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作 者:Wenlong Ma Youhong Xu Jianwei Zheng Sadaqat ur Rehman
机构地区:[1]School of Information Engineering,Quzhou College of Technology,Quzhou,324000,China [2]School of Computer Science and Technology,Zhejiang University of Technology,Hangzhou,310023,China [3]Department of Natural and Computing Science,University of Aberdeen,Scotland,Aberdeen,AB243FX,UK
出 处:《Intelligent Automation & Soft Computing》2023年第8期1499-1512,共14页智能自动化与软计算(英文)
基 金:supported by the National Natural Science Foundation,China (Grant No:61602413,Jianwei Zheng,https://www.nsfc.gov.cn);the Natural Science Foundation of Zhejiang Province (Grant No:LY15E050007,Wenlong Ma,http://zjnsf.kjt.zj.gov.cn/portal/index.html).
摘 要:In a cloud manufacturing environment with abundant functionally equivalent cloud services,users naturally desire the highest-quality service(s).Thus,a comprehensive measurement of quality of service(QoS)is needed.Opti-mizing the plethora of cloud services has thus become a top priority.Cloud ser-vice optimization is negatively affected by untrusted QoS data,which are inevitably provided by some users.To resolve these problems,this paper proposes a QoS-aware cloud service optimization model and establishes QoS-information awareness and quantification mechanisms.Untrusted data are assessed by an information correction method.The weights discovered by the variable precision Rough Set,which mined the evaluation indicators from historical data,providing a comprehensive performance ranking of service quality.The manufacturing cloud service optimization algorithm thus provides a quantitative reference for service selection.In experimental simulations,this method recommended the optimal services that met users’needs,and effectively reduced the impact of dis-honest users on the selection results.
关 键 词:Cloud manufacturing quality of service optimization algorithm rough set
分 类 号:TP18[自动化与计算机技术—控制理论与控制工程]
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