Applications of auction and mechanism design in edge computing: a survey
Edge computing as a promising technology provides lower latency, more efficient transmission, and faster speed of data processing since the edge servers are closer to the user devices. Each edge server with limited resources can offload latency-sensitive and computation-intensive tasks from nearby u...
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sg-ntu-dr.10356-1644322023-01-25T02:31:45Z Applications of auction and mechanism design in edge computing: a survey Qiu, Houming Zhu, Kun Luong, Nguyen Cong Yi, Changyan Niyato, Dusit Kim, Dong In School of Computer Science and Engineering Engineering::Computer science and engineering Edge Computing Cloudlet Edge computing as a promising technology provides lower latency, more efficient transmission, and faster speed of data processing since the edge servers are closer to the user devices. Each edge server with limited resources can offload latency-sensitive and computation-intensive tasks from nearby user devices. However, edge computing faces challenges such as resource allocation, energy consumption, security and privacy issues, etc. Auction mechanisms can well characterize bidirectional interactions between edge servers and user devices under the above constraints in edge computing. As demonstrated by the existing works, auction and mechanism design approaches are outstanding on achieving optimal allocation strategy while guaranteeing mutual satisfaction among edge servers and user devices, especially for scenarios with scarce resources. In this paper, we introduce a comprehensive survey of recent researches that apply auction approaches in edge computing. Firstly, a brief overview of edge computing including three common edge computing paradigms, i.e., cloudlet, fog computing and mobile edge computing, is presented. Then, we introduce fundamentals and backgrounds of auction schemes commonly used in edge computing systems. After then, a comprehensive survey of applications of auction-based approaches applied for edge computing is provided, which is categorized by different auction approaches. Finally, several open challenges and promising research directions are discussed. This work was supported in part by National Natural Science Foundation of China (Grant No. 62071230, 62061146002, and 62002164), and in part by Natural Science Foundation of Jiangsu Province (Grant No. BK20211567). 2023-01-25T02:31:45Z 2023-01-25T02:31:45Z 2022 Journal Article Qiu, H., Zhu, K., Luong, N. C., Yi, C., Niyato, D. & Kim, D. I. (2022). Applications of auction and mechanism design in edge computing: a survey. IEEE Transactions On Cognitive Communications and Networking, 8(2), 1034-1058. https://dx.doi.org/10.1109/TCCN.2022.3147196 2332-7731 https://hdl.handle.net/10356/164432 10.1109/TCCN.2022.3147196 2-s2.0-85124071624 2 8 1034 1058 en IEEE Transactions on Cognitive Communications and Networking © 2022 IEEE. All rights reserved. |
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Engineering::Computer science and engineering Edge Computing Cloudlet Qiu, Houming Zhu, Kun Luong, Nguyen Cong Yi, Changyan Niyato, Dusit Kim, Dong In Applications of auction and mechanism design in edge computing: a survey |
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Edge computing as a promising technology provides lower latency, more efficient transmission, and faster speed of data processing since the edge servers are closer to the user devices. Each edge server with limited resources can offload latency-sensitive and computation-intensive tasks from nearby user devices. However, edge computing faces challenges such as resource allocation, energy consumption, security and privacy issues, etc. Auction mechanisms can well characterize bidirectional interactions between edge servers and user devices under the above constraints in edge computing. As demonstrated by the existing works, auction and mechanism design approaches are outstanding on achieving optimal allocation strategy while guaranteeing mutual satisfaction among edge servers and user devices, especially for scenarios with scarce resources. In this paper, we introduce a comprehensive survey of recent researches that apply auction approaches in edge computing. Firstly, a brief overview of edge computing including three common edge computing paradigms, i.e., cloudlet, fog computing and mobile edge computing, is presented. Then, we introduce fundamentals and backgrounds of auction schemes commonly used in edge computing systems. After then, a comprehensive survey of applications of auction-based approaches applied for edge computing is provided, which is categorized by different auction approaches. Finally, several open challenges and promising research directions are discussed. |
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School of Computer Science and Engineering |
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School of Computer Science and Engineering Qiu, Houming Zhu, Kun Luong, Nguyen Cong Yi, Changyan Niyato, Dusit Kim, Dong In |
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Article |
author |
Qiu, Houming Zhu, Kun Luong, Nguyen Cong Yi, Changyan Niyato, Dusit Kim, Dong In |
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Qiu, Houming |
title |
Applications of auction and mechanism design in edge computing: a survey |
title_short |
Applications of auction and mechanism design in edge computing: a survey |
title_full |
Applications of auction and mechanism design in edge computing: a survey |
title_fullStr |
Applications of auction and mechanism design in edge computing: a survey |
title_full_unstemmed |
Applications of auction and mechanism design in edge computing: a survey |
title_sort |
applications of auction and mechanism design in edge computing: a survey |
publishDate |
2023 |
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https://hdl.handle.net/10356/164432 |
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1756370570182656000 |