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...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
IEEE
2021-01-01
|
Series: | IEEE Access |
Subjects: | |
Online Access: | https://ieeexplore.ieee.org/document/9530537/ |
id |
doaj-32b4602442f44528b2538ba7ce23dfc4 |
---|---|
record_format |
Article |
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/ |
work_keys_str_mv |
AT nafisehsharghivand acomprehensivesurveyonauctionmechanismdesignforcloudedgeresourcemanagementandpricing AT farnazderakhshan acomprehensivesurveyonauctionmechanismdesignforcloudedgeresourcemanagementandpricing AT nazlisiasi acomprehensivesurveyonauctionmechanismdesignforcloudedgeresourcemanagementandpricing AT nafisehsharghivand comprehensivesurveyonauctionmechanismdesignforcloudedgeresourcemanagementandpricing AT farnazderakhshan comprehensivesurveyonauctionmechanismdesignforcloudedgeresourcemanagementandpricing AT nazlisiasi comprehensivesurveyonauctionmechanismdesignforcloudedgeresourcemanagementandpricing |
_version_ |
1717377046097690624 |