Scientia Iranica, ( ISI ), Volume (29), No (3), Year (2022-5) , Pages (1276-1287)

Title : ( Comparative modeling of abrasive waterjet machining process based on OA-Taguchi and D-optimal approach and optimization using simulated annealing algorithm )

Authors: M. Tavakkoli Nabavi , Masoud Azadi Moghaddam , N. Fardfarimani , Farhad Kolahan ,

Citation: BibTeX | EndNote

Abstract

Nowadays, machining of hard-to-machine alloys has become a challenge in terms of coping with di erent approaches that have been introduced so far, among which Abrasive Water Jet Machining (AWJM) has become one of the most extensively used ones owing to its advantages. The current study provided the required data for modeling, statistical analysis, and optimization of AWJM process based on Taguchi Orthogonal Array (OA) and D-optimal approaches. Regression modeling was also considered to relate the process input variables (water pressure, abrasive ow rate, machining speed, and machining gap) to the output characteristic namely Surface Roughness (SR). In this regard, three sets of models were proposed using three experimental matrices namely OA-Taguchi, D- optimal, and their combination, and their adequacy was checked using Analysis of Variance (ANOVA). According to the ndings, the most signi cant variable a ecting SR was the machining speed with the contribution of 66%. Finally, to optimize the objective functions of the proposed models and obtain the optimized (the least) characteristic (SR), the models were embedded in Simulated Annealing (SA) algorithm. According to the computational results, the mixture matrix (with less than 4% error) was superior to OA-Taguchi and D-optimal, hence quite being ecient in modeling and optimizing the process.

Keywords

Abrasive Water Jet Machining (AWJM) process; Design Of Experiments (DOE); Taguchi Orthogonal Array (OA) method; Regression modeling; Simulated Annealing (SA) algorithm
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@article{paperid:1096072,
author = {م. توکلی نبوی and Azadi Moghaddam, Masoud and ن. فردفریمانی and Kolahan, Farhad},
title = {Comparative modeling of abrasive waterjet machining process based on OA-Taguchi and D-optimal approach and optimization using simulated annealing algorithm},
journal = {Scientia Iranica},
year = {2022},
volume = {29},
number = {3},
month = {May},
issn = {1026-3098},
pages = {1276--1287},
numpages = {11},
keywords = {Abrasive Water Jet Machining (AWJM) process; Design Of Experiments (DOE); Taguchi Orthogonal Array (OA) method; Regression modeling; Simulated Annealing (SA) algorithm},
}

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%0 Journal Article
%T Comparative modeling of abrasive waterjet machining process based on OA-Taguchi and D-optimal approach and optimization using simulated annealing algorithm
%A م. توکلی نبوی
%A Azadi Moghaddam, Masoud
%A ن. فردفریمانی
%A Kolahan, Farhad
%J Scientia Iranica
%@ 1026-3098
%D 2022

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