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Genetic-Based Optimization of the Manufacturing Process of a Robotic Arm under Fuzziness
Joint Authors
Giannopoulos, Georgios I.
Zacharia, Paraskevi T.
Tsirkas, Sotirios A.
Kabouridis, Georgios
Yiannopoulos, Andreas Ch.
Source
Mathematical Problems in Engineering
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-12-24
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Fuzziness is a key concern in modern industry and, thus, its implementation in manufacturing process modeling is of high practical importance for a wide industrial audience.
The scientific contribution of the present attempt lies on the fact that the assembly line balancing problem of type 2 (SALBP-2) is approached for a real manufacturing process by introducing fuzzy processing times.
The main scope of this work is the solution of the SALBP-2, which is an NP-hard problem, for a real manufacturing process considering fuzziness in the processing times.
Since the data obtained from realistic situations are imprecise and uncertain, the consideration of fuzziness for the solution of SALBP-2 is of great interest.
Thus, real data values for the processing times are gathered and estimated with uncertainty.
Then, fuzzy processing times are used for finding the optimum cycle time.
The optimization tool for the solution of the fuzzy SALBP-2 is a Genetic Algorithm (GA).
The validity of the proposed approach is tested on the construction process of a metallic robotic arm.
The experimental results demonstrate the effectiveness and efficiency of the proposed GA in determining the optimum sequence of the tasks assigned to workstations which provides the optimum fuzzy cycle time.
American Psychological Association (APA)
Zacharia, Paraskevi T.& Tsirkas, Sotirios A.& Kabouridis, Georgios& Yiannopoulos, Andreas Ch.& Giannopoulos, Georgios I.. 2018. Genetic-Based Optimization of the Manufacturing Process of a Robotic Arm under Fuzziness. Mathematical Problems in Engineering،Vol. 2018, no. 2018, pp.1-12.
https://search.emarefa.net/detail/BIM-1209567
Modern Language Association (MLA)
Zacharia, Paraskevi T.…[et al.]. Genetic-Based Optimization of the Manufacturing Process of a Robotic Arm under Fuzziness. Mathematical Problems in Engineering No. 2018 (2018), pp.1-12.
https://search.emarefa.net/detail/BIM-1209567
American Medical Association (AMA)
Zacharia, Paraskevi T.& Tsirkas, Sotirios A.& Kabouridis, Georgios& Yiannopoulos, Andreas Ch.& Giannopoulos, Georgios I.. Genetic-Based Optimization of the Manufacturing Process of a Robotic Arm under Fuzziness. Mathematical Problems in Engineering. 2018. Vol. 2018, no. 2018, pp.1-12.
https://search.emarefa.net/detail/BIM-1209567
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1209567