Research Article

Solving Process Planning, ATC Scheduling and Due-date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers

Volume: 6 Number: 1 January 31, 2018
TR EN

Solving Process Planning, ATC Scheduling and Due-date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers

Abstract

Traditionally process planning, scheduling and due-date assignment functions are applied sequentially and separately. Since these three functions effect each other and if we don’t integrate then they will become poor input for downstream and global performance will be poor. In these competitive era we have to be competitive also. Integrating these functions will improve global performance. In this study we investigated the benefit of integration. We tested different integration level. First we looked at unintegrated results and later we integrated due-date assignment with process planning and finally we integrated these two functions with ATC (Apparent Tardiness Cost) Dispatching. In this study we observed that as integration level increases the solution becomes better. Integrating due-date assignment with process planning improves global performance and if we integrate ATC dispatching with these two functions then we get the best performance. In addition to integration level we also compared benefit of search techniques, especially genetic (directed) search. We compared ordinary solutions (initial populations) with results of random search and genetic search (after some certain number of iterations). We tested three shop floors which are small, medium and large shop floor. We observed that search is always better than ordinary solutions and genetic search outperformed random (undirected) search. At this study every customer has weight and they are scheduled by considering weights to improve performance value. 

Keywords

References

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Details

Primary Language

Turkish

Subjects

Engineering

Journal Section

Research Article

Publication Date

January 31, 2018

Submission Date

June 3, 2017

Acceptance Date

January 21, 2018

Published in Issue

Year 2018 Volume: 6 Number: 1

APA
Erden, C., Demir, H. İ., Göksu, A., & Uygun, Ö. (2018). Solving Process Planning, ATC Scheduling and Due-date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers. Academic Platform - Journal of Engineering and Science, 6(1), 87-96. https://doi.org/10.21541/apjes.318451
AMA
1.Erden C, Demir Hİ, Göksu A, Uygun Ö. Solving Process Planning, ATC Scheduling and Due-date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers. APJES. 2018;6(1):87-96. doi:10.21541/apjes.318451
Chicago
Erden, Caner, Halil İbrahim Demir, Alper Göksu, and Özer Uygun. 2018. “Solving Process Planning, ATC Scheduling and Due-Date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers”. Academic Platform - Journal of Engineering and Science 6 (1): 87-96. https://doi.org/10.21541/apjes.318451.
EndNote
Erden C, Demir Hİ, Göksu A, Uygun Ö (January 1, 2018) Solving Process Planning, ATC Scheduling and Due-date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers. Academic Platform - Journal of Engineering and Science 6 1 87–96.
IEEE
[1]C. Erden, H. İ. Demir, A. Göksu, and Ö. Uygun, “Solving Process Planning, ATC Scheduling and Due-date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers”, APJES, vol. 6, no. 1, pp. 87–96, Jan. 2018, doi: 10.21541/apjes.318451.
ISNAD
Erden, Caner - Demir, Halil İbrahim - Göksu, Alper - Uygun, Özer. “Solving Process Planning, ATC Scheduling and Due-Date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers”. Academic Platform - Journal of Engineering and Science 6/1 (January 1, 2018): 87-96. https://doi.org/10.21541/apjes.318451.
JAMA
1.Erden C, Demir Hİ, Göksu A, Uygun Ö. Solving Process Planning, ATC Scheduling and Due-date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers. APJES. 2018;6:87–96.
MLA
Erden, Caner, et al. “Solving Process Planning, ATC Scheduling and Due-Date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers”. Academic Platform - Journal of Engineering and Science, vol. 6, no. 1, Jan. 2018, pp. 87-96, doi:10.21541/apjes.318451.
Vancouver
1.Caner Erden, Halil İbrahim Demir, Alper Göksu, Özer Uygun. Solving Process Planning, ATC Scheduling and Due-date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers. APJES. 2018 Jan. 1;6(1):87-96. doi:10.21541/apjes.318451

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