Integrated planning of internet data centers and battery energy storage systems in smart grids

被引:81
作者
Guo, Caishan [1 ,3 ]
Luo, Fengji [2 ]
Cai, Zexiang [1 ]
Dong, Zhao Yang [3 ]
Zhang, Rui [3 ]
机构
[1] South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
[2] Univ Sydney, Sch Civil Engn, Sydney, NSW 2006, Australia
[3] Univ New South Wales, Sch Elect Engn & Telecommun, Sydney, NSW 2052, Australia
关键词
Internet data center; Battery energy storage system; Cloud computing; Smart grid; OPTIMIZATION;
D O I
10.1016/j.apenergy.2020.116093
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Modern power grids have been becoming complex cyber-physical systems integrated with distributed energy sources and information and communication facilities. With prevalence of cloud computing, geo-distributed, networked data centers have become an integrated part of modern grids. The coupling impact between data centers and smart grids thus becomes an important consideration. This paper proposes an integrated planning scheme that optimally determines the locations and capacities of interconnected Internet data centers and battery energy storage systems in a smart grid. The model is formulated as a multi-objective optimization problem, in which both computational performance metrics of Internet data centers and operational criteria of the grid are coordinately considered as three inter-related but conflict objectives; the coupling impact between the cyber and energy resources are modelled. An advanced evolutionary algorithm - Multi-Objective Natural Aggregation Algorithm is used to solve the model. Extensive case studies are conducted to demonstrate the reasonability and effectiveness of the proposed integrated planning method.
引用
收藏
页数:9
相关论文
共 22 条
[1]  
Dijkstra E. W., 1959, NUMERISCHE MATH, V1, P269, DOI [10.1007/BF01386390, DOI 10.1007/BF01386390]
[2]   Integrated Stochastic Energy Management for Data Center Microgrid Considering Waste Heat Recovery [J].
Ding, Zhaohao ;
Cao, Yujie ;
Xie, Liye ;
Lu, Ying ;
Wang, Peng .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2019, 55 (03) :2198-2207
[3]  
[高赐威 Gao Ciwei], 2019, [中国电机工程学报, Proceedings of the Chinese Society of Electrical Engineering], V39, P1673
[4]   Energy Portfolio Optimization of Data Centers [J].
Ghamkhari, Mahdi ;
Wierman, Adam ;
Mohsenian-Rad, Hamed .
IEEE TRANSACTIONS ON SMART GRID, 2017, 8 (04) :1898-1910
[5]   Energy and Performance Management of Green Data Centers: A Profit Maximization Approach [J].
Ghamkhari, Mahdi ;
Mohsenian-Rad, Hamed .
IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (02) :1017-1025
[6]   A Framework for Optimal Placement of Energy Storage Units Within a Power System With High Wind Penetration [J].
Ghofrani, Mahmoud ;
Arabali, Amirsaman ;
Etezadi-Amoli, Mehdi ;
Fadali, Mohammed Sami .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2013, 4 (02) :434-442
[7]  
Hu H, IEEE T SERVICES COMP
[8]   Optimal Cloudlet Placement and User to Cloudlet Allocation in Wireless Metropolitan Area Networks [J].
Jia, Mike ;
Cao, Jiannong ;
Liang, Weifa .
IEEE TRANSACTIONS ON CLOUD COMPUTING, 2017, 5 (04) :725-737
[9]  
Kleinrock L., 1975, QUEUEING SYST, P101
[10]   Demand Response in Data Centers: Integration of Server Provisioning and Power Procurement [J].
Kwon, Soongeol ;
Ntaimo, Lewis ;
Gautam, Natarajan .
IEEE TRANSACTIONS ON SMART GRID, 2019, 10 (05) :4928-4938