Min_c: Heterogeneous concentration policy for energy-aware scheduling of jobs with resource contention


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Аннотация

In this paper, we address energy-aware online scheduling of jobs with resource contention. We propose an optimization model and present new approach to resource allocation with job concentration taking into account types of applications and heterogeneous workloads that could include CPU-intensive, diskintensive, I/O-intensive, memory-intensive, network-intensive, and other applications. When jobs of one type are allocated to the same resource, they may create a bottleneck and resource contention either in CPU, memory, disk or network. It may result in degradation of the system performance and increasing energy consumption. We focus on energy characteristics of applications, and show that an intelligent allocation strategy can further improve energy consumption compared with traditional approaches. We propose heterogeneous job consolidation algorithms and validate them by conducting a performance evaluation study using the Cloud Sim toolkit under different scenarios and real data. We analyze several scheduling algorithms depending on the type and amount of information they require.

Авторлар туралы

F. Armenta-Cano

CICESE Research Center

Хат алмасуға жауапты Автор.
Email: armentac@cicese.edu.mx
Мексика, Ensenada

A. Tchernykh

CICESE Research Center

Email: armentac@cicese.edu.mx
Мексика, Ensenada

J. Cortes-Mendoza

CICESE Research Center

Email: armentac@cicese.edu.mx
Мексика, Ensenada

R. Yahyapour

University of Gottingen

Email: armentac@cicese.edu.mx
Германия, Gottingen

A. Drozdov

Moscow Institute of Physics and Technology

Email: armentac@cicese.edu.mx
Ресей, Moscow

P. Bouvry

University of Luxembourg

Email: armentac@cicese.edu.mx
Люксембург, Luxembourg

D. Kliazovich

University of Luxembourg

Email: armentac@cicese.edu.mx
Люксембург, Luxembourg

A. Avetisyan

ISP RAS

Email: armentac@cicese.edu.mx
Ресей, Moscow

S. Nesmachnow

Universidad de la Republica

Email: armentac@cicese.edu.mx
Уругвай, Montevideo

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