Solving process planning and weighted scheduling with WNOPPT weighted due-date assignment problem using some pure and hybrid meta-heuristics
Year 2017,
Volume: 21 Issue: 2, 210 - 222, 01.04.2017
Halil İbrahim Demir
,
Caner Erden
Abstract
If we search literature for integrated process planning
and scheduling problem and for scheduling with due date assignment problem we
can find hundreds of researches made on these problems. But integration of the
three important manufacturing functions are not addressed much in the
literature. In this study process planning, weighted scheduling and weighted
due date assignment functions are integrated and solved using some pure and
hybrid metaheuristics. We studied eight shop floors using random, evolutionary
strategies, genetic algorithms and some hybrid searches. We tried to observe
how search techniques improve solutions as iterations go on and how
evolutionary strategies, genetic algorithms and hybrid search performs well
compared to the random search. We also observed that hybrid searches are also
powerful search techniques as genetic search and evolutionary strategies.
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Proses planlama ve ağırlıklı teslim tarihi atama ile birlikte ağırlıklı çizelgeleme probleminin bazı saf ve melez meta-sezgisel yöntemler ile çözümü
Year 2017,
Volume: 21 Issue: 2, 210 - 222, 01.04.2017
Halil İbrahim Demir
,
Caner Erden
Abstract
Entegre süreç planlama ve çizelgeleme probleminin ve entegre teslim tarihi atama ile birlikte çizelgeleme probleminin literatürüne baktığımızda, literatürde bu konularda yüzlerce araştırma bulabiliriz. Fakat, üç önemli üretim fonksiyonlarının entegrasyonu konusu literatürde ele alınmayan bir alandır. Bu çalışmada süreç planlama, ağırlıklı çizelgeleme ve ağırlıklı teslim tarihi atama fonksiyonları entegre edilmiş ve problem bazı saf ve melez meta-sezgisel yöntemler kullanılarak çözülmüştür. Bu çalışmada biz 8 farklı atölyeyi rassal, evrimsel stratejiler, genetic algoritmalar ve bazı melez aramaları kullanarak çalıştık. Biz arama yöntemlerinin çözümü iterasyonlar devam ederken nasıl iyileştirdiğini ve evrimsel stratejiler, genetic algoritmalar ve melez aramaların rassal aramalara göre daha üstün sonuçlar verdiğini gözlemledik. Ayrıca melez aramaların genetic arama ve evrimsel stratejiler gibi güçlü arama teknikleri olduğunu gözlemledik.
References
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- [33] J. Zhang, L. Gao, F. T. S. Chan, and P. Li, “A holonic architecture of the concurrent integrated process planning system,” Journal of Materials Processing Technology, vol. 139, no. 1–3, pp. 267–272, Aug. 2003.
- [34] I. Drstvenšek and J. Balič, “Responding ability in dynamic production circumstances,” Journal of materials processing technology, vol. 133, no. 1, pp. 71–78, 2003.
- [35] C. Özgüven, L. Özbakır, and Y. Yavuz, “Mathematical models for job-shop scheduling problems with routing and process plan flexibility,” Applied Mathematical Modelling, vol. 34, no. 6, pp. 1539–1548, Jun. 2010.
- [36] R. K. Phanden, A. Jain, and R. Verma, “Integration of process planning and scheduling: a state-of-the-art review,” International Journal of Computer Integrated Manufacturing, vol. 24, no. 6, pp. 517–534, 2011.
- [37] Y. Yin, S.-R. Cheng, T. C. E. Cheng, C.-C. Wu, and W.-H. Wu, “Two-agent single-machine scheduling with assignable due dates,” Applied Mathematics and Computation, vol. 219, no. 4, pp. 1674–1685, Nov. 2012.
- [38] J. Wang, X. Fan, C. Zhang, and S. Wan, “A Graph-based Ant Colony Optimization Approach for Integrated Process Planning and Scheduling,” Chinese Journal of Chemical Engineering, vol. 22, no. 7, pp. 748–753, Jul. 2014.
- [39] H. I. Demir, O. Uygun, I. Cil, M. Ipek, and M. Sari, “Process Planning and Scheduling with SLK Due-Date Assignment where Earliness, Tardiness and Due-Dates are Punished,” JIII, vol. 3, no. 3, pp. 173–180, Sep. 2015.
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- [42] T. C. E. Cheng, S.-J. Yang, and D.-L. Yang, “Common due-window assignment and scheduling of linear time-dependent deteriorating jobs and a deteriorating maintenance activity,” International Journal of Production Economics, vol. 135, no. 1, pp. 154–161, Jan. 2012.
- [43] V. Gordon, J.-M. Proth, and C. Chu, “A survey of the state-of-the-art of common due date assignment and scheduling research,” European Journal of Operational Research, vol. 139, no. 1, pp. 1–25, 2002.
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- [46] V. S. Gordon and V. A. Strusevich, “Single machine scheduling and due date assignment with positionally dependent processing times,” European Journal of Operational Research, vol. 198, no. 1, pp. 57–62, 2009.
- [47] H. Allaoua and I. Osmane, “Variable Parameters Lengths Genetic Algorithm for Minimizing Earliness-Tardiness Penalties of Single Machine Scheduling With a Common Due Date,” Electronic Notes in Discrete Mathematics, vol. 36, pp. 471–478, Aug. 2010.
- [48] N. H. Tuong and A. Soukhal, “Due dates assignment and JIT scheduling with equal-size jobs,” European Journal of Operational Research, vol. 205, no. 2, pp. 280–289, Sep. 2010.
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