed databases Middleware Data models Cloud platform distributed caching model remotely sensed database geospatial application HBase |
| Content Type | Text |
| Resource Type | Article |
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