Combined cloud and electricity portfolio optimization for cloud service providers

被引:1
作者
Guo, Caishan [1 ]
Luo, Fengji [2 ]
Cai, Zexiang [1 ]
Sun, Yuyan [3 ]
Tang, Wenhu [1 ]
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] Guangdong Power Grid Co Ltd, Foshan Chancheng Power Supply Bur, Foshan 528000, Peoples R China
关键词
Internet data center; Portfolio optimization; Cloud pricing; Electricity market; Energy management; DEMAND RESPONSE;
D O I
10.1016/j.apenergy.2024.123925
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
Backboned by energy-intensive Internet data centers (IDCs), cloud systems have been playing important roles in both modern information and energy systems. This paper proposes a comprehensive portfolio optimization framework to provide operational decision-making support to a cloud service provider managing networked IDCs in trading cloud and energy resources in a cloud market, multiple regional wholesale electricity markets, and multiple local electricity markets. The portfolio management logics are represented by 3 interrelated optimization models; a computational linearization approach is developed, which transforms the 3 models into a single mathematical programming problem with equilibrium constraints based on Karush-Kuhn-Tucker conditions. Extensive simulations and comparison studies are conducted to demonstrate that the proposed framework can effectively optimize the operation of networked IDCs in the combined market environment.
引用
收藏
页数:11
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