Load shifting;
Carbon reduction;
DATA CENTERS;
MANAGEMENT;
ENERGY;
D O I:
10.1016/j.epsr.2022.108586
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
An increasing focus on the electricity use and carbon emissions associated with computing has lead to pledges by major cloud computing companies to lower their carbon footprint. Data centers have the unique ability to shift computing load between different geographical locations, giving rise to flexibility that can be employed to reduce carbon emissions. In this paper, we present a model where data centers shift load independently of the ISOs. We first consider the impact of load shifting guided by locational marginal carbon emissions, lambda(CO2), a sensitivity metric that measures the impact of incremental load shifts. Relative to previous models for data center load shifting, the presented model improves accuracy and includes more realistic assumptions regarding the operation of data centers and electricity markets. Further, we introduce a benchmark model where data centers have access to the full information about the power system and can identify optimal shifts for the current time period. We demonstrate the efficacy of our model on the IEEE RTS-GMLC system using 5 min load and generation data for an entire year. Our results show that the proposed improvements for the shifting model based on lambda(CO2) are highly effective, leading to results that outperform the benchmark model.
机构:
Fraunhofer Inst Solar Energy Syst ISE, Heidenhofstr 2, D-79110 Freiburg, GermanyFraunhofer Inst Solar Energy Syst ISE, Heidenhofstr 2, D-79110 Freiburg, Germany
Klein, Konstantin
Herkel, Sebastian
论文数: 0引用数: 0
h-index: 0
机构:
Fraunhofer Inst Solar Energy Syst ISE, Heidenhofstr 2, D-79110 Freiburg, GermanyFraunhofer Inst Solar Energy Syst ISE, Heidenhofstr 2, D-79110 Freiburg, Germany
Herkel, Sebastian
论文数: 引用数:
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机构:
Henning, Hans-Martin
Felsmann, Clemens
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Dresden, Chair Bldg Energy Syst & Heat Supply, D-01062 Dresden, GermanyFraunhofer Inst Solar Energy Syst ISE, Heidenhofstr 2, D-79110 Freiburg, Germany
机构:
China Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
China Univ Min & Technol Beijing, Beijing Key Lab Precise Min Intergrown Energy & Re, Beijing 100083, Peoples R ChinaChina Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
Zhao, Wei
Huang, Jingwei
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
China Univ Min & Technol Beijing, Beijing Key Lab Precise Min Intergrown Energy & Re, Beijing 100083, Peoples R ChinaChina Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
Huang, Jingwei
Wang, Kai
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
China Univ Min & Technol Beijing, Beijing Key Lab Precise Min Intergrown Energy & Re, Beijing 100083, Peoples R ChinaChina Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
Wang, Kai
Hu, Peifeng
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
China Univ Min & Technol Beijing, Beijing Key Lab Precise Min Intergrown Energy & Re, Beijing 100083, Peoples R ChinaChina Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
Hu, Peifeng
Huang, Yue
论文数: 0引用数: 0
h-index: 0
机构:
China Agr Univ, Coll Food Sci & Nutr Engn, Beijing 100083, Peoples R ChinaChina Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
Huang, Yue
Li, Chengxin
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
Tongji Univ, Coll Transportat Engn, Shanghai 201804, Peoples R ChinaChina Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
Li, Chengxin
Zhu, Yuxuan
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
China Univ Min & Technol Beijing, Beijing Key Lab Precise Min Intergrown Energy & Re, Beijing 100083, Peoples R ChinaChina Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
Zhu, Yuxuan
Fan, Long
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alaska Fairbanks, Coll Engn & Mines, Fairbanks, AK 99775 USAChina Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
Fan, Long
Zhao, Lijun
论文数: 0引用数: 0
h-index: 0
机构:
China Energy Investment Grp CO Ltd, Coal Safety Supervis Ctr, Hohhot 017010, Inner Mongolia, Peoples R ChinaChina Univ Min & Technol Beijing, Sch Emergency Management & Safety Engn, Beijing 100083, Peoples R China
机构:
Beijing Normal Univ, Adv Inst Nat Sci, Zhuhai 519087, Peoples R China
Beijing Normal Univ, Sch Environm, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Adv Inst Nat Sci, Zhuhai 519087, Peoples R China
Wang, Huihui
Shi, Wanyang
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Adv Inst Nat Sci, Zhuhai 519087, Peoples R China
Capital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R ChinaBeijing Normal Univ, Adv Inst Nat Sci, Zhuhai 519087, Peoples R China
Shi, Wanyang
Xue, Hanyu
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Adv Inst Nat Sci, Zhuhai 519087, Peoples R China
Beijing Normal Univ, Zhixing Coll, Zhuhai 519087, Peoples R ChinaBeijing Normal Univ, Adv Inst Nat Sci, Zhuhai 519087, Peoples R China
Xue, Hanyu
He, Wanlin
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Adv Inst Nat Sci, Zhuhai 519087, Peoples R China
Beijing Normal Univ, Zhixing Coll, Zhuhai 519087, Peoples R ChinaBeijing Normal Univ, Adv Inst Nat Sci, Zhuhai 519087, Peoples R China
He, Wanlin
Liu, Yuanyuan
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Univ Technol, Sch Civil & Transportat Engn, Guangzhou 510006, Peoples R ChinaBeijing Normal Univ, Adv Inst Nat Sci, Zhuhai 519087, Peoples R China
机构:
Chongqing Univ Technol, Sch Management, Chongqing, Peoples R China
Chongqing Univ Technol, Land Management Res Ctr, Chongqing, Peoples R ChinaChongqing Univ Technol, Sch Management, Chongqing, Peoples R China
Yang, Yanjun
Yu, Yang
论文数: 0引用数: 0
h-index: 0
机构:
Hainan Univ, Int Business Sch, Haikou 570228, Hainan, Peoples R China
Inst Open Econ, Haikou, Hainan, Peoples R ChinaChongqing Univ Technol, Sch Management, Chongqing, Peoples R China