LAPSE:2023.4908
Published Article
LAPSE:2023.4908
A New Perspective for Solving Manufacturing Scheduling Based Problems Respecting New Data Considerations
Mohammed A. Awad, Hend M. Abd-Elaziz
February 23, 2023
Abstract
In order to attain high manufacturing productivity, industry 4.0 merges all the available system and environment data that can empower the enabled-intelligent techniques. The use of data provokes the manufacturing self-awareness, reconfiguring the traditional manufacturing challenges. The current piece of research renders attention to new consideration in the Job Shop Scheduling (JSSP) based problems as a case study. In that field, a great number of previous research papers provided optimization solutions for JSSP, relying on heuristics based algorithms. The current study investigates the main elements of such algorithms to provide a concise anatomy and a review on the previous research papers. Going through the study, a new optimization scope is introduced relying on additional available data of a machine, by which the Flexible Job-Shop Scheduling Problem (FJSP) is converted to a dynamic machine state assignation problem. Deploying two-stages, the study utilizes a combination of discrete Particle Swarm Optimization (PSO) and a selection based algorithm followed by a modified local search algorithm to attain an optimized case solution. The selection based algorithm is imported to beat the ever-growing randomness combined with the increasing number of data-types.
Keywords
flexible job shop scheduling, heuristics, Industry 4.0, integrated process planning and scheduling, job shop scheduling, Optimization
Suggested Citation
Awad MA, Abd-Elaziz HM. A New Perspective for Solving Manufacturing Scheduling Based Problems Respecting New Data Considerations. (2023). LAPSE:2023.4908
Author Affiliations
Awad MA: Design and Production Engineering Department, Ain-Shams University, 1 El Sarayat St., ABBASSEYA, Al Waili, Cairo 11517, Egypt
Abd-Elaziz HM: Mechatronics Department, Badr University in Cairo, Cairo-Suez Road, Cairo 11829, Egypt
Journal Name
Processes
Volume
9
Issue
10
First Page
1700
Year
2021
Publication Date
2021-09-23
ISSN
2227-9717
Version Comments
Original Submission
Other Meta
PII: pr9101700, Publication Type: Journal Article
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LAPSE:2023.4908
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https://doi.org/10.3390/pr9101700
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