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Explosive growth in energy-intensive AI data centers is outstripping the pace of power grid interconnection and transmission expansion. While operational flexibility has been proposed to mitigate this stress, existing processes are often…

Systems and Control · Electrical Eng. & Systems 2026-05-19 Dongjoo Kim , Lin Dong , Le Xie

Cloud computing revolutionised the industry with its elastic, on-demand approach to computational resources, but has lead to a tremendous impact on the environment. Data centers constitute 1.1-1.5% of total electricity usage in the world.…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-01-22 Dražen Lučanin , Ivona Brandić

Recent increase in energy prices has led researchers to find better ways for capacity provisioning in data centers to reduce energy wastage due to the variation in workload. This paper explores the opportunity for cost saving utilizing the…

Networking and Internet Architecture · Computer Science 2015-03-19 Muhammad Abdullah Adnan , Ryo Sugihara , Yan Ma , Rajesh Gupta

The implementation of electricity markets based on locational marginal pricing in a multi-settlement process has allowed wholesale competition, with pricing mechanisms that incentivize the optimal allocation of generation, transmission, and…

Systems and Control · Electrical Eng. & Systems 2020-12-29 Veronica R. Bosquezfoti , Andrew L. Liu

The global race to artificial intelligence competitive advantage is challenging electricity grids by demanding growing data center capacity. Addressing this challenge requires synergistic operational strategies that integrate data centers…

Systems and Control · Electrical Eng. & Systems 2026-05-05 Enea Figini , Mario Paolone

Increased uptake of variable renewable generation and further electrification of energy demand necessitate efficient coordination of flexible demand resources to make most efficient use of power system assets. Flexible electrical loads are…

Systems and Control · Electrical Eng. & Systems 2021-06-11 Hazem A. Abdelghany , Simon H. Tindemans , Mathijs M. de Weerdt , Han la Poutré

Energy cooperatives (ECs) such as residential and industrial microgrids have the potential to mitigate increasing fluctuations in renewable electricity generation, but only if their joint response is coordinated. However, the coordination…

Multiagent Systems · Computer Science 2019-02-25 Shantanu Chakraborty , Pablo Hernandez-Leal , Michael Kaisers

The batch and online workload of Internet data centers (IDCs) offer temporal and spatial scheduling flexibility. Given that power generation costs vary over time and location, harnessing the flexibility of IDCs' energy consumption through…

Systems and Control · Electrical Eng. & Systems 2024-11-27 Chuyi Li , Kedi Zheng , Hongye Guo , Chongqing Kang , Qixin Chen

Electrification is contributing to substantial growth in U.S. commercial and industrial loads, but the cost and Scope 2 carbon emission implications of this load growth are opaque for both power consumers and utilities. This work describes…

Systems and Control · Electrical Eng. & Systems 2026-01-21 Fletcher T. Chapin , Akshay K. Rao , Adhithyan Sakthivelu , Carson I. Tucker , Eres David , Casey S. Chen , Erin Musabandesu , Meagan S. Mauter

This thesis presents a fundamental rethink of electricity market design at the wholesale and balancing layers. Rather than treating markets as static spot clearing mechanisms, it reframes them as a continuously online, event driven…

Systems and Control · Electrical Eng. & Systems 2025-12-18 Shaun Sweeney , Robert Shorten , Mark O'Malley

Renewable distributed energy resources (DERs) have the potential to provide multi-location electricity consumers (MLECs) with electricity at prices lower than those offered by the grid using behind-the-meter advantages. This study examines…

Computer Science and Game Theory · Computer Science 2023-10-24 Sara Mollaeivaneghi , Julia Barbosa , Florian Steinke

Transactive or market-based coordination strategies have recently been proposed for controlling the aggregate demand of a large number of electric loads. Such schemes offer operational benefits such as enforcing distribution feeder capacity…

Systems and Control · Computer Science 2017-02-17 Md Salman Nazir , Ian A. Hiskens

Data centers are significant contributors to carbon emissions and can strain power systems due to their high electricity consumption. To mitigate this impact and to participate in demand response programs, cloud computing companies strive…

Systems and Control · Electrical Eng. & Systems 2025-10-29 Sophie Hall , Francesco Micheli , Giuseppe Belgioioso , Ana Radovanović , Florian Dörfler

This paper proposes a market clearing mechanism for energy trading in a local transactive market, where each player can participate in the market as seller or buyer and tries to maximize its welfare individually. Market players send their…

Systems and Control · Computer Science 2018-10-29 Mohsen Khorasany , Yateendra Mishra , Gerard Ledwich

Participating in demand response programs is a promising tool for reducing energy costs in data centers by modulating energy consumption. Towards this end, data centers can employ a rich set of resource management knobs, such as workload…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-01-30 Yong Zhan , Mahdi Ghamkhari , Du Xu , Shaolei Ren , Hamed Mohsenian-Rad

This review analysis presents a comprehensive exploration of energy flexibility in modern power systems. It examines the roles and mechanisms of flexible technologies across three main categories: generators, energy storage systems (ESS),…

Systems and Control · Electrical Eng. & Systems 2025-08-21 Jesus Silva-Rodriguez , Tianxia Zhao , Ran Mo , Xingpeng Li

In order to reduce the energy cost of data centers, recent studies suggest distributing computation workload among multiple geographically dispersed data centers, by exploiting the electricity price difference. However, the impact of data…

Systems and Control · Computer Science 2016-08-23 Hao Wang , Jianwei Huang , Xiaojun Lin , Hamed Mohsenian-Rad

A large fraction of the total electric load is comprised of end-use devices whose demand for energy is inherently deferrable in time. Of interest is the potential to leverage on such latent flexibility in demand to absorb variability in…

Optimization and Control · Mathematics 2016-08-23 Eilyan Bitar , Yunjian Xu

Recent studies have shown that power-proportional data centers can save energy cost by dynamically "right-sizing" the data centers based on real-time workload. More servers are activated when the workload increases while some servers can be…

Networking and Internet Architecture · Computer Science 2018-03-29 Ming Zhang , Zizhan Zheng , Ness Shroff

Industrial electricity consumers with flexible demand can profit by adjusting their load to short-term prices and by providing balancing services to the grid. Markets which support this kind of short-term position adjustment are the…

Optimization and Control · Mathematics 2023-03-20 E. Finhold , C. Gärtner , R. Grindel , T. Heller , N. Leithäuser , E. Röger , F. Schirra