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Estimating the strain-rate-dependent parameters of the Johnson-Cook material model using optimisation algorithms combined with a response surface
ID
Škrlec, Andrej
(
Avtor
),
ID
Klemenc, Jernej
(
Avtor
)
PDF - Predstavitvena datoteka,
prenos
(3,13 MB)
MD5: 0945F3339A90AF9E332DD5EA4A40D197
URL - Izvorni URL, za dostop obiščite
https://www.mdpi.com/2227-7390/8/7/1105
Galerija slik
Izvleček
Under conditions where a product is subjected to extreme mechanical loading over a very short time period, the strain rate has considerable influence on the behaviour of the product’s material. To simulate the behaviour of the material accurately under these loading conditions, the appropriate strain-rate parameters for the selected material model should be used. The aim of this paper is to present a quick method for easily determining the appropriate strain-rate-dependent parameter values of the selected material model. The optimisation procedure described in the article combines the design-of-experiment (DoE) technique, finite-element simulations, modelling a response surface and an evolutionary algorithm. First, a non-standard dynamic experiment was designed to study the behaviour of thin, flat, metal sheets during an impact. The experimental data from this dynamic and the conventional tensile experiments for mild steel were the basis for the determination of the Johnson-Cook material model parameters. The paper provides a comparison of two optimisation processes with different DoE techniques and with three different optimisation algorithms (one traditional and two metaheuristic). The performances of the presented method are compared, and the engineering applicability of the results is discussed. The identified parameter values, which were estimated with the presented procedure, are very similar to those from the literature. The paper shows how the application of a properly designed plan of simulations can significantly reduce the simulation time, with only a minor influence on the estimated parameters. Furthermore, it can be concluded that in some cases the traditional optimisation method is as good as the two metaheuristic methods. Finally, it was proven that experiments with different strain rates must be carried out when estimating the corresponding material parameters.
Jezik:
Angleški jezik
Ključne besede:
strain rate
,
finite-element method
,
design of experiment
,
Taguchi orthogonal array
,
response surface
,
evolutionary algorithm
,
Johnson-Cook material mode
Vrsta gradiva:
Članek v reviji
Tipologija:
1.01 - Izvirni znanstveni članek
Organizacija:
FS - Fakulteta za strojništvo
Status publikacije:
Objavljeno
Različica publikacije:
Objavljena publikacija
Leto izida:
2020
Št. strani:
18 str.
Številčenje:
Vol. 8, iss. 7, art. 1105
PID:
20.500.12556/RUL-117669
UDK:
519.61(045)
ISSN pri članku:
2227-7390
DOI:
10.3390/math8071105
COBISS.SI-ID:
23026947
Datum objave v RUL:
20.07.2020
Število ogledov:
1486
Število prenosov:
365
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Objavi na:
Gradivo je del revije
Naslov:
Mathematics
Skrajšan naslov:
Mathematics
Založnik:
MDPI AG
ISSN:
2227-7390
COBISS.SI-ID:
523267865
Licence
Licenca:
CC BY 4.0, Creative Commons Priznanje avtorstva 4.0 Mednarodna
Povezava:
http://creativecommons.org/licenses/by/4.0/deed.sl
Opis:
To je standardna licenca Creative Commons, ki daje uporabnikom največ možnosti za nadaljnjo uporabo dela, pri čemer morajo navesti avtorja.
Začetek licenciranja:
05.07.2020
Sekundarni jezik
Jezik:
Slovenski jezik
Ključne besede:
hitrost specifične deformacije
,
metoda končnih elementov
,
metoda načrtovanja preizkusov
,
Taguchijeva matrika
,
odzivna površina
,
evolucijski algoritem
,
Johnson-Cook materialni model
Projekti
Financer:
ARRS - Agencija za raziskovalno dejavnost Republike Slovenije
Številka projekta:
P2-0182
Naslov:
Razvojna vrednotenja
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