CL2 : A multi-dimensional clustering approach in sensor networks | |
Ma, XL ; Li, SF ; Yang, DQ ; Tang, SW | |
2004 | |
英文摘要 | Sensor networks are among the fastest growing technologies that have the potential of changing our lives drastically. These collaborative, dynamic: and distributed computing and communicating systems are generating large amounts of data continuously. Finding useful patterns in large sensor data sets is a tempting however challenging task. In this paper, a clustering approach, CL2, CLuster and CLique, is proposed. CL2 can not only identify clusters in a multi-dimensional sensor dataset, discover the overall distribution patterns of the dataset, but also can be used for partitioning the sensor nodes into subgroups for task subdivision or energy management. CL2,S time efficiency, and accuracy of mining are evaluated through several experiments. A theoretic analysis of the algorithm is also presented.; http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000225684500020&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=8e1609b174ce4e31116a60747a720701 ; Computer Science, Information Systems; Computer Science, Theory & Methods; SCI(E); CPCI-S(ISTP); 0 |
语种 | 英语 |
内容类型 | 其他 |
源URL | [http://ir.pku.edu.cn/handle/20.500.11897/292292] ![]() |
专题 | 信息科学技术学院 |
推荐引用方式 GB/T 7714 | Ma, XL,Li, SF,Yang, DQ,et al. CL2 : A multi-dimensional clustering approach in sensor networks. 2004-01-01. |
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