Minimizing the operation cost of distributed green data centers with energy storage under carbon capping

被引:8
作者
He, Huaiwen [1 ,2 ]
Shen, Hong [2 ]
机构
[1] Univ Elect Sci & Technol China, Zhongshan Inst, Sch Comp, Zhongshan, Peoples R China
[2] Sun Yat Sen Univ, Sch Data & Comp Sci, Guangzhou, Peoples R China
基金
国家重点研发计划;
关键词
Energy storage; Carbon footprint budget; Data center; Renewable energy; INTERNET DATA CENTERS; RENEWABLE ENERGY; WORKLOAD MANAGEMENT; POWER; MINIMIZATION; NETWORK;
D O I
10.1016/j.jcss.2020.11.004
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The expensive cost and intermittent availability of renewable energy bring great challenges to its efficient utilization in green data centers. In this paper, we propose a new way to achieve an explicit trade-off between operational cost and carbon emission by dynamic storing off-site renewable energy in distributed data centers. We first formulate a constrained stochastic optimization problem for cost minimization of data centers. Then, by leveraging Lyapunov optimization theory, we design an online Carbon Capped Cost Minimization algorithm (CCCM) to achieve a near-optimal cost with rigorous mathematical proof. Specially, the decisions at each time slot are determined with an efficient iterative algorithm based on the Generalized Benders Decomposition (GBD) technique. Finally, extensive simulations are conducted to show the effectiveness of our algorithm. The results show that our algorithm can save about 6% total costs compared with the algorithm without offsite energy storage. (c) 2020 Elsevier Inc. All rights reserved.
引用
收藏
页码:28 / 52
页数:25
相关论文
共 50 条
  • [31] A micro-grid operation analysis for cost-effective battery energy storage and RES plants integration
    Barelli, L.
    Bidini, G.
    Bonucci, F.
    ENERGY, 2016, 113 : 831 - 844
  • [32] Green Scheduling for Cloud Data Centers Using ESDs to Store Renewable Energy
    Gu, Chonglin
    Huang, Hejiao
    Jia, Xiaohua
    2016 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2016,
  • [33] Operational Cost Optimization for Cloud Computing Data Centers Using Renewable Energy
    Chen, Shaoming
    Irving, Samuel
    Peng, Lu
    IEEE SYSTEMS JOURNAL, 2016, 10 (04): : 1447 - 1458
  • [34] COCA: Online Distributed Resource Management for Cost Minimization and Carbon Neutrality in Data Centers
    Ren, Shaolei
    He, Yuxiong
    2013 INTERNATIONAL CONFERENCE FOR HIGH PERFORMANCE COMPUTING, NETWORKING, STORAGE AND ANALYSIS (SC), 2013,
  • [35] Green-Aware Workload Scheduling in Geographically Distributed Data Centers
    Chen, Changbing
    He, Bingsheng
    Tang, Xueyan
    2012 IEEE 4TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGY AND SCIENCE (CLOUDCOM), 2012,
  • [36] Research on the evolution of supervision strategy of renewable energy plus energy storage under China's carbon peaking and carbon neutrality goal
    Li, Jinying
    Huang, Xiangmin
    Zhao, Yaxin
    ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2023, 30 (26) : 69221 - 69240
  • [37] Energy Storage and Electric Vehicles: Technology, Operation, Challenges, and Cost-Benefit Analysis
    Salkuti S.R.
    Salkuti, Surender Reddy, 1600, Science and Information Organization (12): : 40 - 45
  • [39] Stochastic Programming for Cost Optimization in Geographically Distributed Internet Data Centers
    Wang, Peng
    Cao, Yujie
    Ding, Zhaohao
    Tang, Honghai
    Wang, Xuanyuan
    Cheng, Ming
    CSEE JOURNAL OF POWER AND ENERGY SYSTEMS, 2022, 8 (04): : 1215 - 1232
  • [40] A newly developed solar-based cogeneration system with energy storage and heat recovery for sustainable data centers: Energy and exergy analyses
    Temiz, Mert
    Dincer, Ibrahim
    SUSTAINABLE ENERGY TECHNOLOGIES AND ASSESSMENTS, 2022, 52