Efficiency-Oriented Production Scheduling Scheme: An Ant Colony System Method

During the real production system, the scheduling scheme change is mostly changed by dynamic events or new tasks. Due to the different urgency degrees of dynamic events, the corresponding scheduling methods should be adopted to ensure the production efficiency of enterprises. In this paper, an event...

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Main Authors: Yi Wan, Tian-Yu ZUO, Lin Chen, Wen-Cheng Tang, Jin Chen
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8964350/
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spelling doaj-b7a9fbadc77546559bbf25e2c70ca9022021-03-30T02:54:02ZengIEEEIEEE Access2169-35362020-01-018192861929610.1109/ACCESS.2020.29683788964350Efficiency-Oriented Production Scheduling Scheme: An Ant Colony System MethodYi Wan0https://orcid.org/0000-0002-4786-7125Tian-Yu ZUO1https://orcid.org/0000-0002-7049-6430Lin Chen2https://orcid.org/0000-0002-3917-6885Wen-Cheng Tang3Jin Chen4https://orcid.org/0000-0001-5877-4242School of Environmental Science, Nanjing Xiaozhuang University, Nanjing, ChinaSchool of Mechanical and Electrical Engineering, Sanjiang University, Nanjing, ChinaJiangsu Shentong Valve Company, Ltd., Nantong, ChinaSchool of Mechanical Engineering, Southeast University, Nanjing, ChinaSchool of Mechanical and Electrical Engineering, Sanjiang University, Nanjing, ChinaDuring the real production system, the scheduling scheme change is mostly changed by dynamic events or new tasks. Due to the different urgency degrees of dynamic events, the corresponding scheduling methods should be adopted to ensure the production efficiency of enterprises. In this paper, an event-driven dynamic workshop scheduling model is established based on Ant Colony System (ACS), and two scheduling methods are designed to deal with dynamic events, namely parallel scheduling and parallel priority scheduling, respectively. The goal of parallel scheduling is to minimize the total makespan, while that of parallel priority scheduling is to minimize the delivery time of dynamic events. Additionally, a selective scheduling strategy is designed to determine the optimal scheduling method according to the urgency degree of dynamic events. Finally, the feasibility of the selective scheduling strategy in solving the dual-objective dynamic job shop scheduling problem (DJSP) is verified by an example experiment on DJSP as well as a large scale problem test set.https://ieeexplore.ieee.org/document/8964350/Job shop schedulingant colony systemdynamic schedulingevent-driven
collection DOAJ
language English
format Article
sources DOAJ
author Yi Wan
Tian-Yu ZUO
Lin Chen
Wen-Cheng Tang
Jin Chen
spellingShingle Yi Wan
Tian-Yu ZUO
Lin Chen
Wen-Cheng Tang
Jin Chen
Efficiency-Oriented Production Scheduling Scheme: An Ant Colony System Method
IEEE Access
Job shop scheduling
ant colony system
dynamic scheduling
event-driven
author_facet Yi Wan
Tian-Yu ZUO
Lin Chen
Wen-Cheng Tang
Jin Chen
author_sort Yi Wan
title Efficiency-Oriented Production Scheduling Scheme: An Ant Colony System Method
title_short Efficiency-Oriented Production Scheduling Scheme: An Ant Colony System Method
title_full Efficiency-Oriented Production Scheduling Scheme: An Ant Colony System Method
title_fullStr Efficiency-Oriented Production Scheduling Scheme: An Ant Colony System Method
title_full_unstemmed Efficiency-Oriented Production Scheduling Scheme: An Ant Colony System Method
title_sort efficiency-oriented production scheduling scheme: an ant colony system method
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description During the real production system, the scheduling scheme change is mostly changed by dynamic events or new tasks. Due to the different urgency degrees of dynamic events, the corresponding scheduling methods should be adopted to ensure the production efficiency of enterprises. In this paper, an event-driven dynamic workshop scheduling model is established based on Ant Colony System (ACS), and two scheduling methods are designed to deal with dynamic events, namely parallel scheduling and parallel priority scheduling, respectively. The goal of parallel scheduling is to minimize the total makespan, while that of parallel priority scheduling is to minimize the delivery time of dynamic events. Additionally, a selective scheduling strategy is designed to determine the optimal scheduling method according to the urgency degree of dynamic events. Finally, the feasibility of the selective scheduling strategy in solving the dual-objective dynamic job shop scheduling problem (DJSP) is verified by an example experiment on DJSP as well as a large scale problem test set.
topic Job shop scheduling
ant colony system
dynamic scheduling
event-driven
url https://ieeexplore.ieee.org/document/8964350/
work_keys_str_mv AT yiwan efficiencyorientedproductionschedulingschemeanantcolonysystemmethod
AT tianyuzuo efficiencyorientedproductionschedulingschemeanantcolonysystemmethod
AT linchen efficiencyorientedproductionschedulingschemeanantcolonysystemmethod
AT wenchengtang efficiencyorientedproductionschedulingschemeanantcolonysystemmethod
AT jinchen efficiencyorientedproductionschedulingschemeanantcolonysystemmethod
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