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Regional data center clusters have flourished in recent years to serve customers in a major city with low latency. The optimal coordination of data centers in a regional cluster has become a pressing issue because of its rising energy…

最优化与控制 · 数学 2023-06-13 Shihan Huang , Dongxiang Yan , Yue Chen

Data center operators are typically faced with three significant problems when running their data centers, i.e., rising electricity bills, growing carbon footprints and unexpected power outages. To mitigate these issues, running data…

分布式、并行与集群计算 · 计算机科学 2017-02-02 Liang Yu , Tao Jiang , Yulong Zou

Since the electricity bill of a data center constitutes a significant portion of its overall operational costs, reducing this has become important. We investigate cost reduction opportunities that arise by the use of uninterrupted power…

性能 · 计算机科学 2011-03-22 Rahul Urgaonkar , Bhuvan Urgaonkar , Michael J. Neely , Anand Sivasubramaniam

In recent years, electric vehicle (EV) charging station has experienced an increasing supply-demand mismatch due to its fluctuating renewables and unpredictable charging demand. To reduce its operating cost, this paper proposes a…

最优化与控制 · 数学 2022-04-19 Dongxiang Yan , Yue Chen

Climate change due to increasing carbon emissions by human activities has been identified as one of the most critical threat to Earth. Carbon neutralization, as a key approach to reverse climate change, has triggered the development of new…

分布式、并行与集群计算 · 计算机科学 2022-09-07 Chien-Sheng Yang , Chien-Chun Huang-Fu , I-Kang Fu

The rapid expansion of data centers (DCs) has intensified energy and carbon footprint, incurring a massive environmental computing cost. While carbon-aware workload migration strategies have been examined, existing approaches often overlook…

系统与控制 · 电气工程与系统科学 2025-04-02 Yichao Zhang , Yubo Song , Subham Sahoo

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

In this paper, we investigate the problem of minimizing the sum of energy cost and thermal discomfort cost in a long-term time horizon for a sustainable smart home with a Heating, Ventilation, and Air Conditioning (HVAC) load. Specifically,…

系统与控制 · 计算机科学 2017-09-14 Liang Yu , Tao Jiang , Yulong Zou

This study proposes a scalable Digital Twin framework for energy optimization in data centers.The framework integrates IoT-based data acquisition, cloud computing, and machine learning techniques to enable real-time monitoring, forecasting,…

分布式、并行与集群计算 · 计算机科学 2026-05-08 Raphael Hendrigo de Souza Gonçalves , Wendel Marcos dos Santos

The rapid expansion of cloud computing and data center infrastructure has led to significant energy consumption, posing environmental challenges due to the growing carbon footprint. This research explores energy-aware management strategies…

网络与互联网体系结构 · 计算机科学 2025-09-16 Rabab Khan Rongon , Krishna Das

Thermal-aware workload distribution is a common approach in the literature for power consumption optimization in data centers. However, data centers also have other operational costs such as the cost of equipment maintenance and…

系统与控制 · 电气工程与系统科学 2023-08-25 Somayye Rostami , Douglas G. Down , George Karakostas

Electric vehicle (EV) adoption in cold regions is hindered by degraded EV charging performance at low temperatures, which necessitates effective battery thermal management during charging. Given the coupling of battery charging and heating…

最优化与控制 · 数学 2026-05-28 Xiaowei Wang , Yize Chen , Yue Chen

In this work, we propose distributed and networked energy management scenarios to optimize the production and reservation of energy among a set of distributed energy nodes. In other words, the idea is to optimally allocate the generated and…

系统与控制 · 电气工程与系统科学 2023-08-23 Mohammadreza Doostmohammadian

As a critical component of modern infrastructure, data centers account for a huge amount of power consumption and greenhouse gas emission. This paper studies the electricity purchase strategy for a data center to lower its energy cost while…

系统与控制 · 电气工程与系统科学 2024-05-01 Kekun Gao , Yuejun Yan , Yixuan Liu , Endong Liu , Pengcheng You

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 service providers are distributing data centers geographically to minimize energy costs through intelligent workload distribution. With increasing data volumes in emerging cloud workloads, it is critical to factor in the network costs…

分布式、并行与集群计算 · 计算机科学 2021-06-02 Ninad Hogade , Sudeep Pasricha , Howard Jay Siegel

Over the past decade, the continuous surge in cloud computing demand has intensified data center workloads, leading to significant carbon emissions and driving the need for improving their efficiency and sustainability. This paper focuses…

计算机科学与博弈论 · 计算机科学 2024-05-29 Enno Breukelman , Sophie Hall , Giuseppe Belgioioso , Florian Dörfler

The environmental impact of Large Language Models (LLMs) on data centers hosting these models is becoming a significant concern. While many efforts have focused on reducing the substantial training overhead of LLMs, carbon and water…

系统与控制 · 电气工程与系统科学 2026-03-10 Arash Khalatbarisoltani , Amin Mahmoudi , Jie Han , Muhammad Saeed , Wenxue Liu , Jinwen Li , Solmaz Kahourzade , Amirmehdi Yazdani , Xiaosong Hu

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

This paper presents a carbon-energy coupling management framework for an industrial park, where the carbon flow model accompanying multi-energy flows is adopted to track and suppress carbon emissions on the user side. To deal with the…

系统与控制 · 电气工程与系统科学 2023-12-21 Dafeng Zhu , Bo Yang , Yu Wu , Haoran Deng , Zhaoyang Dong , Kai Ma , Xinping Guan
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