Distributed Data Mining in Wireless Sensor Networks

被引:0
|
作者
Du Juan [1 ]
Wu Fenfen [2 ]
机构
[1] Yellow River Conservancy Tech Inst, Kaifeng, Henan, Peoples R China
[2] Coll Transportat, Beijing, Henan, Peoples R China
关键词
distributed data; data mining; integration; Hadoop; wireless sensor networks;
D O I
10.3991/ijoe.v12i11.6224
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
With the rapid development and wide application of sensor network technology, consequently a huge volume of data would be continuously generated and collected. In order to process the data and analyze the data more accurate and efficient, the paper proposed a distributed data mining method in wireless sensor networks. Thus Smart Octopus, an open framework for seamlessly integrating sensor network and data mining technology, so that both of the huge amounts of data resource collected in sensor networks and the powerful knowledge discovery capability of data mining could be effectively and efficiently utilized, is discussed in this paper.
引用
收藏
页码:68 / 71
页数:4
相关论文
共 50 条
  • [41] Mechanisms for Distributed Data Fusion and Reasoning in Wireless Sensor Networks
    Papaioannou, Ioannis
    Stavrou, Periklis
    Zafeiropoulos, Anastasios
    Spanos, Dimitrios-Emmanuel
    Arkoulis, Stamatios
    Mitrou, Nikolas
    ENERGY- AWARE COMMUNICATIONS, 2011, 6955 : 221 - +
  • [42] Efficient Distributed Data Collecting Algorithm in Wireless Sensor Networks
    Zhu, Rongbo
    Shang, Yueyun
    MINES 2009: FIRST INTERNATIONAL CONFERENCE ON MULTIMEDIA INFORMATION NETWORKING AND SECURITY, VOL 1, PROCEEDINGS, 2009, : 249 - 253
  • [43] Hallway Monitoring: Distributed Data Processing with Wireless Sensor Networks
    Baumgartner, Tobias
    Fekete, Sandor P.
    Kamphans, Tom
    Kroeller, Alexander
    Pagel, Max
    REAL-WORLD WIRELESS SENSOR NETWORKS, 2010, 6511 : 94 - 105
  • [44] An improved distributed data aggregation scheduling in wireless sensor networks
    Deying Li
    Qinghua Zhu
    Hongwei Du
    Jianzhong Li
    Journal of Combinatorial Optimization, 2014, 27 : 221 - 240
  • [45] A Distributed Method for Compressive Data Gathering in Wireless Sensor Networks
    Ebrahimi, Dariush
    Assi, Chadi
    IEEE COMMUNICATIONS LETTERS, 2014, 18 (04) : 624 - 627
  • [46] Distributed Data Aggregation for Sparse Recovery in Wireless Sensor Networks
    Li, Shuangjiang
    Qi, Hairong
    2013 9TH IEEE INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING IN SENSOR SYSTEMS (IEEE DCOSS 2013), 2013, : 62 - 69
  • [47] Distributed Data Mining for Root Causes of KPI Faults in Wireless Networks
    Fan, Shiliang
    Yang, Yubin
    Lu, Wenyang
    Song, Ping
    WEB AND BIG DATA, APWEB-WAIM 2017, PT II, 2017, 10367 : 201 - 209
  • [48] Efficient distributed data scheduling algorithm for data aggregation in wireless sensor networks
    Liu, Bing-Hong
    Jhang, Jyun-Yu
    COMPUTER NETWORKS, 2014, 65 : 73 - 83
  • [49] Applying Data Mining Techniques to Intrusion Detection in Wireless Sensor Networks
    Coppolino, Luigi
    D'Antonio, Salvatore
    Garofalo, Alessia
    Romano, Luigi
    2013 EIGHTH INTERNATIONAL CONFERENCE ON P2P, PARALLEL, GRID, CLOUD AND INTERNET COMPUTING (3PGCIC 2013), 2013, : 247 - 254
  • [50] Resource-aware Online data mining in wireless sensor networks
    Phung, Nhan Duc
    Gaber, Mohamed Medhat
    Rohm, Uwe
    2007 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DATA MINING, VOLS 1 AND 2, 2007, : 139 - 146