Power Allocation for Distributed Detection Systems in Wireless Sensor Networks With Limited Fusion Center Feedback

被引:17
|
作者
Guo, Xiaoxi [1 ]
He, Yuanyuan [1 ]
Atapattu, Saman [1 ]
Dey, Subhrakanti [2 ]
Evans, Jamie S. [1 ]
机构
[1] Univ Melbourne, Dept Elect & Elect Engn, Melbourne, Vic 3010, Australia
[2] Univ South Australia, Inst Telecommun Res, Adelaide, SA 5001, Australia
基金
澳大利亚研究理事会;
关键词
Distributed detection; wireless sensor networks; quantized power allocation; J-divergence; finite-rate feedback; MINIMIZING TRANSMIT-POWER; COGNITIVE RADIO NETWORKS; FADING CHANNELS; THROUGHPUT MAXIMIZATION; COHERENT COMMUNICATIONS; OUTAGE MINIMIZATION; CENSORING SENSORS; DECISION FUSION; OPTIMIZATION; INFORMATION;
D O I
10.1109/TCOMM.2018.2837101
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We consider a distributed detection system for a wireless sensor network over slow-fading channels. Each sensor only has knowledge of quantized channel state information (CSI) which is received from the fusion center via a limited feedback channel. We then consider transmit power allocation at each sensor in order to maximize a J-divergence based detection metric subject to a total and individual transmit power constraints. Our aim is to jointly design the quantization regions of all sensors CSI and the corresponding power allocations. A locally optimum solution is obtained by applying the generalized Lloyd algorithm (GLA). To overcome the high computational complexity of the GLA, we then propose a low-complexity nearoptimal scheme which performs very close to its GLA based counterpart. This enables us to explicitly formulate the problem and to find the unique solution despite the non-convexity of the optimization problem. An asymptotic analysis is also provided when the number of feedback bits becomes large. Numerical results illustrate that only a small amount of feedback is needed to achieve a detection performance close to the full CSI case.
引用
收藏
页码:4753 / 4766
页数:14
相关论文
共 50 条
  • [21] Distributed Stochastic Power and Rate Allocation for Energy Minimization in wireless Sensor Networks
    Liu, Chun-Hung
    Arapostathis, Ari
    2006 IEEE 64TH VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-6, 2006, : 2673 - 2677
  • [22] A Joint Fusion, Power Allocation and Delay Optimization Approach for Wireless Sensor Networks
    Xu, Mingdong
    Leung, Henry
    IEEE SENSORS JOURNAL, 2011, 11 (03) : 737 - 744
  • [23] Power-Aware Sensor Selection for Distributed Detection in Wireless Sensor Networks
    Fabeck, Gernot
    Bielefeld, Daniel
    Mathar, Rudolf
    2009 IEEE 70TH VEHICULAR TECHNOLOGY CONFERENCE FALL, VOLS 1-4, 2009, : 1507 - 1511
  • [24] Distributed detection in wireless sensor networks
    Cheng, Sheng-Tzong
    Li, Szu-Yun
    Chen, Chia-Mei
    7TH IEEE/ACIS INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCE IN CONJUNCTION WITH 2ND IEEE/ACIS INTERNATIONAL WORKSHOP ON E-ACTIVITY, PROCEEDINGS, 2008, : 401 - +
  • [25] Limited Feedback Transmission Scheme for Wireless Sensor Networks
    Nguyen, Hieu T.
    Balasingham, Ilangko
    Ramstad, Tor A.
    Floor, Pal Anders
    2010 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, 2010,
  • [26] Distributed outlier detection algorithm based on credibility feedback in wireless sensor networks
    Feng, Hailin
    Liang, Lun
    Lei, Hua
    IET COMMUNICATIONS, 2017, 11 (08) : 1291 - 1296
  • [27] Dynamic Feedback Bits Allocation in Distributed Antenna Systems with Limited Feedback
    Chen, Xiaoming
    Chen, Jian
    Yuen, Chau
    2014 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS (ICCS), 2014, : 502 - 506
  • [28] Distributed Systems with Wireless Sensor Networks
    Rodriguez, Noemi
    Rossetto, Silvana
    2012 IEEE 26TH INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM WORKSHOPS & PHD FORUM (IPDPSW), 2012, : 1299 - 1302
  • [29] J-divergence-based Power Allocation in Wireless Sensor Networks with Distributed Detection under Correlated Noises
    Mohajeran, Seyed Ali
    Abed Hodtani, Ghosheh
    INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2020, 33 (14)
  • [30] Resource Allocation of Limited Feedback in Clustered Wireless Mesh Networks
    Xu, Lei
    Yang, Yuwang
    Li, Yaping
    WIRELESS PERSONAL COMMUNICATIONS, 2014, 75 (02) : 901 - 913