Multiresolution data integration using mobile agents in distributed sensor networks

被引:149
|
作者
Qi, HR [1 ]
Iyengar, SS
Chakrabarty, K
机构
[1] Univ Tennessee, Dept Elect & Comp Engn, Knoxville, TN 37996 USA
[2] Louisiana State Univ, Dept Comp Sci, Baton Rouge, LA 70803 USA
[3] Duke Univ, Dept Elect & Comp Engn, Durham, NC 27708 USA
关键词
distributed sensor network (DSN); mobile agent; multiresolution integration (MRI);
D O I
10.1109/5326.971666
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We describe the use of the mobile agent paradigm to design an improved infrastructure for data integration in distributed sensor network (DSN). We use the acronym MADSN to denote the proposed mobile-agent-based DSN. Instead of moving data to processing elements for data integration, as is typical of a client/server paradigm, MADSN moves the processing code to the data locations. This saves network bandwidth and provides an effective means for overcoming network latency, since large data transfers are avoided. Our major contributions are the use of mobile agent in DSN for distributed data integration and the evaluation of performance between DSN and MADSN approaches. We develop an enhanced multiresolution integration (MRI) algorithm where multiresolution analysis is applied at local node before accumulating the overlap function by mobile agent. Compared to the MRI implementation in DSN, the enhanced integration algorithm saves up to 90% of the data transfer time. We develop objective functions to evaluation the performance between DSN and MADSN approaches. For a given set of network parameters, we analyze the conditions under which MADSN performs better than DSN and determine the condition under which MADSN reaches its optimum performance level.
引用
收藏
页码:383 / 391
页数:9
相关论文
共 50 条
  • [11] Data synchronization in distributed and constrained mobile sensor networks
    Hao, Shuai
    Lim, Hock Beng
    UBIQUITOUS INTELLIGENCE AND COMPUTING, PROCEEDINGS, 2007, 4611 : 673 - +
  • [12] Data gathering using mobile agents for reducing traffic in dense mobile wireless sensor networks
    Goto, Keisuke
    Sasaki, Yuya
    Hara, Takahiro
    Nishio, Shojiro
    MOBILE INFORMATION SYSTEMS, 2013, 9 (04) : 295 - 314
  • [13] Data gathering using mobile agents for reducing traffic in dense mobile wireless sensor networks
    Hara, T. (hara@ist.osaka-u.ac.jp), 1600, Hindawi Limited (09):
  • [14] Integration of sensing, computation, communication and cooperation for distributed mobile sensor networks
    Tan, JD
    Xi, N
    2003 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS, INTELLIGENT SYSTEMS AND SIGNAL PROCESSING, VOLS 1 AND 2, PROCEEDINGS, 2003, : 54 - 59
  • [15] Integration Model of Mobile Intelligent Agents within Wireless Sensor Networks
    Piedrahita Ospina, Alberto
    Montoya Canola, Alcides
    Ovalle Carranza, Demetrio
    2009 IEEE LATIN-AMERICAN CONFERENCE ON COMMUNICATIONS (LATINCOM 2009), 2009, : 207 - +
  • [16] Sensor networks with mobile agents
    Tong, L
    Zhao, Q
    Adireddy, S
    MILCOM 2003 - 2003 IEEE MILITARY COMMUNICATIONS CONFERENCE, VOLS 1 AND 2, 2003, : 688 - 693
  • [17] Distributed trajectory design for data gathering using mobile sink in wireless sensor networks
    Alsaafin, Areej
    Khedr, Ahmed M.
    Al Aghbari, Zaher
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2018, 96 : 1 - 12
  • [18] Distributed Coverage Control and Data Collection With Mobile Sensor Networks
    Zhong, Minyi
    Cassandras, Christos G.
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2011, 56 (10) : 2445 - 2455
  • [19] Distributed Coverage Control and Data Collection with Mobile Sensor Networks
    Zhong, Minyi
    Cassandras, Christos G.
    49TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2010, : 5604 - 5609
  • [20] Distributed Serverless Chat Bot Networks using Mobile Agents: A Distributed Data Base Model for Social Networking and Data Analytics
    Bosse, Stefan
    ICAART: PROCEEDINGS OF THE 13TH INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE - VOL 1, 2021, : 398 - 405