ARAAC: A Rational Allocation Approach in Cloud Data Center Networks

The expansion of telecommunication technologies touches almost all aspects life that we are living nowadays. Indeed, such technologies have emerged as a fourth essential utility alongside the traditional utilities of electricity, water, and gas. In this context, Cloud Data Center Networks (cloud-DCN...

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Main Authors: Ahmad Nahar Quttoum, Ayoub Alsarhan, Abidalrahman Moh’d
Format: Article
Language:English
Published: MDPI AG 2017-09-01
Series:Future Internet
Subjects:
Online Access:https://www.mdpi.com/1999-5903/9/3/50
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spelling doaj-573b144f14374be292210e14437dddda2020-11-25T00:38:55ZengMDPI AGFuture Internet1999-59032017-09-01935010.3390/fi9030050fi9030050ARAAC: A Rational Allocation Approach in Cloud Data Center NetworksAhmad Nahar Quttoum0Ayoub Alsarhan1Abidalrahman Moh’d2Department of Computer Engineering, Faculty of Engineering, The Hashemite University, Zarqa 13133, JordanDepartment of Computer Information System, Faculty of I.T., The Hashemite University, Zarqa 13133, JordanFaculty of Computer Science, Dalhousie University, Halifax, NS B3H 4R2, CanadaThe expansion of telecommunication technologies touches almost all aspects life that we are living nowadays. Indeed, such technologies have emerged as a fourth essential utility alongside the traditional utilities of electricity, water, and gas. In this context, Cloud Data Center Networks (cloud-DCNs) have been proposed as a promising way to cope with such a high-tech era and with any expected trends in future computing networks. Resources of cloud-DCNs are leased to the interested users in the form of services, such services come in different models that vary between software, platform, and infrastructure. The leasing process of any service model starts with the users (i.e., service tenants). A tenant asks for the service resources, and the cloud-provider allocates the resources with a charge that follows a predefined cost policy. Cloud resources are limited, and those cloud providers have profit objectives to be satisfied. Thus, to comply with the aforementioned promise, the limited resources need to be carefully allocated. Existing allocation proposals in the literature dealt with this problem in varying ways. However, none proposes a win-win allocation model that satisfies both the providers and tenants. This work proposes A Rational Allocation Approach in Cloud Data Center Networks (ARAAC) that efficiently allocates the available cloud resources, in a way that allows for a win-win environment to satisfy both parties: the providers and tenants. To do so, ARAAC deploys the Second Best-Price (SBP) mechanism along with a behavioral-based reputation model. The reputation is built according to the tenants’ utilization history throughout their previous service allocations. The reputation records along with the adoption of the SBP mechanism allows for a locally free-equilibrium approach that allocates the available cloud-DCN resources in an efficient and fair manner. In ARAAC, through an auction scenario, tenants with positive reputation records are awarded by having the required resources allocated at prices that are lower than what they have offered. Compared to other benchmark models, simulation results show that ARAAC can efficiently adapt the behavior of those rational service-tenants to provide for better use of the cloud resources, with an increase in the providers’ profits.https://www.mdpi.com/1999-5903/9/3/50cloud data center networksservice allocationsecond-best price auctionsbehavior-based reputation
collection DOAJ
language English
format Article
sources DOAJ
author Ahmad Nahar Quttoum
Ayoub Alsarhan
Abidalrahman Moh’d
spellingShingle Ahmad Nahar Quttoum
Ayoub Alsarhan
Abidalrahman Moh’d
ARAAC: A Rational Allocation Approach in Cloud Data Center Networks
Future Internet
cloud data center networks
service allocation
second-best price auctions
behavior-based reputation
author_facet Ahmad Nahar Quttoum
Ayoub Alsarhan
Abidalrahman Moh’d
author_sort Ahmad Nahar Quttoum
title ARAAC: A Rational Allocation Approach in Cloud Data Center Networks
title_short ARAAC: A Rational Allocation Approach in Cloud Data Center Networks
title_full ARAAC: A Rational Allocation Approach in Cloud Data Center Networks
title_fullStr ARAAC: A Rational Allocation Approach in Cloud Data Center Networks
title_full_unstemmed ARAAC: A Rational Allocation Approach in Cloud Data Center Networks
title_sort araac: a rational allocation approach in cloud data center networks
publisher MDPI AG
series Future Internet
issn 1999-5903
publishDate 2017-09-01
description The expansion of telecommunication technologies touches almost all aspects life that we are living nowadays. Indeed, such technologies have emerged as a fourth essential utility alongside the traditional utilities of electricity, water, and gas. In this context, Cloud Data Center Networks (cloud-DCNs) have been proposed as a promising way to cope with such a high-tech era and with any expected trends in future computing networks. Resources of cloud-DCNs are leased to the interested users in the form of services, such services come in different models that vary between software, platform, and infrastructure. The leasing process of any service model starts with the users (i.e., service tenants). A tenant asks for the service resources, and the cloud-provider allocates the resources with a charge that follows a predefined cost policy. Cloud resources are limited, and those cloud providers have profit objectives to be satisfied. Thus, to comply with the aforementioned promise, the limited resources need to be carefully allocated. Existing allocation proposals in the literature dealt with this problem in varying ways. However, none proposes a win-win allocation model that satisfies both the providers and tenants. This work proposes A Rational Allocation Approach in Cloud Data Center Networks (ARAAC) that efficiently allocates the available cloud resources, in a way that allows for a win-win environment to satisfy both parties: the providers and tenants. To do so, ARAAC deploys the Second Best-Price (SBP) mechanism along with a behavioral-based reputation model. The reputation is built according to the tenants’ utilization history throughout their previous service allocations. The reputation records along with the adoption of the SBP mechanism allows for a locally free-equilibrium approach that allocates the available cloud-DCN resources in an efficient and fair manner. In ARAAC, through an auction scenario, tenants with positive reputation records are awarded by having the required resources allocated at prices that are lower than what they have offered. Compared to other benchmark models, simulation results show that ARAAC can efficiently adapt the behavior of those rational service-tenants to provide for better use of the cloud resources, with an increase in the providers’ profits.
topic cloud data center networks
service allocation
second-best price auctions
behavior-based reputation
url https://www.mdpi.com/1999-5903/9/3/50
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