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Rješavanje problema više trgovačkih putnika genetskim algoritmom

Authors: Crnković, Bernard;

Rješavanje problema više trgovačkih putnika genetskim algoritmom

Abstract

Ovaj se rad bavi istraživanjem višekriterijskom optimizacijom na primjeru problema više trgovačkih putnika s jednim ishodišnim gradom. U svrhu rješavanja problema dizajniran je i implementiran proširivi programski sustav za upravljanje instancama TSPLIB problema, populacijama te provođenje i nadziranje izvođenja genetskih algoritama na floti udaljenih računala. Provedena je optimizacija parametara vjerojatnosti mutacije i veličine turnira k-turnirske selekcije. Analizirani su i vizualizirani rezultati izvođenja genetskog algoritma brzog nedominirajućeg sortiranja NSGA-II.

A multi-objective optimisation was performed in context of multiple travelling salesmen problem with single home depot. Aiding an implementation of the solution, we implemented an extensible application system for managing instances of TSPLIB problems, populations and running them on a fleet of remote systems. We experimentally measure effects of mutation probability µ & size of tournament selection k on solution quality. We analysed and plotted the results of performed NSGA-II algorithm.

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Keywords

ˇ radni okvir za genetske algoritme, Multiple travelling salesmen problem, evolutionary algorithm, genetski algoritam, genetic algorithm, genetic algorithm framework, Problem više trgovackih putnika, evolucijski algoritam

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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