计算机科学 ›› 2018, Vol. 45 ›› Issue (8): 75-79.doi: 10.11896/j.issn.1002-137X.2018.08.013

• 网络与通信 • 上一篇    下一篇

基于能量捕获和混合储能的微观网络能量最优分配算法

姚信威1, 章梦娜1, 王万良1, 杨双华1,2   

  1. 浙江工业大学计算机科学与技术学院 杭州3100231
    英国拉夫堡大学计算机系 莱斯特郡LE113TU2
  • 收稿日期:2017-06-04 出版日期:2018-08-29 发布日期:2018-08-29
  • 作者简介:姚信威(1986-),男,博士,副教授,主要研究方向为多尺度智能感知与通信、物联网技术和智能机器人技术,E-mail:xwyao@zjut.edu.cn(通信作者); 章梦娜(1993-),女,硕士生,主要研究方向为微观网络智能感知与通信; 王万良(1957-),男,教授,博士生导师,主要研究方向为网络控制、人工智能; 杨双华(1963-),教授,博士生导师,主要研究方向为无线传感网、网络优化。
  • 基金资助:
    本文受国家自然科学基金项目(61772471)资助。

Optimal Energy Allocation Algorithm with Energy Harvesting and Hybrid Energy Storage for Microscale Wireless Networks

YAO Xin-wei1, ZHANG Meng-na1, WANG Wan-liang1, YANG Shuang-hua1,2   

  1. College of Computer Science & Technology,Zhejiang University of Technology,Hangzhou 310023,China1
    Department of Computer Science,Loughborough University,Leicestershire LE113TU,UK2
  • Received:2017-06-04 Online:2018-08-29 Published:2018-08-29

摘要: 随着纳米技术和无线网络技术的快速发展,单个节点(设备)的微小尺寸和有限能量严重地限制了微观无线网络的应用。因此,在传统宏观网络节点储能结构单一和能量捕获技术不稳定的基础上,利用超级电容的快速充放电特性,提出了一种基于超级电容和电池的混合储能结构。在此混合储能结构的基础上,根据点对点的双工信道模型和能量传输损耗特性,建立了面向能量捕获的网络吞吐量模型和节点能量分配解析模型,并提出了相应的能量最优分配算法,实现了节点吞吐量的最大化。该算法根据节点捕获能量的时域分布,优化分配超级电容与电池的能量值;同时,采用最优传输功率与传输时间进行数据传输。实验结果表明,所提混合储能结构和能量分配算法能有效地提高节点的吞吐量。

关键词: 混合储能, 能量捕获, 吞吐量最大化, 微观无线网络

Abstract: With the rapid development of nanotechnologies and wireless networking technologies,small node size and constrained node energy extremely limit the applications of microscale wireless networks.Therefore,in this paper,aiming at the problems that thestorage structure of traditional macro network node is single and energy harvesting technology is unstable,a hybrid energy storage structure with super-capacitor and battery was proposed to overcome the limitation of battery-based energy storage in traditional wireless network.Based on the proposed hybrid energy storage structure,the network throughput model with energy harvesting was presented by integrating the point-to-point duplex channelmodel and energy loss coefficient.In order to maximize the throughput,an analytical energy allocation model was presented by considering the transmission cost,and then an optimal energy allocation algorithm was proposed based on the model analysis.Due to the inequality of energy distribution of each epoch,this algorithm allocates different energy for the capacitor and the battery,and uses the optimal transmission power and transmission time for data transmission.Experimental results demonstrate that the proposed algorithm can effectively maximize the total network throughput.

Key words: Energy harvesting, Hybrid energy storage, Microscale wireless networks, Throughput maximization

中图分类号: 

  • TP393
[1]YAO X W,WANG W L,YANG S H.Joint Parameter Optimization for Perpetual Nanonetworks and Maximum Network Capacity[J].IEEE Transactions on Molecular,Biological,and Multi-Scale Communications,2015,1(4):321-330.
[2]SHARMA V,MUKHERJI U,JOSEPH V,et al.Optimal energy management policies for energy harvesting sensor nodes[J].IEEE Transactions on Wireless Communications,2010,9(4):1326-1336.
[3]SUDEVALAYAM S,KULKARNI P.Energy harvesting sensor nodes:Survey and implications[J].IEEE Communications Surveys & Tutorials,2011,13(3):443-461.
[4]OZEL O,SHAHZAD K,ULUKUS S.Energy harvesting communications with hybrid energy storage and processing cost[C]∥2013 Asilomar Conference on Signals,Systems and Computers.IEEE,2013:609-613.
[5]JIANG X,POLASTRE J,CULLER D.Perpetual environmentally powered sensor networks[C]∥Fourth International Symposium on Information Processing in Sensor Networks (IPSN 2005).IEEE,2005:463-468.
[6]YAO X W,ZHENG X H,WANG W L,et al.Bio-dimensional Wireless Energy Transfer Algorithm for Maximum Network Throughput [J].Computer Science,2015,42(11):164-169.(in Chinese)姚信威,郑星航,王万良,等.吞吐量最大化的二维无线能量传输算法[J].计算机科学,2015,42(11):164-169.
[7]GURAKAN B,OZEL O,YANG J,et al.Energy Cooperation in Energy Harvesting Communications[J].IEEE Transactions on Communications,2013,61(12):4884-4898.
[8]ORHAN O,GUNDUZ D,ERKIP E.Throughput maximization for an energy harvesting communication system with processing cost[C]∥IEEE Information Theory Workshop(ITW).Lausanne,2012:84-88.
[9]OZEL O,SHAHZAD K,ULUKUS S.Optimal scheduling for energy harvesting transmitters with hybrid energy storage[C]∥IEEE International Symposium on Information Theory Procee-dings (ISIT).IEEE,2013:1784-1788.
[10]TUTUNCUOGLU K,YENER A.Optimum transmission policies for battery limited energy harvesting nodes[J].IEEE Transactions on Wireless Communications,2012,11(3):1180-1189.
[11]OZEL O,TUTUNCUOGLU K,YANG J,et al.Transmissionwith energy harvesting nodes in fading wireless channels:Optimal policies[J].IEEE Journal on Selected Areas in Communications,2011,29(8):1732-1743.
[12]YANG J,OZEL O,ULUKUS S.Broadcasting with an energy harvesting rechargeable transmitter[J].IEEE Transactions on Wireless Communications,2012,11(2):571-583.
[13]ANTEPLI M A,UYSAL-BIYIKOGLU E,ERKAL H.Optimal packet scheduling on an energy harvesting broadcast link[J].IEEE Journal on Selected Areas in Communications,2011,29(8):1721-1731.
[14]TUTUNCUOGLU K,YENER A.Sum-rate optimal power policies for energy harvesting transmitters in an interference channel[J].Journal of Communications and Networks,2012,14(2):151-161.
[15]DEVILLERS B,GUNDUZ D.A general framework for the optimization of energy harvesting communication systems with battery imperfections[J].Journal of Communications and Networks,2012,14(2):130-139.
[16]YANG J,WU J.Online throughput maximization in an energy harvesting multiple access channel with fading[C]∥IEEE International Symposium on Information Theory.IEEE,2015:2727-2731.
[17]TUTUNCUOGLU K,VARAN B,YENER A.Throughput Maxi-mization for Two-Way Relay Channels with Energy Harvesting Nodes:The Impact of Relaying Strategies[J].IEEE Transactions on Communications,2015,63(6):2081-2093.
[18]HAN T.A general coding scheme for the two-way channel[J].IEEE Transactions on Information Theory,1984,30(1):35-44.
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