Institute of Computing Technology, Chinese Academy IR
Data mining via minimal spanning tree clustering for prolonging lifetime of wireless sensor networks | |
Huang, Guangyan; Li, Xiaowei; He, Jing; Li, Xin | |
2007-06-01 | |
发表期刊 | INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING |
ISSN | 0219-6220 |
卷号 | 6期号:2页码:235-251 |
摘要 | Clustering is applied in wireless sensor networks for increasing energy efficiency. Clustering methods in wireless sensor networks are different from those in traditional data mining systems. This paper proposes a novel clustering algorithm based on Minimal Spanning Tree (MST) and Maximum Energy resource on sensors named MSTME. Also, specified constrains of clustering in wireless sensor networks and several evaluation metrics are given. MSTME performs better than already known clustering methods of Low Energy Adaptive Clustering Hierarchy (LEACH) and Base Station Controlled Dynamic Clustering Protocol (BCDCP) in wireless sensor networks when they are evaluated by these evaluation metrics. Simulation results show MSTME increases energy efficiency and network lifetime compared with LEACH and BCDCP in two-hop and multi-hop networks, respectively. |
关键词 | clustering data mining wireless sensor networks energy efficiency minimal spanning tree |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science ; Operations Research & Management Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Computer Science, Interdisciplinary Applications ; Operations Research & Management Science |
WOS记录号 | WOS:000250926500003 |
出版者 | WORLD SCIENTIFIC PUBL CO PTE LTD |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/10883 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | He, Jing |
作者单位 | 1.Chinese Acad Sci, Res Ctr Data Technol & Knowledge Econ, Beijing 100080, Peoples R China 2.Univ London, Royal Holloway, Sch Management, Egham TW20 0EX, Surrey, England 3.Chinese Acad Sci, Adv Test Technol Lab, Inst Comp Technol, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Huang, Guangyan,Li, Xiaowei,He, Jing,et al. Data mining via minimal spanning tree clustering for prolonging lifetime of wireless sensor networks[J]. INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING,2007,6(2):235-251. |
APA | Huang, Guangyan,Li, Xiaowei,He, Jing,&Li, Xin.(2007).Data mining via minimal spanning tree clustering for prolonging lifetime of wireless sensor networks.INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING,6(2),235-251. |
MLA | Huang, Guangyan,et al."Data mining via minimal spanning tree clustering for prolonging lifetime of wireless sensor networks".INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING 6.2(2007):235-251. |
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