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Cloud manufacturing service composition based on QoS with geo-perspective transportation using an improved Artificial Bee Colony optimisation algorithm

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TLDR
In this paper, the authors proposed a method based on QoS evaluation along with the geo-perspective correlation from one cloud service to another for transportation impact analysis, and also insure the veracity of the manufacturing time evaluation by resource availability overtime.
Abstract
Cloud Manufacturing (CMfg) ambitions to create dedicated manufacturing clouds (ie virtual enterprises) for complex manufacturing demands through the association of various service providers’ resources and capabilities In order to insure a dedicated manufacturing cloud to match the level of customer’s requirements, the cloud service selection and composition appear to be a decisive process This study takes common aspects of cloud services into consideration such as quality of service (QoS) parameters but extend the scope to the physical location of the manufacturing resources Unlike the classic service composition, manufacturing brings additional constraints Consequently, we propose a method based on QoS evaluation along with the geo-perspective correlation from one cloud service to another for transportation impact analysis We also insure the veracity of the manufacturing time evaluation by resource availability overtime Since the composition is an exhaustive process in terms of computational time

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Citations
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Journal ArticleDOI

Digital twin-based sustainable intelligent manufacturing: a review

TL;DR: A digital twin and its application are introduced along with the development of intelligent manufacturing based on the digital twin technology and the future development direction of intelligent Manufacturing is presented.
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Scheduling in cloud manufacturing: state-of-the-art and research challenges

TL;DR: A state-of-the-art literature survey on scheduling issues in cloud manufacturing and a detailed statistical analysis of the literature is provided based on the data gathered from the Elsevier’s Scopus abstract and citation database.
Journal ArticleDOI

Workload-based multi-task scheduling in cloud manufacturing

TL;DR: A cloud manufacturing multi-task scheduling model that incorporates task workload modelling and a number of other essential ingredients regarding services such as service efficiency coefficient and service quantity is presented and the effects of different workload-based task scheduling methods on system performance such as total completion time and service utilization are investigated.
Journal ArticleDOI

Cloud manufacturing as a sustainable process manufacturing route

TL;DR: How CM offers a more sustainable manufacturing future to the industry as a whole is demonstrated, before focusing specifically on the application to process manufacturing (e.g. food, pharmaceuticals and chemicals).
Journal ArticleDOI

SDMSim: A manufacturing service supply–demand matching simulator under cloud environment

TL;DR: In this article, a manufacturing service SDM simulator (SDMSim) is proposed to realize the effective and intelligent supply-demand matching (SDM) of various manufacturing resources and capabilities (MR&C) in the form of service.
References
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Journal ArticleDOI

A comparative study of Artificial Bee Colony algorithm

TL;DR: Results show that the performance of the ABC is better than or similar to those of other population-based algorithms with the advantage of employing fewer control parameters.
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Cloud manufacturing: a new manufacturing paradigm

TL;DR: The concept of CMfg, including its architecture, typical characteristics and the key technologies for implementing aCMfg service platform, is discussed and three core components for constructing a CMfg system, i.e. CMfg resources, manufacturing cloud service and manufacturing cloud are studied.
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Agent-based systems for manufacturing

TL;DR: The evolution of agent technologies and manufacturing will probably proceed hand in hand and the former can receive real challenges from the latter, which will have more and more benefits in applying agent technologies, presumably together with well-established or emerging approaches of other disciplines.
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A modified Artificial Bee Colony (ABC) algorithm for constrained optimization problems

TL;DR: This paper describes a modified ABC algorithm for constrained optimization problems and compares the performance of the modifiedABC algorithm against those of state-of-the-art algorithms for a set of constrained test problems.
Journal ArticleDOI

Cloud manufacturing: a computing and service-oriented manufacturing model:

TL;DR: The concept, architecture, core enabling technologies, and typical characteristics of CMfg are discussed and investigated, as well as the differences and relationship between cloud computing and CMfg.
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