On range query indexing for efficient stream processing

被引:0
|
作者
Wu, Kun-Lung [1 ]
Chen, Shyh-Kwei [1 ]
Yu, Philip S. [1 ]
机构
[1] IBM TJ Watson Res Ctr, Hawthorne, NY 10532 USA
关键词
sensor data monitoring; data streams; processing; query indexing; and continual queries;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
To monitor a large number of continual range queries against a rapid data stream, each incoming data item should only be evaluated against relevant queries, not all the queries. Generally speaking, a main memory-based query index with a small storage cost and a fast search time is needed. In this paper, we study a 2D range query index that meets both criteria. It centers around a set of predefined, containment-encoded squares, or CES's. CES's are multi-layered, virtual constructs used to decompose range queries and maintain the query index. With containment-encoding, the search process is extremely efficient, most of the operations can be carried out by a simple logical-shift instruction. Simulations show that, with a small index storage cost, the CES-based query index substantially outperforms other alternatives in search time.
引用
收藏
页码:530 / +
页数:2
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