Skip to main content

2018 | OriginalPaper | Buchkapitel

9. Constraint-Based Local Search

verfasst von : Laurent Michel, Pascal Van Hentenryck

Erschienen in: Handbook of Heuristics

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

Constraint-Based Local Search emerged in the last decade as a framework for declaratively expressing hard combinatorial optimization problems and solve them with local search techniques. It delivers tools to practitioners that enables them to quickly experiment with multiple models, heuristics, and meta-heuristics, focusing on their application rather than the delicate minutiae of producing a competitive implementation. At its heart, the declarative models are reminiscent of the modeling facilities familiar to constraint programming, while the underlying computational model heavily depends on incrementality. The net result is a platform capable of delivering competitive local search solutions at a fraction of the efforts needed with a conventional approach delivering model-and-run to local search users.

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 Borning A (1981) The programming language aspects of thinglab, a constraint-oriented simulation laboratory. ACM Trans Program Lang Syst 3(4):353–387CrossRef Borning A (1981) The programming language aspects of thinglab, a constraint-oriented simulation laboratory. ACM Trans Program Lang Syst 3(4):353–387CrossRef
2.
Zurück zum Zitat Borning A, Duisberg R (1986) Constraint-based tools for building user interfaces. ACM Trans Comput Graph 5(4):345–374CrossRef Borning A, Duisberg R (1986) Constraint-based tools for building user interfaces. ACM Trans Comput Graph 5(4):345–374CrossRef
3.
Zurück zum Zitat Dincbas M, Simonis H, Van Hentenryck P (1988) Solving the car sequencing problem in constraint logic programming. In: ECAI-88, Aug 1988 Dincbas M, Simonis H, Van Hentenryck P (1988) Solving the car sequencing problem in constraint logic programming. In: ECAI-88, Aug 1988
5.
Zurück zum Zitat Glover F, Laguna M (1997) Tabu search. Kluwer Academic Publishers, Boston/Dordrecht/LondonCrossRef Glover F, Laguna M (1997) Tabu search. Kluwer Academic Publishers, Boston/Dordrecht/LondonCrossRef
7.
Zurück zum Zitat Laguna M (2002) Scatter search. In: Pardalos PM, Resende MGC (eds) Handbook of applied optimization. Oxford University Press, New York, pp 183–193 Laguna M (2002) Scatter search. In: Pardalos PM, Resende MGC (eds) Handbook of applied optimization. Oxford University Press, New York, pp 183–193
8.
Zurück zum Zitat Michel L (1998) Localizer: a modeling language for local search. PhD thesis, Brown University Michel L (1998) Localizer: a modeling language for local search. PhD thesis, Brown University
9.
Zurück zum Zitat Michel L, Van Hentenryck P (1997) Localizer: a modeling language for local search. In: Third international conference on the principles and practice of constraint programming (CP’97), Lintz, Oct 1997 Michel L, Van Hentenryck P (1997) Localizer: a modeling language for local search. In: Third international conference on the principles and practice of constraint programming (CP’97), Lintz, Oct 1997
10.
Zurück zum Zitat Minton S, Johnston MD, Philips AB (1990) Solving large-scale constraint satisfaction and scheduling problems using a Heuristic repair method. In: AAAI-90, Aug 1990 Minton S, Johnston MD, Philips AB (1990) Solving large-scale constraint satisfaction and scheduling problems using a Heuristic repair method. In: AAAI-90, Aug 1990
11.
Zurück zum Zitat Myers B, Guise D, Dannenberg R, Vander Zanden B, Kosbie D, Pervin E, Mickish A, Marchal P (1990) GARNET: comprehensive support for graphical, highly interactive user interfaces. IEEE Comput 23(11):71–85CrossRef Myers B, Guise D, Dannenberg R, Vander Zanden B, Kosbie D, Pervin E, Mickish A, Marchal P (1990) GARNET: comprehensive support for graphical, highly interactive user interfaces. IEEE Comput 23(11):71–85CrossRef
12.
Zurück zum Zitat Pham Q-D, Deville Y, Van Hentenryck P (2012) Ls(graph): a constraint-based local search for constraint optimization on trees and paths. Constraints 17(4):357–408MathSciNetCrossRef Pham Q-D, Deville Y, Van Hentenryck P (2012) Ls(graph): a constraint-based local search for constraint optimization on trees and paths. Constraints 17(4):357–408MathSciNetCrossRef
13.
Zurück zum Zitat Selman B, Kautz H (1993) An empirical study of greedy local search for satisfiability testing. In: AAAI-93, pp 46–51 Selman B, Kautz H (1993) An empirical study of greedy local search for satisfiability testing. In: AAAI-93, pp 46–51
14.
Zurück zum Zitat Selman B, Levesque H, Mitchell D (1992) A new method for solving hard satisfiability problems. In: AAAI-92, pp 440–446 Selman B, Levesque H, Mitchell D (1992) A new method for solving hard satisfiability problems. In: AAAI-92, pp 440–446
15.
Zurück zum Zitat Selman B, Kautz H, Cohen B (1996) Local search strategies for satisfiability testing. In: DIMACS series in discrete mathematics and theoretical computer science, vol 26. American Mathematical Society Publications. DIMACS Selman B, Kautz H, Cohen B (1996) Local search strategies for satisfiability testing. In: DIMACS series in discrete mathematics and theoretical computer science, vol 26. American Mathematical Society Publications. DIMACS
16.
Zurück zum Zitat Smith BM, Brailsford SC, Hubbard PM, Williams HP (1996) The progressive party problem: integer linear programming and constraint programming compared. Constraints 1:119–138MathSciNetCrossRef Smith BM, Brailsford SC, Hubbard PM, Williams HP (1996) The progressive party problem: integer linear programming and constraint programming compared. Constraints 1:119–138MathSciNetCrossRef
17.
Zurück zum Zitat Sutherland IE (1963) SKETCHPAD: a man-machine graphical communication system. MIT Lincoln Labs, CambridgeCrossRef Sutherland IE (1963) SKETCHPAD: a man-machine graphical communication system. MIT Lincoln Labs, CambridgeCrossRef
18.
20.
Zurück zum Zitat Van Hentenryck P, Michel L (2005) Control abstractions for local search. Constraints 10(2):137–157CrossRef Van Hentenryck P, Michel L (2005) Control abstractions for local search. Constraints 10(2):137–157CrossRef
21.
Zurück zum Zitat Van Hentenryck P, Michel L (2006) Differentiable invariants. In: 12th international conference on principles and practice of constraint programming (CP’06), Nantes, Sept 2006. Lecture notes in computer science Van Hentenryck P, Michel L (2006) Differentiable invariants. In: 12th international conference on principles and practice of constraint programming (CP’06), Nantes, Sept 2006. Lecture notes in computer science
22.
Zurück zum Zitat Van Hentenryck P, Michel L (2007) Synthesis of constraint-based local search algorithms from high-level models. In: Proceedings of the 22nd national conference on artificial intelligence – volume 1, AAAI’07. AAAI Press, pp 273–278 Van Hentenryck P, Michel L (2007) Synthesis of constraint-based local search algorithms from high-level models. In: Proceedings of the 22nd national conference on artificial intelligence – volume 1, AAAI’07. AAAI Press, pp 273–278
23.
Zurück zum Zitat Van Hentenryck P, Michel L (2009) Constraint-based local search. The MIT Press, CambridgeMATH Van Hentenryck P, Michel L (2009) Constraint-based local search. The MIT Press, CambridgeMATH
24.
Zurück zum Zitat Van Hentenryck P, Michel L, Liu L (2005) Constraint-based combinators for local search. Constraints 10(3):363–384CrossRef Van Hentenryck P, Michel L, Liu L (2005) Constraint-based combinators for local search. Constraints 10(3):363–384CrossRef
Metadaten
Titel
Constraint-Based Local Search
verfasst von
Laurent Michel
Pascal Van Hentenryck
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-07124-4_7

Premium Partner