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An Efficient Multi-Cloud Service Composition Using a Distributed Multiagent-Based, Memory-Driven Approach

delete2021-07-01
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OA
AI
P
Philip Kendrick
T
Thar Baker *
Z
Zakaria Maamar
A
Abir Hussain
R
Rajkumar Buyya
D
Dhiya Al‐Jumeily
DOI:10.1109/TSUSC.2018.2881416delete
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摘要

摘要

En 中文
Cloud services are often distributed across several data centers requiring new scalable approaches to efficiently perform searching to reduce the energy and price cost of fulfilling requests. Multiagent-based systems have arisen as a powerful technique for improving distributed processing on a wide scale, which can operate in environments where partial observability is the norm and the cost of prolonged search can be exponential. In this paper, we present a multiagent-based service composition approach, using agent-matchmakers and agent-representatives, for the efficient retrieval of distributed services and propagation of information within the agent network to reduce the amount of brute-force search. Our extensive simulation results indicate that by introducing localized agent-based memory searches, the amount of actions (with their associated energy costs) can be reduced by over 50 percent which results in a lower energy cost per composition request.
Keyword:
Cloud computing
Web services
Data centers
Energy consumption
Proposals
Stakeholders
Databases
Cloud data centers
energy efficiency
service composition
memory-driven solution
multiagent simulation
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期刊

I
IEEE Transactions on Cloud Computing
IF:
5
论文数:
1.9K
被引数:
4.3K

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U
University of Liverpool
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1.2K
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Z
Zayed University
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46
论文数: 37
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liverpool john moores university
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288
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