Optimization of Abrasive Waterjet Machining Process using Multi-objective Jaya Algorithm

被引:18
|
作者
Rao, R. Venkata [1 ]
Rai, Dhiraj P. [1 ]
Balic, Joze [2 ]
机构
[1] S Gujarat Univ, Dept Chem, Surat 395007, India
[2] Univ Maribor, Fac Mech Engn, Prod Engn Inst, Maribor, Slovenia
关键词
Abrasive waterjet machining; Jaya algorithm; Multi-objective optimization; Posteriori approach;
D O I
10.1016/j.matpr.2017.12.070
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this work single-objective, multi-objective and multi-parameter optimization models of a widely used modern machining process namely abrasive waterjet machining process are solved using a newly proposed optimization algorithm named Jaya algorithm. In order to solve the multi-objective optimization models, a posteriori version of Jaya algorithm named as "Multi-objective Jaya (MO-Jaya) algorithm" is used. Two optimization case studies of abrasive waterjet machining process are considered and the results of Jaya and MO-Jaya algorithms are found to be better than the results of well-known optimization algorithms such as simulated annealing (SA), particle swam optimization (PSO), firefly algorithm (FA), cuckoo search (CS) algorithm, blackhole (BH) algorithm, biogeography based optimization (BBO) algorithm, non-dominated sorting genetic algorithm (NSGA), non-dominated sorting teaching-learning-based optimization (NSTLBO) algorithm and sequential approximation optimization (SAQ). A set of Pareto-efficient solutions is obtained for each of the considered multi-objective optimization problems using MO-Jaya algorithm and the same is reported in this work. Hypervolume performance metric is used to compare the quality of the Pareto-front provided by MO-Jaya algorithm to the Pareto-front provided by NSGA and NSTLBO algorithms. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:4930 / 4938
页数:9
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