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
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