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Naslov:Modeling of impact toughness of cold formed material by genetic programming
Avtorji:ID Gusel, Leo (Avtor)
ID Brezočnik, Miran (Avtor)
Datoteke:URL http://dx.doi.org/10.1016/j.commatsci.2005.11.007
 
Jezik:Angleški jezik
Vrsta gradiva:Neznano
Tipologija:1.01 - Izvirni znanstveni članek
Organizacija:FS - Fakulteta za strojništvo
Opis:In the paper, an approach completely different from the conventional methods for determination of accurate models for the change of properties of cold formed material, is presented. This approach is genetic programming (GP) method which is based on imitation of natural evolution of living organisms. The main characteristic of GP is its non-deterministic way of computing. No assumptions about the form and size of expressions were made in advance, but they were left to the self organization and intelligence of evolutionary process. First, copper alloy rods were cold drawn under different conditions and then impact toughness of cold drawn specimens was determined by Charpy tests. The values of independent variables (effective strain, coefficient of friction) influence the value of the dependent variable, impact toughness. On the basis of training data, different prediction models for impact toughness were developed by GP. Only the best models, gained by genetic programming were presented in the paper. Accuracy of the best models was proved with the testing data set. The comparison between deviation of genetic model results and regression model results concerning the experimental results has showed that genetic models are more precise and more varied then regression models.
Ključne besede:metal forming, genetic programming, evolutionary computing, impact toughness, copper alloy, modelling
Leto izida:2006
PID:20.500.12556/DKUM-25665 Novo okno
UDK:621.7.016.3:004.89
COBISS.SI-ID:10119190 Novo okno
ISSN pri članku:0927-0256
NUK URN:URN:SI:UM:DK:4D3UPJA1
Datum objave v DKUM:30.05.2012
Število ogledov:2547
Število prenosov:113
Metapodatki:XML DC-XML DC-RDF
Področja:Ostalo
:
GUSEL, Leo in BREZOČNIK, Miran, 2006, Modeling of impact toughness of cold formed material by genetic programming. Computational materials science [na spletu]. 2006. [Dostopano 18 april 2025]. Pridobljeno s: http://dx.doi.org/10.1016/j.commatsci.2005.11.007
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Gradivo je del revije

Naslov:Computational materials science
Skrajšan naslov:Comput. mater. sci.
Založnik:Elsevier
ISSN:0927-0256
COBISS.SI-ID:15330053 Novo okno

Sekundarni jezik

Jezik:Angleški jezik
Ključne besede:preoblikovanje kovin, genetsko programiranje, modeliranje, udarna trdnost, bakrove zlitine


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