A Comprehensive Survey on Auction Mechanism Design for Cloud/Edge Resource Management and Pricing

Driven by the vision of cloud and edge computing as the 5th utility, a major challenge is the efficient resource management and pricing taking into account incentives and preferences of cloud/edge providers, users, and the system. In recent years, auction mechanism design has gained wide attention a...

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Main Authors: Nafiseh Sharghivand, Farnaz Derakhshan, Nazli Siasi
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9530537/
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spelling doaj-32b4602442f44528b2538ba7ce23dfc42021-09-17T23:00:35ZengIEEEIEEE Access2169-35362021-01-01912650212652910.1109/ACCESS.2021.31109149530537A Comprehensive Survey on Auction Mechanism Design for Cloud/Edge Resource Management and PricingNafiseh Sharghivand0https://orcid.org/0000-0002-2546-0893Farnaz Derakhshan1https://orcid.org/0000-0001-5155-0991Nazli Siasi2https://orcid.org/0000-0003-0409-828XDepartment of Computer Engineering, University of Tabriz, Tabriz, IranDepartment of Computer Engineering, University of Tabriz, Tabriz, IranDepartment of Physics, Computer Science and Engineering, Christopher Newport University, Newport News, VA, USADriven by the vision of cloud and edge computing as the 5th utility, a major challenge is the efficient resource management and pricing taking into account incentives and preferences of cloud/edge providers, users, and the system. In recent years, auction mechanism design has gained wide attention as a tool for addressing this challenge. Here existing surveys lack detailed studies in this area, hence this work presents a comprehensive survey on the state-of-the-art auction-based mechanisms in the field of cloud/edge computing. First, the problem statements and background are presented for cloud/edge computing and auction theory. This is followed by a collaboration model on the benefits of auction mechanism designs to cloud/edge computing. Next, various auction mechanisms in cloud computing are reviewed based upon the following aspects: (1) direction of bids—forward, reverse, and two-sided auctions, (2) the heterogeneity of resources—combinatorial auctions, (3) the number and types of adopted attributes in winner determination—multi-attribute auctions, (4) the setting of auction—offline, online, or sequential auctions, and (5) the interoperability among cloud providers—inter-clouds. For each aspect, existing studies are summarized along with their saliencies and drawbacks. Moreover, existing auction mechanisms in the context of edge computing are also presented. Our comprehensive survey shows that although significant progress has been achieved in this field, there still exist key challenges that need to be investigated, as discussed here to provide future research directions.https://ieeexplore.ieee.org/document/9530537/Auction mechanism designcloud computingedge computingresource managementresource pricing
collection DOAJ
language English
format Article
sources DOAJ
author Nafiseh Sharghivand
Farnaz Derakhshan
Nazli Siasi
spellingShingle Nafiseh Sharghivand
Farnaz Derakhshan
Nazli Siasi
A Comprehensive Survey on Auction Mechanism Design for Cloud/Edge Resource Management and Pricing
IEEE Access
Auction mechanism design
cloud computing
edge computing
resource management
resource pricing
author_facet Nafiseh Sharghivand
Farnaz Derakhshan
Nazli Siasi
author_sort Nafiseh Sharghivand
title A Comprehensive Survey on Auction Mechanism Design for Cloud/Edge Resource Management and Pricing
title_short A Comprehensive Survey on Auction Mechanism Design for Cloud/Edge Resource Management and Pricing
title_full A Comprehensive Survey on Auction Mechanism Design for Cloud/Edge Resource Management and Pricing
title_fullStr A Comprehensive Survey on Auction Mechanism Design for Cloud/Edge Resource Management and Pricing
title_full_unstemmed A Comprehensive Survey on Auction Mechanism Design for Cloud/Edge Resource Management and Pricing
title_sort comprehensive survey on auction mechanism design for cloud/edge resource management and pricing
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description Driven by the vision of cloud and edge computing as the 5th utility, a major challenge is the efficient resource management and pricing taking into account incentives and preferences of cloud/edge providers, users, and the system. In recent years, auction mechanism design has gained wide attention as a tool for addressing this challenge. Here existing surveys lack detailed studies in this area, hence this work presents a comprehensive survey on the state-of-the-art auction-based mechanisms in the field of cloud/edge computing. First, the problem statements and background are presented for cloud/edge computing and auction theory. This is followed by a collaboration model on the benefits of auction mechanism designs to cloud/edge computing. Next, various auction mechanisms in cloud computing are reviewed based upon the following aspects: (1) direction of bids—forward, reverse, and two-sided auctions, (2) the heterogeneity of resources—combinatorial auctions, (3) the number and types of adopted attributes in winner determination—multi-attribute auctions, (4) the setting of auction—offline, online, or sequential auctions, and (5) the interoperability among cloud providers—inter-clouds. For each aspect, existing studies are summarized along with their saliencies and drawbacks. Moreover, existing auction mechanisms in the context of edge computing are also presented. Our comprehensive survey shows that although significant progress has been achieved in this field, there still exist key challenges that need to be investigated, as discussed here to provide future research directions.
topic Auction mechanism design
cloud computing
edge computing
resource management
resource pricing
url https://ieeexplore.ieee.org/document/9530537/
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