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Data centers owned and operated by large companies have a high power consumption and this is expected to increase in the future. However, the ability to shift computing loads geographically and in time can provide flexibility to the power…

Systems and Control · Electrical Eng. & Systems 2019-10-15 Weiqi Zhang , Line A. Roald , Andrew A. Chien , John R. Birge , Victor M. Zavala

The power grid is undergoing significant restructuring driven by the adoption of wind/solar power and the incorporation of new flexible technologies that can shift load in space and time (e.g., data centers, battery storage, and modular…

Systems and Control · Electrical Eng. & Systems 2023-03-21 Weiqi Zhang , Victor M. Zavala

Companies with datacenters are procuring significant amounts of renewable energy to reduce their carbon footprint. There is increasing interest in achieving 24/7 Carbon-Free Energy (CFE) matching in electricity usage, aiming to eliminate…

Physics and Society · Physics 2025-01-16 Iegor Riepin , Tom Brown , Victor Zavala

Ambitious renewable portfolio standards motivate the incorporation of energy storage resources (ESR) as sources of flexibility. While the United States government aims to promote ESR participation in electricity markets, work on market…

Systems and Control · Electrical Eng. & Systems 2022-06-07 Weiqi Zhang , Philip A. Tominac , Victor M. Zavala

Large, spatially flexible electricity consumers such as data centers can reallocate demand across locations, influencing dispatch and prices in wholesale electricity markets. While flexible load is often assumed to improve system…

Systems and Control · Electrical Eng. & Systems 2026-04-14 Aron Brenner , Deepjyoti Deka , Line Roald , Saurabh Amin

Electric vehicle charging and geo-distributed datacenters introduce spatially flexible loads (FLs) that couple power, transportation, and datacenter networks. These couplings create a closed-loop feedback between locational marginal prices…

Systems and Control · Electrical Eng. & Systems 2026-02-10 Nan Gu , Junjie Qin

Data center electricity use may reach 12% of U.S. demand by 2030, alongside growing ability to shift workloads geographically in response to prices or carbon signals. We examine the system-level implications of such strategic flexibility…

Systems and Control · Electrical Eng. & Systems 2026-02-19 Aron Brenner , Line Roald , Saurabh Amin

Data centers are facilities housing computing infrastructure for processing and storing digital information. The rapid expansion of artificial intelligence is driving unprecedented growth in data center capacity, with global electricity…

Systems and Control · Electrical Eng. & Systems 2026-03-30 Haoxiang Wan , Linhan Fang , Xingpeng Li

Data centers (DCs) are emerging as large, geographically distributed, controllable loads whose participation in electricity markets can significantly affect grid operation, especially when cloud platforms shift workloads across sites to…

Systems and Control · Electrical Eng. & Systems 2026-04-09 Shijie Pan , Zaint A. Alexakis , Charalambos Konstantinou

The rapid growth of data centres poses an evolving challenge for power systems with high variable renewable energy. Traditionally operated as passive electrical loads, data centres, have the potential to become active participants that…

Systems and Control · Electrical Eng. & Systems 2025-11-11 Mehmet Turker Takci , James Day , Meysam Qadrdan

With the increasing popularity of Cloud computing and Mobile computing, individuals, enterprises and research centers have started outsourcing their IT and computational needs to on-demand cloud services. Recently geographical load…

Networking and Internet Architecture · Computer Science 2012-04-12 Muhammad Abdullah Adnan , Ryo Sugihara , Rajesh Gupta

The Pay-as-Clear (PaC) mechanism currently used in the European electricity market can generate significant submarginal profits for renewable sources when the clearing price is determined by the marginal offers of gas-fired generation units…

Optimization and Control · Mathematics 2026-02-23 Andrea Altamura , Fabrizio Lacalandra , Antonio Frangioni

The integration of renewable sources poses challenges at the operational and economic levels of the power grid. In terms of keeping the balance between supply and demand, the usual scheme of supply following load may not be appropriate for…

Systems and Control · Computer Science 2014-04-07 Ashutosh Nayyar , Matias Negrete-Pincetic , Kameshwar Poolla , Pravin Varaiya

The exploding power consumption of AI and cloud datacenters (DCs) intensifies the long-standing concerns about their carbon footprint, especially because DCs' need for constant power clashes with volatile renewable generation needed for…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-13 Liuzixuan Lin , Andrew A. Chien

There is an intrinsic value in higher integration of multi-carrier energy systems (especially gas and electricity), to increase operational flexibility in the electricity system and to improve allocation of resources in gas and electricity…

Optimization and Control · Mathematics 2021-01-05 Shahab Shariat Torbaghan , Mehdi Madani , Peter Sels , Ana Virag , Hélène Le Cadre , Kris Kessels , Yuting Mou

Considering that the existing setup of the European electricity markets promotes the spatial coordination of neighbouring power systems only on the day-ahead market stage, regional system operators have to rely mainly on their internal…

Optimization and Control · Mathematics 2015-03-03 Stefanos Delikaraoglou , Pierre Pinson , Robert Eriksson , Tilman Weckesser

Data centers (DCs) can help decarbonize the power grid by helping absorb renewable power (e.g., wind and solar) due to their ability to shift power loads across space and time. However, to harness such load-shifting flexibility, it is…

Systems and Control · Electrical Eng. & Systems 2022-12-15 Weiqi Zhang , Line A. Roald , Victor M. Zavala

Data center electricity consumption reached 4.4% of U.S. total in 2023 and is projected to grow to 6.7--12% by 2028, imposing increasing stress on transmission networks while representing a largely untapped source of controllable…

Systems and Control · Electrical Eng. & Systems 2026-05-19 Haoxiang Wan , Xingpeng Li

Data centers (DCs) are increasingly recognized as flexible loads that can support grid frequency regulation. Yet, most existing methods treat workload scheduling and regulation capacity bidding separately, overlooking how queueing dynamics…

Systems and Control · Electrical Eng. & Systems 2026-02-03 Yingrui Fan , Junbo Zhao

The rapid expansion of data center infrastructure is reshaping power system dynamics by significantly increasing electricity demand while also offering potential for fast and controllable flexibility. To ensure reliable operation under such…

Systems and Control · Electrical Eng. & Systems 2025-10-02 Pengyu Ren , Wei Sun , Yifan Wang , Gareth Harrison
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