• Medientyp: E-Artikel
  • Titel: A GENERALIZED CONVERGENCE RESULT FOR THE GRAPH-BASED ANT SYSTEM METAHEURISTIC
  • Beteiligte: Gutjahr, Walter J.
  • Erschienen: Cambridge University Press (CUP), 2003
  • Erschienen in: Probability in the Engineering and Informational Sciences
  • Sprache: Englisch
  • DOI: 10.1017/s0269964803174086
  • ISSN: 0269-9648; 1469-8951
  • Schlagwörter: Industrial and Manufacturing Engineering ; Management Science and Operations Research ; Statistics, Probability and Uncertainty ; Statistics and Probability
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  • Beschreibung: <jats:p>It is shown that on fairly weak conditions, the current solutions of a metaheuristic following the ant colony optimization paradigm, the graph-based ant system, converge with a probability that can be made arbitrarily close to unity to one element of the set of optimal solutions. The result generalizes a previous result by removing the very restrictive condition that both the optimal solution and its encoding are unique (this generalization makes the proof distinctly more difficult) and by allowing a wide class of implementation variants in the first phase of the algorithm. In this way, the range of application of the convergence result is considerably extended.</jats:p>