Skip to main content
Erschienen in: Cluster Computing 3/2019

28.01.2019

Optimal interval scheduling with nonidentical given machines

verfasst von: Haohao Zhou, Guanghan Bai, Su Deng

Erschienen in: Cluster Computing | Ausgabe 3/2019

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

We consider an interval scheduling problem where n jobs are required to be carried out by m nonidentical machines in an offline-scheduling way. Each job has a starting time, a finishing time and a number of processing units. Every machine has different number of processing units to carry out jobs. A machine can process only one job at a time without interrupted on the condition that the number of its units must satisfy job’s requirement. Further more, all units in one machine consume energy if the machine is powered up. Within this setting, one is asked to find a proper schedule of machines so that the total number of working units is as less as possible. For this interval scheduling problem, we first discuss an exact method based on integer programming which can be solved by branch-and-bound algorithm. Then, we propose two approximated methods named GreedyBS and GreedyMR using greedy strategy. GreedyBS is proved to be a 2.1343-approximated algorithm. All proposed algorithms are tested on a large set of randomly generated instances. It turns out that GreedyBS requires less total units of machines under time constrain when comparing with GreedyMR and exact methods in most cases, while GreedyMR costs the minimum time. Several parameters of GreedyBS and GreedyMR were also evaluated to improve the performances of these two algorithms.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Kolen, A.W.J., Lenstra, J.K., Papadimitriou, C.H., Spieksma, F.C.R.: Interval scheduling: a survey. Naval Res. Logist. 54(5), 530–543 (2007)MathSciNetCrossRefMATH Kolen, A.W.J., Lenstra, J.K., Papadimitriou, C.H., Spieksma, F.C.R.: Interval scheduling: a survey. Naval Res. Logist. 54(5), 530–543 (2007)MathSciNetCrossRefMATH
2.
Zurück zum Zitat Jansen, K.: An approximation algorithm for the license and shift class design problem. Eur. J. Oper. Res. 73(1), 127–131 (1994)CrossRefMATH Jansen, K.: An approximation algorithm for the license and shift class design problem. Eur. J. Oper. Res. 73(1), 127–131 (1994)CrossRefMATH
3.
Zurück zum Zitat Kroon, L.G., Salomon, M., Van Wassenhove, L.N.: Exact and approximation algorithms for the tactical fixed interval scheduling problem. Eur. J. Oper. Res. 82(4), 624–638 (1995)MathSciNetMATH Kroon, L.G., Salomon, M., Van Wassenhove, L.N.: Exact and approximation algorithms for the tactical fixed interval scheduling problem. Eur. J. Oper. Res. 82(4), 624–638 (1995)MathSciNetMATH
4.
Zurück zum Zitat Jansen, K.: Approximation Results for the Optimum Cost Chromatic Partition Problem. Springer, Berlin, Heidelberg (1997)CrossRefMATH Jansen, K.: Approximation Results for the Optimum Cost Chromatic Partition Problem. Springer, Berlin, Heidelberg (1997)CrossRefMATH
5.
Zurück zum Zitat Mhring, R.H.: Algorithmic Graph Theory and Perfect Graphs. Academic Press, Cambridge (1980) Mhring, R.H.: Algorithmic Graph Theory and Perfect Graphs. Academic Press, Cambridge (1980)
6.
Zurück zum Zitat Bhatia, R., Chuzhoy, J., Freund, A., Naor, J.S.: Algorithmic aspects of bandwidth trading. ASM Trans. Algorithms 2719(1), 193–193 (2002)MATH Bhatia, R., Chuzhoy, J., Freund, A., Naor, J.S.: Algorithmic aspects of bandwidth trading. ASM Trans. Algorithms 2719(1), 193–193 (2002)MATH
7.
Zurück zum Zitat Huang, Q., Lloyd, E.: Cost constrained fixed job scheduling. In: Lecture Notes in Computer Science, vol. 2841, pp. 111–124 (2003) Huang, Q., Lloyd, E.: Cost constrained fixed job scheduling. In: Lecture Notes in Computer Science, vol. 2841, pp. 111–124 (2003)
8.
Zurück zum Zitat Angelelli, E., Bianchessi, N., Filippi, C.: Optimal interval scheduling with a resource constraint. Comput. Oper. Res. 51(3), 268–281 (2014)MathSciNetCrossRefMATH Angelelli, E., Bianchessi, N., Filippi, C.: Optimal interval scheduling with a resource constraint. Comput. Oper. Res. 51(3), 268–281 (2014)MathSciNetCrossRefMATH
9.
Zurück zum Zitat Krumke, S.O., Thielen, C., Westphal, S.: Interval scheduling on related machines. Comput. Oper. Res. 38(12), 1836–1844 (2011)MathSciNetCrossRefMATH Krumke, S.O., Thielen, C., Westphal, S.: Interval scheduling on related machines. Comput. Oper. Res. 38(12), 1836–1844 (2011)MathSciNetCrossRefMATH
10.
Zurück zum Zitat Fung, S.P.Y., Poon, C.K., Zheng, F.: Improved randomized online scheduling of intervals and jobs. Theory Comput. Syst. 55(1), 202–228 (2012)MathSciNetCrossRefMATH Fung, S.P.Y., Poon, C.K., Zheng, F.: Improved randomized online scheduling of intervals and jobs. Theory Comput. Syst. 55(1), 202–228 (2012)MathSciNetCrossRefMATH
11.
Zurück zum Zitat Branda, M., Novotn, J., Olstad, A.: Fixed interval scheduling under uncertainty a tabu search algorithm for an extended robust coloring formulation. Comput. Ind. Eng. 93, 45–54 (2015)CrossRef Branda, M., Novotn, J., Olstad, A.: Fixed interval scheduling under uncertainty a tabu search algorithm for an extended robust coloring formulation. Comput. Ind. Eng. 93, 45–54 (2015)CrossRef
12.
Zurück zum Zitat Angelelli, E., Filippi, C.: On the complexity of interval scheduling with a resource constraint. Theor. Comput. Sci. 412(29), 3650–3657 (2011)MathSciNetCrossRefMATH Angelelli, E., Filippi, C.: On the complexity of interval scheduling with a resource constraint. Theor. Comput. Sci. 412(29), 3650–3657 (2011)MathSciNetCrossRefMATH
13.
Zurück zum Zitat Gavruskin, A., Khoussainov, B., Kokho, M., Liu, J.: Dynamic algorithms for monotonic interval scheduling problem. Theor. Comput. Sci. 562(C), 227–242 (2014)MathSciNetMATH Gavruskin, A., Khoussainov, B., Kokho, M., Liu, J.: Dynamic algorithms for monotonic interval scheduling problem. Theor. Comput. Sci. 562(C), 227–242 (2014)MathSciNetMATH
14.
Zurück zum Zitat Kovalyov, M.Y., Ng, C.T., Edwin Cheng, T.C.: Fixed interval scheduling: models, applications, computational complexity and algorithms. Eur. J. Oper. Res. 178(2), 331–342 (2007)MathSciNetCrossRefMATH Kovalyov, M.Y., Ng, C.T., Edwin Cheng, T.C.: Fixed interval scheduling: models, applications, computational complexity and algorithms. Eur. J. Oper. Res. 178(2), 331–342 (2007)MathSciNetCrossRefMATH
15.
Zurück zum Zitat Nemhauser, G.L., Wolsey, L.A., Fisher, M.L.: An analysis of approximations for maximizing submodular set functions—I. Math. Program. 14(1), 265–294 (1978)CrossRefMATH Nemhauser, G.L., Wolsey, L.A., Fisher, M.L.: An analysis of approximations for maximizing submodular set functions—I. Math. Program. 14(1), 265–294 (1978)CrossRefMATH
Metadaten
Titel
Optimal interval scheduling with nonidentical given machines
verfasst von
Haohao Zhou
Guanghan Bai
Su Deng
Publikationsdatum
28.01.2019
Verlag
Springer US
Erschienen in
Cluster Computing / Ausgabe 3/2019
Print ISSN: 1386-7857
Elektronische ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-018-02892-z

Weitere Artikel der Ausgabe 3/2019

Cluster Computing 3/2019 Zur Ausgabe