An optimization method of manufacturing service supply chain oriented to network dependency perception

A technology for manufacturing services and optimization methods, which is applied in the direction of manufacturing computing systems, artificial life, data processing applications, etc., and can solve problems such as service idleness and the impact of service QoS values ​​are not considered

Active Publication Date: 2019-03-08
ZHEJIANG UNIV OF FINANCE & ECONOMICS
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  • Abstract
  • Description
  • Claims
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Problems solved by technology

However, traditional manufacturing service supply chain optimization methods usually assume that candidate services are independent of each other, and traditional service composition optimization methods only select a single suitable candidate service to complete a single subtask, while ot

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  • An optimization method of manufacturing service supply chain oriented to network dependency perception
  • An optimization method of manufacturing service supply chain oriented to network dependency perception
  • An optimization method of manufacturing service supply chain oriented to network dependency perception

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Embodiment Construction

[0029] The technical solution of the present invention will be described in further detail below in conjunction with the accompanying drawings and embodiments, and the following embodiments do not constitute a limitation of the present invention.

[0030] The general idea of ​​the technical solution of the present invention is to comprehensively consider the vertical and horizontal (networked) correlations between services in the optimization of the manufacturing service supply chain, and therefore propose a networked correlation-oriented manufacturing service combination (Networked Correlation -aware Manufacturing Service Composition, NCMSC) mathematical model to describe the optimization problem of manufacturing service supply chain. The NCMSC model of the technical solution of the present invention consists of two parts: vertical combination and horizontal combination. Vertical composition is to combine several candidate services with the same function into a vertical compo...

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Abstract

The invention discloses an optimization method of manufacturing service supply chain oriented to network dependency perception, and proposes a mathematical model of manufacturing service composition oriented to network dependency perception to describe the optimization problem of manufacturing service supply chain. The method uses a matrix-based coding scheme, thereby formally representing a manufacturing service supply chain candidate. The first element of each column in the matrix represents the composition structure type (selection or parallelism) of the vertically composed service group, while the other elements in the column represent the selected basic candidate services, thereby cooperating to complete the corresponding subtasks. By combining the migration operator of a biogeography-based optimization (BBO) algorithm with an ABC algorithm, the optimization efficiency of a manufacturing service supply chain is improved. The method of the invention is superior to other methods ofthe prior art in solving the optimization problem of the manufacturing service supply chain through the comprehensive comparison of three aspects of practicability, effectiveness and efficiency.

Description

technical field [0001] The invention belongs to the technical field of manufacturing service supply chain optimization, and in particular relates to a method for optimizing a manufacturing service supply chain oriented to networked correlation perception. Background technique [0002] With the continuous development of service-oriented architecture (Service-oriented Architecture, SOA) and cloud computing, distributed manufacturing resources can be packaged into manufacturing services. In the past decade, manufacturing service recommendation methods have been widely used, which can select an optimal manufacturing service from many candidate manufacturing services to complete a single manufacturing task. However, when faced with complex manufacturing tasks, companies prefer to obtain a manufacturing service supply chain. For example, gear manufacturing is usually composed of several subtasks such as forging and normalizing. Each subtask has its own candidate service set, and...

Claims

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Application Information

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IPC IPC(8): G06Q10/04G06Q10/06G06Q50/04G06N3/00
CPCG06N3/006G06Q10/04G06Q10/0633G06Q50/04Y02P90/30
Inventor 张帅徐松张文宇裘一蕾
Owner ZHEJIANG UNIV OF FINANCE & ECONOMICS
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