Mоlimо vаs kоristitе оvај idеntifikаtоr zа citirаnjе ili оvај link dо оvе stаvkе: https://open.uns.ac.rs/handle/123456789/6527
Nаziv: ANN modeling of kerf taper angle in CO<inf>2</inf>laser cutting and optimization of cutting parameters using Monte Carlo method
Аutоri: Madić M.
Radovanović, Milan
Gostimirović, Marin 
Dаtum izdаvаnjа: 1-јан-2015
Čаsоpis: International Journal of Industrial Engineering Computations
Sažetak: © 2014 Growing Science Ltd. All rights reserved. In this paper, an attempt has been made to develop a mathematical model in order to study the relationship between laser cutting parameters such as laser power, cutting speed, assist gas pressure and focus position, and kerf taper angle obtained in CO<inf>2</inf>laser cutting of AISI 304 stainless steel. To this aim, a single hidden layer artificial neural network (ANN) trained with gradient descent with momentum algorithm was used. To obtain an experimental database for the ANN training, laser cutting experiment was planned as per Taguchi’s L27 orthogonal array with three levels for each of the cutting parameters. Statistically assessed as adequate, ANN model was then used to investigate the effect of the laser cutting parameters on the kerf taper angle by generating 2D and 3D plots. It was observed that the kerf taper angle was highly sensitive to the selected laser cutting parameters, as well as their interactions. In addition to modeling, by applying the Monte Carlo method on the developed kerf taper angle ANN model, the near optimal laser cutting parameter settings, which minimize kerf taper angle, were determined.
URI: https://open.uns.ac.rs/handle/123456789/6527
ISSN: 19232926
DOI: 10.5267/j.ijiec.2014.9.003
Nаlаzi sе u kоlеkciјаmа:FTN Publikacije/Publications

Prikаzаti cеlоkupаn zаpis stаvki

SCOPUSTM   
Nаvоđеnjа

11
prоvеrеnо 03.05.2024.

Prеglеd/i stаnicа

27
Prоtеklа nеdеljа
2
Prоtеkli mеsеc
6
prоvеrеnо 10.05.2024.

Google ScholarTM

Prоvеritе

Аlt mеtrikа


Stаvkе nа DSpace-u su zаštićеnе аutоrskim prаvimа, sа svim prаvimа zаdržаnim, оsim аkо nije drugačije naznačeno.