Dynamic Data Fusion for Future Sensor Networks

被引:1
|
作者
Ramachandran, Umakishore [1 ]
Kumar, Rajnish [1 ]
Wolenetz, Matthew [1 ]
Cooper, Brian [1 ]
Agarwalla, Bikash [1 ]
Shin, Junsuk [1 ]
Hutto, Phillip [1 ]
Paul, Arnab [1 ]
机构
[1] Georgia Inst Technol, Coll Comp, Atlanta, GA 30332 USA
关键词
Algorithms; Design; Management; Measurement; Sensor network; in-network aggregation; data fusion; role assignment; energy awareness; middleware; platform;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
DFuse is an architectural framework for dynamic application-specified data fusion in sensor networks. It bridges an important abstraction gap for developing advanced fusion applications that takes into account the dynamic nature of applications and sensor networks. Elements of the DFuse architecture include a fusion API, a distributed role assignment algorithm that dynamically adapts the placement of the application task graph on the network, and an abstraction migration facility that aids such dynamic role assignment. Experimental evaluations show that the API has low overhead, and simulation results show that the role assignment algorithm significantly increases the network lifetime over static placement.
引用
收藏
页数:40
相关论文
共 50 条
  • [41] Multisensor Data Fusion in Shared Sensor and Actuator Networks
    Farias, Claudio
    Pirmez, Luci
    Delicato, Flavia
    Carmo, Luiz
    Li, Wei
    Zomaya, Albert Y.
    de Souza, Jose N.
    2014 17TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2014,
  • [42] Multimodal Data Fusion of Spatial Fields in Sensor Networks
    Zhang, Pengfei
    Peters, Gareth W.
    Nevat, Ido
    Teo, Keng Boon
    Wang, Yixin
    2019 IEEE SENSORS, 2019,
  • [43] Data Fusion Algorithm for Uncertain Measurement in Sensor Networks
    Cen, Ming
    Fu, Chengyu
    Liu, Xingfa
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 5888 - +
  • [44] Study on Data Fusion Techniques in Wireless Sensor Networks
    Wang, Man-tao
    Wei, Jiang-shu
    Pan, Yong-hao
    Wei, Zhe
    PROCEEDINGS OF THE 6TH INTERNATIONAL ASIA CONFERENCE ON INDUSTRIAL ENGINEERING AND MANAGEMENT INNOVATION, VOL 2: INNOVATION AND PRACTICE OF INDUSTRIAL ENGINEERING AND MANAGMENT, 2016, : 67 - 74
  • [45] Dynamic Data Forwarding in Wireless Sensor Networks
    Iddalagi, S. M.
    Mahabaleshwar, S. K.
    2013 EIGHTH INTERNATIONAL CONFERENCE ON BROADBAND, WIRELESS COMPUTING, COMMUNICATION AND APPLICATIONS (BWCCA 2013), 2013, : 506 - 511
  • [46] Distributed Data Aggregation in Dynamic Sensor Networks
    Zou, Yifei
    Xu, Minghui
    Xu, Yicheng
    Zhang, Yong
    Gong, Bei
    Xing, Xiaoshuang
    WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS, PT I, 2020, 12384 : 822 - 833
  • [47] Activity Recognition Using Dynamic Multiple Sensor Fusion in Body Sensor Networks
    Gao, Lei
    Bourke, Alan K.
    Nelson, John
    2012 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2012, : 1077 - 1080
  • [48] Multi-sensor data fusion for sign language recognition based on dynamic Bayesian networks and convolution neural networks
    Zhao, Y. D.
    Xiao, Q. K.
    Wang, H.
    AUTOMATIC CONTROL, MECHATRONICS AND INDUSTRIAL ENGINEERING, 2019, : 329 - 336
  • [49] Dynamic information fusion driven design of urban sensor networks
    Phoha, Shashi
    Ray, Asok
    2007 IEEE INTERNATIONAL CONFERENCE ON NETWORKING, SENSING, AND CONTROL, VOLS 1 AND 2, 2007, : 1 - +
  • [50] Multi-Sensor Data Fusion in Wireless Sensor Networks for Planetary Exploration
    Zhai, Xiaojun
    Jing, Hongyuan
    Vladimirova, Tanya
    2014 NASA/ESA CONFERENCE ON ADAPTIVE HARDWARE AND SYSTEMS (AHS), 2014, : 188 - 195