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Publication detail
ŠEDA, M.
Original Title
Metaheuristics for the Network Steiner Tree Problem
Type
book chapter
Language
English
Original Abstract
The network Steiner tree problem (or Steiner tree problem in graphs) finds a shortest tree spanning a given vertex subset within a network. For exact solutions, a mixed integer programming model is proposed and checked in GAMS optimization package. However, the studied problem is NP-complete and therefore, for large scaled instances, the optimal solution cannot be found in a reasonable amount of time. In this case it is usually solved by approximation or deterministic heuristic methods. This paper proposes an approach that is based on simple approximations in a hybrid combination with stochastic heuristic methods (genetic algorithms and simulated annealing) applied to a binary string representation of Steiner vertex candidates. These methods are tested on standard benchmarks from OR-Library and suitable parameter settings are recommended to achieve good solutions. It was shown that by this approach, we can achieve near-optimal results for instances of up to 100 vertices, 200 edges and 50 terminals in no more than a few minutes. This is very competitive with the best results known from literature. In a comparison with complex specialized approximation algorithms, our approach is compatible with the general framework of genetic algorithms and simulated annealing. It has a modular structure and by setting a few parameters it can be easily controlled to provide good solutions
Key words in English
Minimum spanning tree, Steiner tree problem, metaheuristic, genetic algorithm, simulated annealing
Authors
RIV year
2002
Released
10. 10. 2002
Publisher
DAAAM International, Wien
Location
Wien (Austria)
ISBN
3-901509-30-5
Book
Katalinic, B. (ed.): DAAAM International Scientific Book 2002
Edition
DAAAM International Scientific Books
Pages from
525
Pages to
538
Pages count
14
BibTex
@inbook{BUT54861, author="Miloš {Šeda}", title="Metaheuristics for the Network Steiner Tree Problem", booktitle="Katalinic, B. (ed.): DAAAM International Scientific Book 2002", year="2002", publisher="DAAAM International, Wien", address="Wien (Austria)", series="DAAAM International Scientific Books", pages="14", isbn="3-901509-30-5" }