Next Article in Journal
An Exact Algorithm for Multi-Task Large-Scale Inter-Satellite Routing Problem with Time Windows and Capacity Constraints
Next Article in Special Issue
Fourier Neural Solver for Large Sparse Linear Algebraic Systems
Previous Article in Journal
Pseudocode Generation from Source Code Using the BART Model
Previous Article in Special Issue
A Modified Group Teaching Optimization Algorithm for Solving Constrained Engineering Optimization Problems
 
 
Search for Articles:
Title / Keyword
Author / Affiliation / Email
Journal
Article Type
 
 
Advanced Search
 
Section
Special Issue
Volume
Issue
Number
Page
 
Journals
Mathematics
Volume 10
Issue 21
10.3390/math10213968
mathematics-logo
Submit to this Journal Review for this Journal Propose a Special Issue
► Article Menu

Article Menu

share Share announcement Help format_quote Cite question_answer Discuss in SciProfiles
first_page
settings
Order Article Reprints
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

A Multi-Service Composition Model for Tasks in Cloud Manufacturing Based on VS–ABC Algorithm

by
Di Liang
1,
Jieyi Wang
1,*,
Ran Bhamra
2,
Liezhao Lu
1 and
Yuting Li
1
1
School of Mechanical and Engineering, Shenyang University, Shenyang 110044, China
2
School of Business and Management Royal Holloway, University of London, Egham TW20 0EX, UK
*
Author to whom correspondence should be addressed.
Mathematics 2022, 10(21), 3968; https://doi.org/10.3390/math10213968
Submission received: 25 August 2022 / Revised: 14 October 2022 / Accepted: 21 October 2022 / Published: 25 October 2022
(This article belongs to the Special Issue Computational Intelligence: Theory and Applications)
Browse Figures
Versions Notes

Abstract

This study analyzes the impact of Industry 4.0 and SARS-CoV-2 on the manufacturing industry, in which manufacturing entities are faced with insufficient resources and uncertain services; however, the current study does not fit this situation well. A multi-service composition for complex manufacturing tasks in a cloud manufacturing environment is proposed to improve the utilization of manufacturing service resources. Combining execution time, cost, energy consumption, service reliability and availability, a quality of service (QoS) model is constructed as the evaluation standard. A hybrid search algorithm (VS–ABC algorithm) based on the vortex search algorithm (VS) and the artificial bee colony algorithm (ABC) is introduced and combines the advantages of the two algorithms in search range and calculation speed. We take the customization production of automobiles as an example, and the case study shows that the VS–ABC algorithm has better applicability compared with traditional vortex search and artificial bee colony algorithms.
Keywords: manufacturing; customized products; service composition; evaluation model; hybrid search algorithm manufacturing; customized products; service composition; evaluation model; hybrid search algorithm

Share and Cite

MDPI and ACS Style

Liang, D.; Wang, J.; Bhamra, R.; Lu, L.; Li, Y. A Multi-Service Composition Model for Tasks in Cloud Manufacturing Based on VS–ABC Algorithm. Mathematics 2022, 10, 3968. https://doi.org/10.3390/math10213968

AMA Style

Liang D, Wang J, Bhamra R, Lu L, Li Y. A Multi-Service Composition Model for Tasks in Cloud Manufacturing Based on VS–ABC Algorithm. Mathematics. 2022; 10(21):3968. https://doi.org/10.3390/math10213968

Chicago/Turabian Style

Liang, Di, Jieyi Wang, Ran Bhamra, Liezhao Lu, and Yuting Li. 2022. "A Multi-Service Composition Model for Tasks in Cloud Manufacturing Based on VS–ABC Algorithm" Mathematics 10, no. 21: 3968. https://doi.org/10.3390/math10213968

APA Style

Liang, D., Wang, J., Bhamra, R., Lu, L., & Li, Y. (2022). A Multi-Service Composition Model for Tasks in Cloud Manufacturing Based on VS–ABC Algorithm. Mathematics, 10(21), 3968. https://doi.org/10.3390/math10213968

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop