Skip to main content
Erschienen in: International Journal of Machine Learning and Cybernetics 2/2011

01.06.2011 | Original Article

Effective genetic algorithm for resource-constrained project scheduling with limited preemptions

verfasst von: Jie Zhu, Xiaoping Li, Weiming Shen

Erschienen in: International Journal of Machine Learning and Cybernetics | Ausgabe 2/2011

Einloggen

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

search-config
loading …

Abstract

In this paper, a specific preemptive resource-constrained project scheduling problem (PRCPSP) with makespan minimization is considered of which each activity could be interrupted at most M times. According to activity requirements and resource availability, resources are allocated to activities in different intervals. A resource-fragment chain is constructed to keep resource states dynamically. The resource allocation problem is transferred to the well-known 0–1 knapsack problem and solved by dynamic programming in pseudo-polynomial time complexity. The schedule enhancement method is developed to further improve the quality of obtained schedules by removing and rescheduling each activity in the activity list. By integrating the resource allocation and the schedule enhancement method, a genetic algorithm is proposed for the considered problem with the objective to minimize makespan. Computational experiments on the standard J30 and J120 sets show that the proposed algorithm is amongst the most competitive algorithms in literature for the pre-emptive cases.

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!

Weitere Produktempfehlungen anzeigen
Literatur
1.
Zurück zum Zitat Ballestin F, Valls V, Quintanilla S (2008) Pre-emption in resource-constrained project scheduling. Eur J Oper Res 189:1136–1152MATHCrossRef Ballestin F, Valls V, Quintanilla S (2008) Pre-emption in resource-constrained project scheduling. Eur J Oper Res 189:1136–1152MATHCrossRef
2.
Zurück zum Zitat Ballestin F, Valls V, Quintanilla S (2009) Scheduling projects with limited number of preemptions. Comput Oper Res 36(11):2913–2925MATHCrossRef Ballestin F, Valls V, Quintanilla S (2009) Scheduling projects with limited number of preemptions. Comput Oper Res 36(11):2913–2925MATHCrossRef
3.
Zurück zum Zitat Blazewicz J, Lenstra J, Kan AR (1983) Scheduling projects to resource constraints: classification and complexity. Discret Appl Math 5:11–24MATHCrossRef Blazewicz J, Lenstra J, Kan AR (1983) Scheduling projects to resource constraints: classification and complexity. Discret Appl Math 5:11–24MATHCrossRef
4.
Zurück zum Zitat Buddhakulsomsiri J, Kim DS (2006) Properties of multi-mode resource-constrained project scheduling problems with resource vacations and activity splitting. Eur J Oper Res 175:279–295MATHCrossRef Buddhakulsomsiri J, Kim DS (2006) Properties of multi-mode resource-constrained project scheduling problems with resource vacations and activity splitting. Eur J Oper Res 175:279–295MATHCrossRef
5.
Zurück zum Zitat Demeulemeester E, Herroelen W (1996) An efficient optimal procedure for the preemptive resource-constrained project scheduling problem. Eur J Oper Res 90:334–348MATHCrossRef Demeulemeester E, Herroelen W (1996) An efficient optimal procedure for the preemptive resource-constrained project scheduling problem. Eur J Oper Res 90:334–348MATHCrossRef
6.
Zurück zum Zitat Herroelen W, De Reyck B, Demeulmeester E (1998) Resource-constrained project scheduling: a survey of recent development. Comput Oper Res 25(4):279–302MathSciNetMATHCrossRef Herroelen W, De Reyck B, Demeulmeester E (1998) Resource-constrained project scheduling: a survey of recent development. Comput Oper Res 25(4):279–302MathSciNetMATHCrossRef
7.
Zurück zum Zitat Kolisch R, Sprecher A, Drexl A (1995) Characterization and generation of a general class of resource-constrained project scheduling problems. Manage Sci 41:1693–1703MATHCrossRef Kolisch R, Sprecher A, Drexl A (1995) Characterization and generation of a general class of resource-constrained project scheduling problems. Manage Sci 41:1693–1703MATHCrossRef
8.
Zurück zum Zitat Mendes JJM, Goncalves JF, Resende MGC (2009) A random key based genetic algorithm for the resource constrained project scheduling problem. Comput Oper Res 36:92–109MathSciNetMATHCrossRef Mendes JJM, Goncalves JF, Resende MGC (2009) A random key based genetic algorithm for the resource constrained project scheduling problem. Comput Oper Res 36:92–109MathSciNetMATHCrossRef
9.
Zurück zum Zitat Mika M, Waligora G, Weglarz J (2005) Simulated annealing and tabu search for multi-mode resource-constrained project scheduling with positive discounted cash flows and different payment models. Eur J Oper Res 164:639–668MathSciNetMATHCrossRef Mika M, Waligora G, Weglarz J (2005) Simulated annealing and tabu search for multi-mode resource-constrained project scheduling with positive discounted cash flows and different payment models. Eur J Oper Res 164:639–668MathSciNetMATHCrossRef
10.
Zurück zum Zitat Mika M, Waligora G, Weglarz J (2008) Tabu search for multi-mode resource-constrained project scheduling with schedule-dependent setup times. Eur J Oper Res 187:1238–1250MATHCrossRef Mika M, Waligora G, Weglarz J (2008) Tabu search for multi-mode resource-constrained project scheduling with schedule-dependent setup times. Eur J Oper Res 187:1238–1250MATHCrossRef
11.
Zurück zum Zitat Moumene K, Ferland JA (2009) Activity list representation for a generalization of the resource-constrained project scheduling problem. Eur J Oper Res 199(1):46–54MathSciNetMATHCrossRef Moumene K, Ferland JA (2009) Activity list representation for a generalization of the resource-constrained project scheduling problem. Eur J Oper Res 199(1):46–54MathSciNetMATHCrossRef
12.
Zurück zum Zitat Patterson JH (1984) A comparison of exact procedures for solving the multiple constrained resource project scheduling problem. Manage Sci 30(7):854–867CrossRef Patterson JH (1984) A comparison of exact procedures for solving the multiple constrained resource project scheduling problem. Manage Sci 30(7):854–867CrossRef
13.
Zurück zum Zitat Peteghem VV, Vanhoucke M (2010) A genetic algorithm for the preemptive and non-preemptive multi-mode resource-constrained project scheduling problem. Eur J Oper Res 201:409–418MATHCrossRef Peteghem VV, Vanhoucke M (2010) A genetic algorithm for the preemptive and non-preemptive multi-mode resource-constrained project scheduling problem. Eur J Oper Res 201:409–418MATHCrossRef
14.
Zurück zum Zitat Weglarz J (1999) Project scheduling: recent models, algorithms and applications. Kluwer, Norwell Weglarz J (1999) Project scheduling: recent models, algorithms and applications. Kluwer, Norwell
Metadaten
Titel
Effective genetic algorithm for resource-constrained project scheduling with limited preemptions
verfasst von
Jie Zhu
Xiaoping Li
Weiming Shen
Publikationsdatum
01.06.2011
Verlag
Springer-Verlag
Erschienen in
International Journal of Machine Learning and Cybernetics / Ausgabe 2/2011
Print ISSN: 1868-8071
Elektronische ISSN: 1868-808X
DOI
https://doi.org/10.1007/s13042-011-0014-3

Weitere Artikel der Ausgabe 2/2011

International Journal of Machine Learning and Cybernetics 2/2011 Zur Ausgabe

Neuer Inhalt