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Publikační činnost
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stať ve sborníku (D)
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Katedra informatiky a počítačů (31400)
Title:
Efficiency of Migration in Parallel Differential Evolution
Citace
Bujok, P. Efficiency of Migration in Parallel Differential Evolution.
In:
ISCAMI 2013.
IRAFM, 2013. s. 18-18.
Subtitle
Publication year:
2013
Obor:
Informatika
Number of pages:
73
Page from:
18
Page to:
18
Form of publication:
Tištená verze
ISBN code:
ISSN code:
Proceedings title:
ISCAMI 2013
Proceedings:
Mezinárodní
Publisher name:
IRAFM
Place of publishing:
Neuveden
Country of Publication:
Sborník vydaný v ČR
Název konference:
13th International Student Conference on Applied Mathematics and Informatics
Místo konání konference:
Malenovice
Datum zahájení konference:
Typ akce podle státní
příslušnosti účastníků:
Celosvětová akce
WoS code:
EID:
Key words in English:
differential evolution, island model, synchronous migration, migration parameters, test functions.
Annotation in original language:
A parallel island model is applied to some variants of adaptive differential evolution (DE) in order to study if migration can bring an increase of performance of the algorithms. The population is divided among several independent islands using a ring topology. In the proposed ring topology, individuals migrate between the neighboring islands. The influence of different control parameters of synchronous migration in the island model is studied. The parameters controlling migration are the number of emigrants and its selection policy, integration policy of immigrants, migration decision criterion, and selection of islands for migration. Parallel variants of DE are tested on benchmark of six well-known test problems of dimension D = 30 and their performance (reliability and the number of function evaluations) are compared mutually as well as with the corresponding serial versions of adaptive differential evolution.
Annotation in english language:
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