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Data center providers seek to minimize their total cost of ownership (TCO), while power consumption has become a social concern. We present formulations to minimize server energy consumption and server cost under three different data center…

分布式、并行与集群计算 · 计算机科学 2013-09-17 Haiyang Qian , Fu Li , Ravishankar Ravindran , Deep Medhi

In this paper, we consider the expansion of power grids under emerging large loads from data centers and electrified manufacturing. We develop a multi-period grid capacity expansion model to determine optimal investment profiles for power…

系统与控制 · 电气工程与系统科学 2026-05-29 Jiyong Lee , Melody Agustin , Joanne Langsdorf , Erhan Kutanolgu , Michael Baldea , Ilias Mitrai

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…

系统与控制 · 电气工程与系统科学 2025-10-29 Sophie Hall , Francesco Micheli , Giuseppe Belgioioso , Ana Radovanović , Florian Dörfler

Cloud providers, like Amazon, offer their data centers' computational and storage capacities for lease to paying customers. High electricity consumption, associated with running a data center, not only reflects on its carbon footprint, but…

分布式、并行与集群计算 · 计算机科学 2011-02-16 Michele Mazzucco , Dmytro Dyachuk , Ralph Deters

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…

分布式、并行与集群计算 · 计算机科学 2025-11-13 Liuzixuan Lin , Andrew A. Chien

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…

系统与控制 · 电气工程与系统科学 2026-03-30 Haoxiang Wan , Linhan Fang , Xingpeng Li

The growing electricity demand of AI data centers introduces significant voltage variability in power networks, affecting not only their own operation but also the experience of all users sharing the network. To smooth data center impacts…

系统与控制 · 电气工程与系统科学 2026-03-24 Yanyong Mao , Johanna L. Mathieu , Vladimir Dvorkin

Data centers handle impressive high figures in terms of energy consumption, and the growing popularity of Cloud applications is intensifying their computational demand. Moreover, the cooling needed to keep the servers within reliable…

分布式、并行与集群计算 · 计算机科学 2023-12-19 Patricia Arroba , José L. Risco-Martín , José M. Moya , José L. Ayala

Datacenters (DCs) are deployed in a large scale to support the ever increasing demand for data processing to support various applications. The energy consumption of DCs becomes a critical issue. Powering DCs with renewable energy can…

网络与互联网体系结构 · 计算机科学 2015-08-28 Liang Zhang , Tao Han , Nirwan Ansari

In this paper we propose a novel adaptive online optimization algorithm tailored to the management of microgrids with high renewable energy penetration, which can be formulated as a constrained, online optimization problem. The proposed…

最优化与控制 · 数学 2025-12-05 Wouter J. A. van Weerelt , Angela Fontan , Nicola Bastianello

The increasing popularity of cloud computing has resulted in a proliferation of data centers. Effective placement of data centers improves network performance and minimizes clients' perceived latency. The problem of determining the optimal…

网络与互联网体系结构 · 计算机科学 2018-02-06 Wuqiong Luo , Wee Peng Tay , Peng Sun , Yonggang Wen

Contemporary industrial parks are challenged by the growing concerns about high cost and low efficiency of energy supply. Moreover, in the case of uncertain supply/demand, how to mobilize delay-tolerant elastic loads and compensate…

系统与控制 · 电气工程与系统科学 2022-04-11 Dafeng Zhu , Bo Yang , Chengbin Ma , Zhaojian Wang , Shanying Zhu , Kai Ma , Xinping Guan

The control and managing of power demand and supply become very crucial because of penetration of renewables in the electricity networks and energy demand increase in residential and commercial sectors. In this paper, a new approach is…

系统与控制 · 电气工程与系统科学 2020-01-28 Seyyed Danial Nazemi , Khashayar Mahani , Ali Ghofrani , Burcu Ece Kose , Mahraz Amini , Mohsen A. Jafari

Internet-scale distributed systems such as content delivery networks (CDNs) operate hundreds of thousands of servers deployed in thousands of data center locations around the globe. Since the energy costs of operating such a large IT…

网络与互联网体系结构 · 计算机科学 2011-09-27 Vimal Mathew , Ramesh K. Sitaraman , Prashant Shenoy

The fluctuations of electricity prices in demand response schemes and intermittency of renewable energy supplies necessitate the adoption of energy storage in microgrids. However, it is challenging to design effective real-time energy…

数据结构与算法 · 计算机科学 2017-09-25 Chi-Kin Chau , Guanglin Zhang , Minghua Chen

Energy consumption has become a first-class optimization goal in design and implementation of data-intensive computing systems. This is particularly true in the design of database management systems (DBMS), which was found to be the major…

数据库 · 计算机科学 2017-03-09 Peyman Behzadnia , Yi-Cheng Tu , Bo Zeng , Wei Yuan

Mobile micro-clouds are promising for enabling performance-critical cloud applications. However, one challenge therein is the dynamics at the network edge. In this paper, we study how to place service instances to cope with these dynamics,…

分布式、并行与集群计算 · 计算机科学 2016-09-19 Shiqiang Wang , Rahul Urgaonkar , Ting He , Kevin Chan , Murtaza Zafer , Kin K. Leung

Analyzing data centers with thermal-aware optimization techniques is a viable approach to reduce energy consumption of data centers. By taking into account thermal consequences of job placements among the servers of a data center, it is…

系统与控制 · 计算机科学 2016-11-03 Tobias Van Damme , Claudio De Persis , Pietro Tesi

The amalgamation of Internet of Things and the smart grid enables the energy optimal scheduling of appliances based on user needs and dynamic energy prices. Additionally, progress in local storage technology calls for exploiting additional…

系统与控制 · 电气工程与系统科学 2022-11-17 Brian Setz , Kawsar Haghshenas , Marco Aiello

Energy costs are quickly rising in large-scale data centers and are soon projected to overtake the cost of hardware. As a result, data center operators have recently started turning into using more energy-friendly hardware. Despite the…

数据库 · 计算机科学 2009-09-15 Stavros Harizopoulos , Mehul Shah , Justin Meza , Parthasarathy Ranganathan