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2017 | OriginalPaper | Chapter

Robustness of Schedules Obtained Using the Tabu Search Algorithm Based on the Average Slack Method

Authors : Iwona Paprocka, Aleksander Gwiazda, Magdalena Bączkowicz

Published in: International Joint Conference SOCO’16-CISIS’16-ICEUTE’16

Publisher: Springer International Publishing

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Abstract

One of the most important problems consider with the scheduling process is to ensure the needed level of robustness of obtained schedules. One of possible tools that could be used to realize this objective is the Taboo Search Algorithm (TSA). The Average Slack Method (ASM) enables to obtain the best performance of the job shop system. In the paper is presented analysis of two objectives: to achieve the best compromise basic schedule for four efficiency measures as well as to achieve the best compromise reactive schedule. It was investigated of 15 processes executed on 10 machines. It was shown that ASM enables the obtainment of the best performance of the job shop system.

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Literature
1.
go back to reference Abumaizar, R.J., Svestka, J.A.: Rescheduling job shops under random disruptions. Int. J. Prod. Res. 35, 2065–2082 (1997)CrossRefMATH Abumaizar, R.J., Svestka, J.A.: Rescheduling job shops under random disruptions. Int. J. Prod. Res. 35, 2065–2082 (1997)CrossRefMATH
2.
go back to reference Al-Hinai, N., ElMekkawy, T.Y.: Robust and flexible job shop scheduling with random machine breakdowns using a hybrid genetic algorithm. Int. J. Prod. Econ. 132, 279–291 (2011)CrossRef Al-Hinai, N., ElMekkawy, T.Y.: Robust and flexible job shop scheduling with random machine breakdowns using a hybrid genetic algorithm. Int. J. Prod. Econ. 132, 279–291 (2011)CrossRef
3.
go back to reference Hamzadayi, A., Yildiz, G.: Event driven strategy based complete rescheduling approaches for dynamic m identical parallel machines scheduling problem with a common server. Comput. Ind. Eng. 91, 66–84 (2016)CrossRef Hamzadayi, A., Yildiz, G.: Event driven strategy based complete rescheduling approaches for dynamic m identical parallel machines scheduling problem with a common server. Comput. Ind. Eng. 91, 66–84 (2016)CrossRef
4.
go back to reference Banaś, W., Sękala, A., Foit, K., Gwiazda, A., Hryniewicz, P., Kost, G.: The modular design of robotic workcells in a flexible production line. In: IOP Conference Series: Materials Science and Engineering, vol. 95, p. 012099 (2015) Banaś, W., Sękala, A., Foit, K., Gwiazda, A., Hryniewicz, P., Kost, G.: The modular design of robotic workcells in a flexible production line. In: IOP Conference Series: Materials Science and Engineering, vol. 95, p. 012099 (2015)
5.
go back to reference Banaś, W., Sękala, A., Gwiazda, A., Foit, K., Hryniewicz, P., Kost, G.: Determination of the robot location in a workcell of a flexible production line. In: IOP Conference Series: Materials Science and Engineering, vol. 95, p. 012105 (2015) Banaś, W., Sękala, A., Gwiazda, A., Foit, K., Hryniewicz, P., Kost, G.: Determination of the robot location in a workcell of a flexible production line. In: IOP Conference Series: Materials Science and Engineering, vol. 95, p. 012105 (2015)
6.
go back to reference Chen, J., Chung, C.-H.: An examination of flexibility measurements and performance of flexible manufacturing systems. Int. J. Prod. Res. 34, 379–394 (1996)CrossRefMATH Chen, J., Chung, C.-H.: An examination of flexibility measurements and performance of flexible manufacturing systems. Int. J. Prod. Res. 34, 379–394 (1996)CrossRefMATH
7.
go back to reference Cheng, R., Gen, M., Tsujimura, Y.: A tutorial survey of job-shop scheduling problems using genetic algorithms, part II: hybrid genetic search strategies. Comput. Ind. Eng. 36, 343–346 (1999)CrossRef Cheng, R., Gen, M., Tsujimura, Y.: A tutorial survey of job-shop scheduling problems using genetic algorithms, part II: hybrid genetic search strategies. Comput. Ind. Eng. 36, 343–346 (1999)CrossRef
8.
go back to reference Chong, C.S., Sivakumar, A.I., Gay, R.: Simulation-based scheduling for dynamic discrete manufacturing. In: Proceedings of the 2003 Winter Simulation Conference, pp. 1465–1473 (2003) Chong, C.S., Sivakumar, A.I., Gay, R.: Simulation-based scheduling for dynamic discrete manufacturing. In: Proceedings of the 2003 Winter Simulation Conference, pp. 1465–1473 (2003)
9.
go back to reference Church, L.K., Uzsoy, R.: Analysis of periodic and event-driven rescheduling policies in dynamic shops. Int. J. Comput. Integr. Manuf. 5, 153–163 (1992)CrossRef Church, L.K., Uzsoy, R.: Analysis of periodic and event-driven rescheduling policies in dynamic shops. Int. J. Comput. Integr. Manuf. 5, 153–163 (1992)CrossRef
10.
go back to reference Duenas, A., Petrovic, D.: An approach to predictive-reactive scheduling of parallel machines subject to disruptions. Ann. Oper. Res. 159, 65–82 (2008)MathSciNetCrossRefMATH Duenas, A., Petrovic, D.: An approach to predictive-reactive scheduling of parallel machines subject to disruptions. Ann. Oper. Res. 159, 65–82 (2008)MathSciNetCrossRefMATH
11.
go back to reference Pan, E., Liao, W., Xi, L.: A joint model of production scheduling and predictive maintenance for minimizing job tardiness. Int. J. Adv. Manuf. Technol. 60, 1049–1061 (2012)CrossRef Pan, E., Liao, W., Xi, L.: A joint model of production scheduling and predictive maintenance for minimizing job tardiness. Int. J. Adv. Manuf. Technol. 60, 1049–1061 (2012)CrossRef
12.
go back to reference Goren, S., Sabuncuoglu, I.: Robustness and stability measures for scheduling: single-machine environment. IIE Trans. 40, 66–83 (2008)CrossRef Goren, S., Sabuncuoglu, I.: Robustness and stability measures for scheduling: single-machine environment. IIE Trans. 40, 66–83 (2008)CrossRef
13.
go back to reference Vieira, G.V., Herrmann, J.W., Lin, E.: Rescheduling manufacturing systems: a framework of strategies, policies, and methods. J. Sched. 6(1), 35–58 (2003)MathSciNetCrossRefMATH Vieira, G.V., Herrmann, J.W., Lin, E.: Rescheduling manufacturing systems: a framework of strategies, policies, and methods. J. Sched. 6(1), 35–58 (2003)MathSciNetCrossRefMATH
14.
go back to reference Heng, L., Zhicheng, L., Ling, X.L., Bin, H.: A production rescheduling expert simulation system. Eur. J. Oper. Res. 124, 283–293 (2000)CrossRefMATH Heng, L., Zhicheng, L., Ling, X.L., Bin, H.: A production rescheduling expert simulation system. Eur. J. Oper. Res. 124, 283–293 (2000)CrossRefMATH
15.
go back to reference Jain, A.K., Elmaraghy, H.A.: Production scheduling/rescheduling in flexible manufacturing. Int. J. Prod. Res. 35, 28–309 (1997)CrossRefMATH Jain, A.K., Elmaraghy, H.A.: Production scheduling/rescheduling in flexible manufacturing. Int. J. Prod. Res. 35, 28–309 (1997)CrossRefMATH
16.
go back to reference Hasan, S.M.K., Sarker, R., Essam, D.: Genetic algorithm for job-shop scheduling with machine unavailability and breakdowns. Int. J. Prod. Res. 49(16), 4999–5015 (2011)CrossRef Hasan, S.M.K., Sarker, R., Essam, D.: Genetic algorithm for job-shop scheduling with machine unavailability and breakdowns. Int. J. Prod. Res. 49(16), 4999–5015 (2011)CrossRef
17.
go back to reference Zhang, L., Gao, L., Li, X.: A hybrid genetic algorithm and tabu search for multi-objective dynamic job shop scheduling problem. Int. J. Prod. Res. 51(12), 3516–3531 (2013)CrossRef Zhang, L., Gao, L., Li, X.: A hybrid genetic algorithm and tabu search for multi-objective dynamic job shop scheduling problem. Int. J. Prod. Res. 51(12), 3516–3531 (2013)CrossRef
18.
go back to reference Liu, L., Han-yu, G., Yu-geng, X.: Robust and stable scheduling of a single machine with random machine breakdowns. Int. J. Adv. Manuf. Technol. 31, 645–656 (2007)CrossRef Liu, L., Han-yu, G., Yu-geng, X.: Robust and stable scheduling of a single machine with random machine breakdowns. Int. J. Adv. Manuf. Technol. 31, 645–656 (2007)CrossRef
19.
go back to reference Mattfeld, D.C., Bierwirth, C.: An efficient genetic algorithm for job shop scheduling with tardiness objectives. Eur. J. Oper. Res. 155, 616–630 (2004)MathSciNetCrossRefMATH Mattfeld, D.C., Bierwirth, C.: An efficient genetic algorithm for job shop scheduling with tardiness objectives. Eur. J. Oper. Res. 155, 616–630 (2004)MathSciNetCrossRefMATH
20.
go back to reference Matsuura, H., Tsubone, H., Kanezashi, M.: Sequencing, dispatching and switching in a dynamic manufacturing environment. Int. J. Prod. Res. 37(7), 1671–1688 (1993)CrossRef Matsuura, H., Tsubone, H., Kanezashi, M.: Sequencing, dispatching and switching in a dynamic manufacturing environment. Int. J. Prod. Res. 37(7), 1671–1688 (1993)CrossRef
21.
go back to reference Monica, Z.: Optimization of the production process using virtual model of a workspace. In: IOP Conference Series: Materials Science and Engineering, vol. 95, p. 012102 (2015) Monica, Z.: Optimization of the production process using virtual model of a workspace. In: IOP Conference Series: Materials Science and Engineering, vol. 95, p. 012102 (2015)
22.
go back to reference Paprocka, I., Kempa, W.M., Kalinowski, K., Grabowik, C.: A production scheduling model with maintenance. Adv. Mater. Res. 1036, 885–890 (2014)CrossRef Paprocka, I., Kempa, W.M., Kalinowski, K., Grabowik, C.: A production scheduling model with maintenance. Adv. Mater. Res. 1036, 885–890 (2014)CrossRef
23.
go back to reference Paprocka, I., Kempa, W., Kalinowski, K., et al.: Estimation of overall equipment effectiveness using simulation programme. Mater. Sci. Eng. 95 (2015). Article Number: 012155 Paprocka, I., Kempa, W., Kalinowski, K., et al.: Estimation of overall equipment effectiveness using simulation programme. Mater. Sci. Eng. 95 (2015). Article Number: 012155
24.
go back to reference Paprocka, I., Kempa, W.M., Grabowik, C., Kalinowski, K.: Sensitivity analysis of predictive scheduling algorithms. Adv. Mater. Res. 2014, 921–926 (1036) Paprocka, I., Kempa, W.M., Grabowik, C., Kalinowski, K.: Sensitivity analysis of predictive scheduling algorithms. Adv. Mater. Res. 2014, 921–926 (1036)
25.
go back to reference Fahmy, S.A., Balakrishnan, S., ElMekkawy, T.Y.: A generic deadlock-free reactive scheduling approach. Int. J. Prod. Res. 47(20), 5657–5676 (2009)CrossRefMATH Fahmy, S.A., Balakrishnan, S., ElMekkawy, T.Y.: A generic deadlock-free reactive scheduling approach. Int. J. Prod. Res. 47(20), 5657–5676 (2009)CrossRefMATH
26.
go back to reference Suresh, V., Chudhari, D.: Dynamic scheduling - a survey of research. Int. J. Prod. Econ. 32(1), 53–63 (1993)CrossRef Suresh, V., Chudhari, D.: Dynamic scheduling - a survey of research. Int. J. Prod. Econ. 32(1), 53–63 (1993)CrossRef
27.
go back to reference Turkcan, A., Akturk, M.S., Storer, R.H.: Predictive/reactive scheduling with controllable processing times and earliness-tardiness penalties. IIE Trans. 41, 1080–1095 (2009)CrossRef Turkcan, A., Akturk, M.S., Storer, R.H.: Predictive/reactive scheduling with controllable processing times and earliness-tardiness penalties. IIE Trans. 41, 1080–1095 (2009)CrossRef
28.
go back to reference Vieira, G.E., Herrmann, J.W., Lin, E.: Predicting the performance of rescheduling strategies for parallel machine systems. J. Manuf. Syst. 19(4), 256–266 (2000)CrossRef Vieira, G.E., Herrmann, J.W., Lin, E.: Predicting the performance of rescheduling strategies for parallel machine systems. J. Manuf. Syst. 19(4), 256–266 (2000)CrossRef
Metadata
Title
Robustness of Schedules Obtained Using the Tabu Search Algorithm Based on the Average Slack Method
Authors
Iwona Paprocka
Aleksander Gwiazda
Magdalena Bączkowicz
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-47364-2_41

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