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ŠEDA, M. ŠEDA, P.
Original Title
A Minimisation of Network Covering Services in a Threshold Distance
Type
book chapter
Language
English
Original Abstract
In this paper, we deal with a special version of the set covering problem, which consists in finding the minimum number of service centres providing specialized services for all customers (or larger units, such as urban areas) within a reasonable distance given by a threshold. If a suitable threshold is found that makes it possible to determine a feasible solution of the task, the task is transformed into a general set covering problem. However, this has a combinatorial nature and, because it belongs to the class of NP-hard problems, for a large instance of the problem, it cannot be used to find the optimal solution in a reasonable amount of time. In the paper, we present a solution by means of two stochastic heuristic methods - genetic algorithms and simulated annealing – and, using a test instance from OR-Library, we present the parameter settings of both methods and the results achieved.
Keywords
Set covering, unicost problem, threshold, reachability matrix, genetic algorithm, repair operator
Authors
ŠEDA, M.; ŠEDA, P.
RIV year
2015
Released
1. 6. 2015
Publisher
Springer
Location
Heidelberg, Germany
ISBN
978-3-319-19823-1
Book
Recent Advances in Soft Computing
Edition
Advances in Intelligent Systems and Computing
Edition number
1.
Pages from
159
Pages to
169
Pages count
11
BibTex
@inbook{BUT119299, author="Miloš {Šeda} and Pavel {Šeda}", title="A Minimisation of Network Covering Services in a Threshold Distance", booktitle="Recent Advances in Soft Computing", year="2015", publisher="Springer", address="Heidelberg, Germany", series="Advances in Intelligent Systems and Computing", edition="1.", pages="159--169", isbn="978-3-319-19823-1" }