GreenCloud: A Packet-Level Simulator of Energy-Aware Cloud Computing Data Centers

Kliazovich, Dzmitry; Bouvry, Pascal; Audzevich, Yury; Khan, Samee U.

doi:10.1109/glocom.2010.5683561

Cited by 249 publications

(177 citation statements)

References 11 publications

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“…It is an open-source apparatus which is intended for recreating a server farm in distributed computing [18]. It is an extensionof the outstanding test system in PC organizing, NS-2.…”

Section: B Green Cloudmentioning

confidence: 99%

A Study on Simulation Tools in Cloud Computing

2018

IJRTER

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Abstract-today, distributed computing has turned into a promising worldview that goes for conveying figuring assets and administrations on request. The reception of these administrations has been quickly expanding. One of the fundamental issues in this setting is the manner by which to assess the capacity of cloud frameworks to give the coveted administrations while regarding the QoS requirements. Experimentation in a genuine situation is a difficult issue. Truth be told, the monetary cost and the time required are high. Likewise, the examinations are not repeatable, on the grounds that various factors that are not under control of the analyzer may influence exploratory outcomes. Accordingly, utilizing reenactment structures to assess cloud applications is favored. This paper introduces a study of the current simulation instruments in distributed computing. It gives likewise a basic and similar investigation of the considered instruments. At last, it emerges a noteworthy test to be tended to for additionally inquire about.

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“…It is an open-source apparatus which is intended for recreating a server farm in distributed computing [18]. It is an extensionof the outstanding test system in PC organizing, NS-2.…”

Section: B Green Cloudmentioning

confidence: 99%

A Study on Simulation Tools in Cloud Computing

2018

IJRTER

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“…More recently Cloud simulators have been proposed which are capable of modelling the tradeoff between not only cost and Quality of Service, but also energy consumption. These include CloudSim [17], GreenCloud [18], and MDCSim [19].…”

Section: Simulation Frameworkmentioning

confidence: 99%

HTC‐Sim: a trace‐driven simulation framework for energy consumption in high‐throughput computing systems

Forshaw¹,

McGough²,

Thomas³

2016

Concurrency and Computation

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SUMMARYHigh Throughput Computing (HTC) is a powerful paradigm allowing vast quantities of independent work to be performed simultaneously across many loosely coupled computers. These systems often exploit the idle time available on computers provisioned for other purposes -volunteer computing. However, until recently, little evaluation has been performed on the energy impact of HTC. Many organisations now seek to minimise energy consumption across their IT infrastructure. However, it is unclear how this will affect the usability of HTC systems especially when exploiting volunteer computers. We present here HTC-Sim, a simulation system which allows the evaluation of different energy reduction policies across an HTC system. We model systems which are comprised of both collections of computational resources dedicated to HTC work and resources provided through volunteer computing -a Desktop Grid. We demonstrate that our simulation software scales linearly with increasing HTC workload. We go further to evaluate a number of resource selection policies in terms of the overheads / slowdown incurred, and the energy impact on the HTC system.

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“…On the other hand, it has been used to create low level cloud simulators as: EMUSIM, CDOSim [14] . GreenCloud [11] was based on Ns2 [15] a discrete cloud simulator implementing simulation of full TCP/IP. GreenCloud has been proposed to simulate the energy/power consumption aspects of cloud, and the networking level, thus suitable to simulate workload distributions and make decisions on the basis of mathematical models on energy consumption.…”

Section: Related Work On Cloud Simulatorsmentioning

confidence: 99%

“…In the literature, a number of cloud simulators allows any reasoning on cloud configurations, mainly addressing low level aspects of communicating processes on cloud such as CloudSim [7] , NetworkCloudSim [10] , and MDCSim [13] , or on energy consumption as GreenCloud [11] , iCanCloud [18] even modeling the hardware aspects. A survey on mathematical models for cloud simulation is offered in [23] .…”

Section: Introductionmentioning

confidence: 99%

ICARO Cloud Simulator exploiting knowledge base

Badii

Bellini

Bruno

et al. 2016

Simulation Modelling Practice and Theory

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a b s t r a c tAllocation changes on cloud are complex and time consuming tasks, on cloning, scaling, etc. A solution to cope with these aspects is to perform a simulation. Cloud simulators have been proposed to assess conditions adopting specific models for energy, cloud capacity, allocations, networking, security, etc. In this paper, ICARO Cloud Simulator is proposed. It has been specifically designed for simulating the workload on the basis of real virtual machine workloads and for simulating complex business configurations and behaviours for wide temporal windows. This approach can be useful to predict and simulate the allocation of virtual machines on hosts and, thus, data centers on the basis of real business configuration behaviour for days, weeks, months, etc. (for example, to predict workloads). The proposed research has been developed in the context of the ICARO Cloud research and development project.

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GreenCloud: A Packet-Level Simulator of Energy-Aware Cloud Computing Data Centers

Cited by 249 publications

References 11 publications

A Study on Simulation Tools in Cloud Computing

A Study on Simulation Tools in Cloud Computing

HTC‐Sim: a trace‐driven simulation framework for energy consumption in high‐throughput computing systems

ICARO Cloud Simulator exploiting knowledge base

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