RCIN and OZwRCIN projects

Object

Title: Biologically inspired methods of an evolutionary algorithm control

Creator:

Stańczak, Jarosław

Date issued/created:

2001

Resource type:

Tekst

Subtitle:

Raport Badawczy = Research Report ; RB/22/2001

Publisher:

Instytut Badań Systemowych. Polska Akademia Nauk ; Systems Research Institute. Polish Academy of Sciences

Place of publishing:

Warszawa

Description:

27 stron ; 21 cm ; Bibliografia s. 26-27

Abstract:

In this paper two new methods of an evolutionary algorithm control are proposed. Methods applied in the evolutionary algorithms are usually derived from nature and prefer solutions where the main role plays randomness, competition and fight among individuals. In the case of evolutionary algorithms, where populations of individuals are usually small it causes a premature convergence to local minima. To avoid this drawback we propose to apply an approach based rather on an agricultural technique. The correctness of such assumption follows from the observation that by operating on small populations of plants or animals it was possible to cultivate species of desired features without randomness, fight and competition. Two new methods of object selections are proposed: a histogram selection and a mixed selection. Also advantages of passing them into the evolutionary algorithm are shown, using examples based on scheduling and TSP.

Relation:

Raport Badawczy = Research Report

Detailed Resource Type:

Raport

Resource Identifier:

oai:rcin.org.pl:102575

Source:

RB-2001-22

Language:

eng

Language of abstract:

eng

Rights:

Licencja Creative Commons Uznanie autorstwa 4.0

Terms of use:

Zasób chroniony prawem autorskim. [CC BY 4.0 Międzynarodowe] Korzystanie dozwolone zgodnie z licencją Creative Commons Uznanie autorstwa 4.0, której pełne postanowienia dostępne są pod adresem: ; -

Digitizing institution:

Instytut Badań Systemowych Polskiej Akademii Nauk

Original in:

Biblioteka Instytutu Badań Systemowych PAN

Projects co-financed by:

Program Operacyjny Polska Cyfrowa, lata 2014-2020, Działanie 2.3 : Cyfrowa dostępność i użyteczność sektora publicznego; środki z Europejskiego Funduszu Rozwoju Regionalnego oraz współfinansowania krajowego z budżetu państwa

Access:

Otwarty

Object collections:

Last modified:

Oct 19, 2021

In our library since:

Jan 13, 2020

Number of object content downloads / hits:

35

All available object's versions:

https://www.rcin.org.pl/publication/113818

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