Fuzzy Distributed Hybrid Flow Shop Scheduling Problem With Heterogeneous Factory and Unrelated Parallel Machine: A Shuffled Frog Leaping Algorithm With Collaboration of Multiple Search Strategies

The single factory production is shifting to multi-factory production which brings new challenges. Hybrid flow shop problem (HFSP) as a common problem in production-manufacturing has been studied extensively, however distributed hybrid flow shop problem (DHFSP) has not been paying sufficient attenti...

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Main Authors: Lei Wang, Dongdong Li
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9273064/
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spelling doaj-4a0d109090e24f319bd899b93ba17f6b2021-03-30T03:52:54ZengIEEEIEEE Access2169-35362020-01-01821420921422310.1109/ACCESS.2020.30413699273064Fuzzy Distributed Hybrid Flow Shop Scheduling Problem With Heterogeneous Factory and Unrelated Parallel Machine: A Shuffled Frog Leaping Algorithm With Collaboration of Multiple Search StrategiesLei Wang0https://orcid.org/0000-0002-6145-0705Dongdong Li1School of Mechanical Engineering, Anhui Polytechnic University, Wuhu, ChinaSchool of Mechanical Engineering, Anhui Polytechnic University, Wuhu, ChinaThe single factory production is shifting to multi-factory production which brings new challenges. Hybrid flow shop problem (HFSP) as a common problem in production-manufacturing has been studied extensively, however distributed hybrid flow shop problem (DHFSP) has not been paying sufficient attention. Fuzzy distributed hybrid flow shop problem (FDHFSP) is studied and a shuffled frog leaping algorithm with collaboration of multiple search strategies (SFLA-CMSS) is proposed to optimize multiple objectives simultaneously. In SFLA-CMSS, multiple search-mode collaboration strategy in memeplex search consists of multiple search strategies. A search strategy is selected according to the historical search status of the solution. Dynamic memeplex number adjustment strategy is used to provide more search opportunity to the memeplex which has better search capability. Experiments are conducted and the computational results reveal that SFLA-CMSS has promising advantages on FDHFSP.https://ieeexplore.ieee.org/document/9273064/Hybrid flow shopdistributed schedulingheterogeneous factoryunrelated parallel machinefuzzy schedulingshuffled frog leaping algorithm
collection DOAJ
language English
format Article
sources DOAJ
author Lei Wang
Dongdong Li
spellingShingle Lei Wang
Dongdong Li
Fuzzy Distributed Hybrid Flow Shop Scheduling Problem With Heterogeneous Factory and Unrelated Parallel Machine: A Shuffled Frog Leaping Algorithm With Collaboration of Multiple Search Strategies
IEEE Access
Hybrid flow shop
distributed scheduling
heterogeneous factory
unrelated parallel machine
fuzzy scheduling
shuffled frog leaping algorithm
author_facet Lei Wang
Dongdong Li
author_sort Lei Wang
title Fuzzy Distributed Hybrid Flow Shop Scheduling Problem With Heterogeneous Factory and Unrelated Parallel Machine: A Shuffled Frog Leaping Algorithm With Collaboration of Multiple Search Strategies
title_short Fuzzy Distributed Hybrid Flow Shop Scheduling Problem With Heterogeneous Factory and Unrelated Parallel Machine: A Shuffled Frog Leaping Algorithm With Collaboration of Multiple Search Strategies
title_full Fuzzy Distributed Hybrid Flow Shop Scheduling Problem With Heterogeneous Factory and Unrelated Parallel Machine: A Shuffled Frog Leaping Algorithm With Collaboration of Multiple Search Strategies
title_fullStr Fuzzy Distributed Hybrid Flow Shop Scheduling Problem With Heterogeneous Factory and Unrelated Parallel Machine: A Shuffled Frog Leaping Algorithm With Collaboration of Multiple Search Strategies
title_full_unstemmed Fuzzy Distributed Hybrid Flow Shop Scheduling Problem With Heterogeneous Factory and Unrelated Parallel Machine: A Shuffled Frog Leaping Algorithm With Collaboration of Multiple Search Strategies
title_sort fuzzy distributed hybrid flow shop scheduling problem with heterogeneous factory and unrelated parallel machine: a shuffled frog leaping algorithm with collaboration of multiple search strategies
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description The single factory production is shifting to multi-factory production which brings new challenges. Hybrid flow shop problem (HFSP) as a common problem in production-manufacturing has been studied extensively, however distributed hybrid flow shop problem (DHFSP) has not been paying sufficient attention. Fuzzy distributed hybrid flow shop problem (FDHFSP) is studied and a shuffled frog leaping algorithm with collaboration of multiple search strategies (SFLA-CMSS) is proposed to optimize multiple objectives simultaneously. In SFLA-CMSS, multiple search-mode collaboration strategy in memeplex search consists of multiple search strategies. A search strategy is selected according to the historical search status of the solution. Dynamic memeplex number adjustment strategy is used to provide more search opportunity to the memeplex which has better search capability. Experiments are conducted and the computational results reveal that SFLA-CMSS has promising advantages on FDHFSP.
topic Hybrid flow shop
distributed scheduling
heterogeneous factory
unrelated parallel machine
fuzzy scheduling
shuffled frog leaping algorithm
url https://ieeexplore.ieee.org/document/9273064/
work_keys_str_mv AT leiwang fuzzydistributedhybridflowshopschedulingproblemwithheterogeneousfactoryandunrelatedparallelmachineashuffledfrogleapingalgorithmwithcollaborationofmultiplesearchstrategies
AT dongdongli fuzzydistributedhybridflowshopschedulingproblemwithheterogeneousfactoryandunrelatedparallelmachineashuffledfrogleapingalgorithmwithcollaborationofmultiplesearchstrategies
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