Spatial-Temporal Energy Management of Base Stations in Cellular Networks

被引:14
|
作者
Zhou, Chenyu [1 ]
Feng, Cheng [2 ,3 ]
Wang, Yi [1 ]
机构
[1] Univ Hong Kong, Dept Elect & Elect Engn, Hong Kong, Peoples R China
[2] Tsinghua Univ, Dept Elect Engn, Beijing 100086, Peoples R China
[3] Tsinghua Univ, Int Joint Lab Low Carbon Clean Energy Innovat, Beijing 100086, Peoples R China
基金
中国国家自然科学基金;
关键词
Energy management; Cellular networks; Energy storage; Power demand; Optimization; Wireless networks; Smart grids; Cellular wireless network; energy management; fifth-generation (5G) base station (BS); user association; RESOURCE-ALLOCATION; MOBILE NETWORKS;
D O I
10.1109/JIOT.2021.3121325
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The operations of base stations (BSs) contribute most of the energy consumption in the cellular wireless networks. Powering BSs by distributed energy resources (DERs), such as photovoltaic (PV) and energy storage, is an effective way to reduce on-grid power consumption and build green wireless networks. Optimal energy management of BSs helps to reduce electricity bills for the wireless network and provides flexibility to the power networks. This article proposes the concept of spatial-temporal energy management (ST-EM) for the energy management of BSs. On the one hand, the BSs manage their power consumption according to the real-time prices; on the other hand, the BSs adjust the user associations and change their power consumption according to the price differences among different BSs. The ST-EM of BSs is formulated as a large-scale mixed-integer nonlinear programming (MINLP) problem, which is proven to be NP-hard. We propose a heuristic approach to search for one suboptimal solution by decomposing the original problem into an energy network optimization subproblem and a communication network optimization subproblem. The two subproblems are solved alternatively until convergence. Numerical experiments are conducted to verify the effectiveness of our proposed method.
引用
下载
收藏
页码:10588 / 10599
页数:12
相关论文
共 50 条
  • [31] Deep spatial-temporal networks for flame detection
    Mohammad Shahid
    I-Feng Chien
    Wannaporn Sarapugdi
    Lili Miao
    Kai-Lung Hua
    Multimedia Tools and Applications, 2021, 80 : 35297 - 35318
  • [32] Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting
    Song, Chao
    Lin, Youfang
    Guo, Shengnan
    Wan, Huaiyu
    THIRTY-FOURTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, THE THIRTY-SECOND INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE AND THE TENTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2020, 34 : 914 - 921
  • [33] The Impact of Deploying Pico Base Stations on Capacity and Energy Efficiency of Heterogeneous Cellular Networks
    Obaid, Nasr
    Czylwik, Andreas
    2013 IEEE 24TH INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR, AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2013, : 1904 - 1908
  • [34] Energy Cooperation Among Sustainable Base Stations in Multi-Operator Cellular Networks
    Tahsin, Anika
    Roy, Palash
    Razzaque, Md. Abdur
    Mamun-Or-Rashid, Md.
    Siraj, Mohammad
    AlQahtani, Salman A.
    Hassan, Md. Rafiul
    Hassan, Mohammad Mehedi
    IEEE ACCESS, 2023, 11 : 19405 - 19417
  • [35] GaAs MMICs for cellular and wireless networks base stations
    Delhaye, E
    JOURNAL DE PHYSIQUE IV, 1999, 9 (P2): : 99 - 103
  • [36] GaAs MMICs for cellular and wireless networks base stations
    Philips Microwave Limeil, 22 avenue Descartes, 94453 Limeil-Brévannes Cedex, France
    J Phy IV JP, 2 (Pr2-99-Pr2-103):
  • [37] Optimum positioning of base stations for cellular radio networks
    Mathar, R
    Niessen, T
    WIRELESS NETWORKS, 2000, 6 (06) : 421 - 428
  • [38] Coverage and Economy of Cellular Networks with Many Base Stations
    Lee, Seunghyun
    Huang, Kaibin
    IEEE COMMUNICATIONS LETTERS, 2012, 16 (07) : 1038 - 1040
  • [39] Analysis of hierarchical cellular networks with mobile base stations
    Cui, W
    Bassiouni, MA
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2002, 2 (02): : 131 - 149
  • [40] Optimum positioning of base stations for cellular radio networks
    Rudolf Mathar
    Thomas Niessen
    Wireless Networks, 2000, 6 : 421 - 428