A Multiformalism-Based Model for Performance Evaluation of Green Data Centres
-
Published:2023-05-10
Issue:10
Volume:12
Page:2169
-
ISSN:2079-9292
-
Container-title:Electronics
-
language:en
-
Short-container-title:Electronics
Author:
Barbierato Enrico1ORCID, Manini Daniele2ORCID, Gribaudo Marco3ORCID
Affiliation:
1. Dipartimento di Matematica e Fisica, Università Cattolica del Sacro Cuore, Via della Garzetta 48, 25133 Brescia, Italy 2. Dipartimento di Informatica, Università di Torino, Corso Svizzera 185, 10124 Torino, Italy 3. Dipartimento di Elettronica, Informatica e Bioingegneria, Politecnico di Milano, Via Ponzio 34/5, 20133 Milano, Italy
Abstract
Although the coexistence of ARM and INTEL technologies in green data centres is technically feasible, significant challenges exist that must be addressed. These challenges stem from the differences in instruction sets and power consumption between the two processor architectures. While ARM processors are known for their energy efficiency, INTEL processors tend to consume more power. Consequently, evaluating the performance of hybrid architectures can be a complex task. The contributions of this article consist of (i) a multiformalism-based model of a data centre, providing a natural and convenient approach to the specification process and performance analysis of a realistic scenario and (ii) a review of the performance indices, including the choice of one architecture over another, power consumption, the response time, and request loss, according to different policies. As a result, the model aims to address issues such as system underutilization and the need to estimate the optimal workload balance, thereby providing an effective solution for evaluating the performance of hybrid hardware architectures.
Subject
Electrical and Electronic Engineering,Computer Networks and Communications,Hardware and Architecture,Signal Processing,Control and Systems Engineering
Reference31 articles.
1. Che, S., Boyer, M., Meng, J., Tarjan, D., Sheaffer, J.W., Lee, S.H., and Skadron, K. (2009, January 4–6). Rodinia: A benchmark suite for heterogeneous computing. Proceedings of the 2009 IEEE International Symposium on Workload Characterization (IISWC), Austin, TX, USA. 2. Danalis, A., Marin, G., McCurdy, C., Meredith, J.S., Roth, P.C., Spafford, K., Tipparaju, V., and Vetter, J.S. (2010, January 14). The scalable heterogeneous computing (SHOC) benchmark suite. Proceedings of the 3rd Workshop on General-Purpose Computation on Graphics Processing Units, Pittsburgh, PA, USA. 3. Towards green data centers: A comparison of x86 and ARM architectures power efficiency;Aroca;J. Parallel Distrib. Comput.,2012 4. A survey of CPU-GPU heterogeneous computing techniques;Mittal;ACM Comput. Surv. (CSUR),2015 5. State-of-the-art in heterogeneous computing;Brodtkorb;Sci. Program.,2010
Cited by
1 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
|
|