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The energy consumption of data centers assumes a significant fraction of the world's overall energy consumption. Most data centers are statically provisioned, leading to a very low average utilization of servers. In this work, we survey…

数据结构与算法 · 计算机科学 2021-08-24 Jonas Hübotter

A key strategy to build disaster-resilient clouds is to employ backups of virtual machines in a geo-distributed infrastructure. Today, the continuous and acknowledged replication of virtual machines in different servers is a service…

网络与互联网体系结构 · 计算机科学 2015-10-21 Rodrigo de Souza Couto , Stefano Secci , Miguel Elias Mitre Campista , Luís Henrique Maciel Kosmalski Costa

Recent breakthroughs in generative artificial intelligence have triggered a surge in demand for machine learning training, which poses significant cost burdens and environmental challenges due to its substantial energy consumption.…

人工智能 · 计算机科学 2023-04-18 Siyue Zhang , Minrui Xu , Wei Yang Bryan Lim , Dusit Niyato

Infrastructure-as-a-Service (IaaS) clouds have become more popular enabling users to run applications under virtual machines. This paper investigates the energy-aware virtual machine (VM) allocation problems in IaaS clouds along…

网络与互联网体系结构 · 计算机科学 2015-11-24 Nguyen Quang-Hung , Nam Thoai

In this paper, a solution for sustainable cloud system is proposed and then implemented on a real testbed. The solution composes of optimization of a profit model and introduction of virtual carbon tax to limit environmental footprint of…

分布式、并行与集群计算 · 计算机科学 2017-11-02 Fereydoun Farrahi Moghaddam , Mohamed Cheriet

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

According to the pay-per-use model adopted in clouds, the more the resources consumed by an application running in a cloud computing environment, the greater the amount of money the owner of the corresponding application will be charged.…

分布式、并行与集群计算 · 计算机科学 2012-06-28 Nikos Tziritas , Samee Ullah Khan , Cheng-Zhong Xu , Jue Hong

Energy storage in data centers has mainly been used as devices to backup generators during power outages. Recently, there has been a growing interest in using energy storage devices to actively shape power consumption in data centers to…

分布式、并行与集群计算 · 计算机科学 2016-06-07 Yuanyuan Shi , Bolun Xu , Baosen Zhang , Di Wang

With the rapid development of virtualization techniques, cloud data centers allow for cost effective, flexible, and customizable deployments of applications on virtualized infrastructure. Virtual machine (VM) placement aims to assign each…

分布式、并行与集群计算 · 计算机科学 2020-01-22 Abdulaziz Alashaikh , Eisa Alanazi , Ala Al-Fuqaha

Existing VM placement schemes have measured their effectiveness solely by looking either Physical Machine's resources(CPU, memory) or network resource. However, real applications use all resource types to varying degrees. The result of…

分布式、并行与集群计算 · 计算机科学 2015-06-24 Mayank Mishra , Umesh Bellur

Optimal resource utilization for executing tasks within the cloud is one of the biggest challenges. In executing the task over a cloud, the resource provisioner is responsible for providing the resources to create virtual machines. To…

分布式、并行与集群计算 · 计算机科学 2012-07-12 Gaurav Raj , Ankit Nischal

Workload predictions in cloud computing is obviously an important topic. Most of the existing publications employ various time series techniques, that might be difficult to implement. We suggest here another route, which has already been…

分布式、并行与集群计算 · 计算机科学 2019-03-12 Michel Fliess , Cédric Join , Maria Bekcheva , Alireza Moradi , Hugues Mounier

Virtualization is a very popular solution to many problems in datacenter management. It offers increased utilization of existing system resources through effective consolidation, negating the need for more servers and additional rack space.…

密码学与安全 · 计算机科学 2014-04-09 Dr. Timur Mirzoev , Dr. Baijian Yang

Cloud computing has emerged as a powerful and elastic platform for internet service hosting, yet it also draws concerns of the unpredictable performance of cloud-based services due to network congestion. To offer predictable performance,…

网络与互联网体系结构 · 计算机科学 2017-01-10 Ruozhou Yu , Guoliang Xue , Xiang Zhang , Dan Li

A wireless system is considered, where, computationally complex algorithms are offloaded from user devices to an edge cloud server, for the purpose of efficient battery usage. The main focus of this paper is to characterize and analyze, the…

分布式、并行与集群计算 · 计算机科学 2017-11-01 Shreya Tayade , Peter Rost , Andreas Maeder , Hans D. Schotten

This paper presents a machine learning-based approach to estimate the energy consumption of virtual servers without access to physical power measurement interfaces. Using resource utilization metrics collected from guest virtual machines,…

机器学习 · 计算机科学 2025-09-15 Amandip Sangha

In cloud infrastructure, accommodating multiple virtual networks on a single physical network reduces power consumed by physical resources and minimizes cost of operating cloud data centers. However, mapping multiple virtual network…

分布式、并行与集群计算 · 计算机科学 2015-05-04 Ashraf A. Shahin

The cloud computing industry has grown rapidly over the last decade, and with this growth there is a significant increase in demand for compute resources. Demand is manifested in the form of Virtual Machine (VM) requests, which need to be…

数据结构与算法 · 计算机科学 2020-11-13 Niv Buchbinder , Yaron Fairstein , Konstantina Mellou , Ishai Menache , Joseph , Naor

In Wolke et al. [1] we compare the efficiency of different resource allocation strategies experimentally. We focused on dynamic environments where virtual machines need to be allocated and deallocated to servers over time. In this companion…

分布式、并行与集群计算 · 计算机科学 2017-03-02 Andreas Wolke , Martin Bichler , Fernando Chirigati , Victoria Steeves

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