Impact of Heterogeneous Fading Channels in Power Limited Cognitive Radio Networks

被引:9
作者
Zhang, Shaojie [1 ]
Hafid, Abdelhakim Senhaji [2 ]
Zhao, Haitao [3 ]
Wang, Shan [3 ]
机构
[1] PLA, Acad Mil Sci, Army Aviat Inst, Beijing 101149, Peoples R China
[2] Univ Montreal, Dept Comp Sci & Operat Res, Montreal, PQ H3C 3J7, Canada
[3] Natl Univ Def Technol, Coll Elect Sci, Changsha 410073, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
Cognitive radio networks; heterogeneous fading channels; cluster based particle swarm optimization; SENSING-THROUGHPUT TRADEOFF; SPECTRUM ACCESS; PARTICLE SWARM; OPTIMIZATION; STRATEGY; TIME;
D O I
10.1109/TCCN.2017.2779858
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
The tradeoff between decreasing the interference to primary user (PU) and increasing secondary users' (SUs') achievable throughput is an important problem in cognitive radio networks. Heterogeneous fading channels from PU to multiple SUs, PU's traffic distribution, limited SU's power and multiple SUs' access contention impact both these two conflicting objectives. In this paper, we study the joint impact of these four factors on the tradeoff. More specifically, we consider that the channels from PU to SUs are exposed to non-identically independent free space path losses, PU's traffic randomly arrives and departs from the channel, every SU's average power consumption is limited, while multiple SUs contend to transmit. We first model the impact of these factors on SUs' spectrum sensing and data transmission. Then, we formulate the tradeoff aiming at maximizing SUs' aggregated throughput under two constraints: 1) interference probability to PU and 2) SUs' average power consumption. To solve the optimization problem, we design a novel cluster based particle swarm optimization (C-PSO) algorithm. By iteratively updating the particles in a cluster based on the comparison of their fitnesses, the cluster converges to the optimal solution rapidly. Simulation results validate the feasibility of the C-PSO algorithm and the outperformance of our proposal compared against related contributions which consider the homogeneous fading channel. They also show how the optimal solution varies with path losses and PU's traffic distribution.
引用
收藏
页码:1 / 14
页数:14
相关论文
共 37 条
[1]   Cooperative AF Relaying With Beamforming and Limited Feedback in Cognitive Radio Networks [J].
Afana, Ali ;
Ngatched, Telex M. N. ;
Dobre, Octavia A. .
IEEE COMMUNICATIONS LETTERS, 2015, 19 (03) :491-494
[2]   An Overview of Dynamic Spectrum Sharing: Ongoing Initiatives, Challenges, and a Roadmap for Future Research [J].
Bhattarai S. ;
Park J.-M. ;
Gao B. ;
Bian K. ;
Lehr W. .
IEEE Transactions on Cognitive Communications and Networking, 2016, 2 (02) :110-128
[3]   Green Cooperative Spectrum Sensing and Scheduling in Heterogeneous Cognitive Radio Networks [J].
Celik, Abdulkadir ;
Kamal, Ahmed E. .
IEEE Transactions on Cognitive Communications and Networking, 2016, 2 (03) :238-248
[4]   Multi-Objective Clustering Optimization for Multi-Channel Cooperative Spectrum Sensing in Heterogeneous Green CRNs [J].
Celik, Abdulkadir ;
Kamal, Ahmed E. .
IEEE Transactions on Cognitive Communications and Networking, 2016, 2 (02) :150-161
[5]  
Celik A., 2017, IEEE T COGN COMMUN N, V3, P238
[6]   A Two-Level MAC Protocol Strategy for Opportunistic Spectrum Access in Cognitive Radio Networks [J].
Chen, Qian ;
Liang, Ying-Chang ;
Motani, Mehul ;
Wong, Wai-Choong .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2011, 60 (05) :2164-2180
[7]   A Survey of Measurement-Based Spectrum Occupancy Modeling for Cognitive Radios [J].
Chen, Yunfei ;
Oh, Hee-Seok .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2016, 18 (01) :848-859
[8]   The particle swarm - Explosion, stability, and convergence in a multidimensional complex space [J].
Clerc, M ;
Kennedy, J .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (01) :58-73
[9]   On the Spectrum-and Energy-Efficiency Tradeoff in Cognitive Radio Networks [J].
Hu, Hang ;
Zhang, Hang ;
Liang, Ying-Chang .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2016, 64 (02) :490-501
[10]   Performance Analysis of Relay-Based Cooperative Spectrum Sensing in Cognitive Radio Networks Over Non-Identical Nakagami-m Channels [J].
Hussain, Sattar ;
Fernando, Xavier N. .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2014, 62 (08) :2733-2746