A Bottleneck Degree-Based Migrating Birds Optimization Algorithm for the PCB Production Scheduling

To address the printed circuit board shop scheduling problem, a dynamic based on multi-indicator bottleneck degree is proposed to formulate this complex flexible job shop scheduling problem (FJSP). Then, a bottleneck degree-based migrating birds optimization algorithm (MBO) is proposed to tackle thi...

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Main Authors: Jun Cao, Zailin Guan, Lei Yue, Saif Ullah, Rehan Ahmad Khan Sherwani
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9235587/
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spelling doaj-d88c518ab15a49a0af01747dc27ba6a52021-03-30T04:54:37ZengIEEEIEEE Access2169-35362020-01-01820957920959310.1109/ACCESS.2020.30330029235587A Bottleneck Degree-Based Migrating Birds Optimization Algorithm for the PCB Production SchedulingJun Cao0https://orcid.org/0000-0003-0169-8247Zailin Guan1https://orcid.org/0000-0003-2295-6698Lei Yue2https://orcid.org/0000-0001-7189-3537Saif Ullah3Rehan Ahmad Khan Sherwani4https://orcid.org/0000-0002-4509-2370State Key Laboratory of Digital Manufacturing Equipment and Technology, HUST–SANY Joint Laboratory of Advanced Manufacturing Technology, Huazhong University of Science and Technology, Wuhan, ChinaState Key Laboratory of Digital Manufacturing Equipment and Technology, HUST–SANY Joint Laboratory of Advanced Manufacturing Technology, Huazhong University of Science and Technology, Wuhan, ChinaState Key Laboratory of Digital Manufacturing Equipment and Technology, HUST–SANY Joint Laboratory of Advanced Manufacturing Technology, Huazhong University of Science and Technology, Wuhan, ChinaState Key Laboratory of Digital Manufacturing Equipment and Technology, HUST–SANY Joint Laboratory of Advanced Manufacturing Technology, Huazhong University of Science and Technology, Wuhan, ChinaCollege of Statistical and Actuarial Sciences, University of the Punjab, Lahore, PakistanTo address the printed circuit board shop scheduling problem, a dynamic based on multi-indicator bottleneck degree is proposed to formulate this complex flexible job shop scheduling problem (FJSP). Then, a bottleneck degree-based migrating birds optimization algorithm (MBO) is proposed to tackle this NP-hard problem. Specifically, a multi-indicator assessment model is first developed to obtain the bottleneck degree, and then a two-layer code-decoding structure based on the variable domain structure and the addition of the improved migratory bird algorithm with competitive mechanisms are employed to improve the effectiveness. Finally, the computational experiments demonstrate that the proposed dynamic scheduling approach based on bottleneck degrees and improved migrating bird algorithms can obtain promising results and it outperforms several other algorithms.https://ieeexplore.ieee.org/document/9235587/Bottleneck degreedynamic schedulingmigrating bird algorithmprinted circuit board shop
collection DOAJ
language English
format Article
sources DOAJ
author Jun Cao
Zailin Guan
Lei Yue
Saif Ullah
Rehan Ahmad Khan Sherwani
spellingShingle Jun Cao
Zailin Guan
Lei Yue
Saif Ullah
Rehan Ahmad Khan Sherwani
A Bottleneck Degree-Based Migrating Birds Optimization Algorithm for the PCB Production Scheduling
IEEE Access
Bottleneck degree
dynamic scheduling
migrating bird algorithm
printed circuit board shop
author_facet Jun Cao
Zailin Guan
Lei Yue
Saif Ullah
Rehan Ahmad Khan Sherwani
author_sort Jun Cao
title A Bottleneck Degree-Based Migrating Birds Optimization Algorithm for the PCB Production Scheduling
title_short A Bottleneck Degree-Based Migrating Birds Optimization Algorithm for the PCB Production Scheduling
title_full A Bottleneck Degree-Based Migrating Birds Optimization Algorithm for the PCB Production Scheduling
title_fullStr A Bottleneck Degree-Based Migrating Birds Optimization Algorithm for the PCB Production Scheduling
title_full_unstemmed A Bottleneck Degree-Based Migrating Birds Optimization Algorithm for the PCB Production Scheduling
title_sort bottleneck degree-based migrating birds optimization algorithm for the pcb production scheduling
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description To address the printed circuit board shop scheduling problem, a dynamic based on multi-indicator bottleneck degree is proposed to formulate this complex flexible job shop scheduling problem (FJSP). Then, a bottleneck degree-based migrating birds optimization algorithm (MBO) is proposed to tackle this NP-hard problem. Specifically, a multi-indicator assessment model is first developed to obtain the bottleneck degree, and then a two-layer code-decoding structure based on the variable domain structure and the addition of the improved migratory bird algorithm with competitive mechanisms are employed to improve the effectiveness. Finally, the computational experiments demonstrate that the proposed dynamic scheduling approach based on bottleneck degrees and improved migrating bird algorithms can obtain promising results and it outperforms several other algorithms.
topic Bottleneck degree
dynamic scheduling
migrating bird algorithm
printed circuit board shop
url https://ieeexplore.ieee.org/document/9235587/
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