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 51 条
[11]   Optimal multiuser spectrum balancing for digital subscriber lines [J].
Cendrillon, Raphael ;
Yu, Wei ;
Moonen, Marc ;
Verlinden, Jan ;
Bostoen, Tom .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2006, 54 (05) :922-933
[12]   Channel aware decision fusion in wireless sensor networks [J].
Chen, B ;
Jiang, RX ;
Kasetkasem, T ;
Varshney, PK .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (12) :3454-3458
[13]   Energy-Autonomous Wireless Communication for Millimeter-Scale Internet-of-Things Sensor Nodes [J].
Chen, Yajing ;
Chiotellis, Nikolaos ;
Chuo, Li-Xuan ;
Pfeiffer, Carl ;
Shi, Yao ;
Dreslinski, Ronald G. ;
Grbic, Anthony ;
Mudge, Trevor ;
Wentzloff, David D. ;
Blaauw, David ;
Kim, Hun Seok .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2016, 34 (12) :3962-3977
[14]   Wireless Powered Sensor Networks for Internet of Things: Maximum Throughput and Optimal Power Allocation [J].
Chu, Zheng ;
Zhou, Fuhui ;
Zhu, Zhengyu ;
Hu, Rose Qingyang ;
Xiao, Pei .
IEEE INTERNET OF THINGS JOURNAL, 2018, 5 (01) :310-321
[15]   Multiband Spectrum Sensing and Resource Allocation for IoT in Cognitive 5G Networks [J].
Ejaz, Waleed ;
Ibnkahla, Mohamed .
IEEE INTERNET OF THINGS JOURNAL, 2018, 5 (01) :150-163
[16]  
Fanaei M, 2013, CONF REC ASILOMAR C, P547, DOI 10.1109/ACSSC.2013.6810338
[17]   Power Allocation for Distributed BLUE Estimation with Full and Limited Feedback of CSI [J].
Fanaei, Mohammad ;
Valenti, Matthew C. ;
Schmid, Natalia A. .
2013 IEEE MILITARY COMMUNICATIONS CONFERENCE (MILCOM 2013), 2013, :418-423
[18]   Throughput Maximization in Cognitive Radio Under Peak Interference Constraints With Limited Feedback [J].
He, Yuan Yuan ;
Dey, Subhrakanti .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2012, 61 (03) :1287-1305
[19]   Throughput Maximization in Poisson Fading Channels with Limited Feedback [J].
He, YuanYuan ;
Dey, Subhrakanti .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2013, 61 (10) :4343-4356
[20]   Power Allocation for Secondary Outage Minimization in Spectrum Sharing Networks with Limited Feedback [J].
He, YuanYuan ;
Dey, Subhrakanti .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2013, 61 (07) :2648-2663