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Optimal parameter prediction of oxygen-mist near-dry wire-cut EDM

机译:氧雾近干线切割电火花加工的最优参数预测

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摘要

Wire-cut electrical discharge machining (WEDM) is one of the important non-traditional machining processes to cut hard and high strength materials. It was observed from the literature that some environmental pollutants had been emitted owing to thermal decomposition of the liquid dielectric mediums used in WEDM. In this near-dry WEDM process, oxygen-mist is used as a dielectric medium which encourages the eco-friendly cutting process owing to minimal usage of liquid-based dielectric medium. In this paper, the experiments have been performed using the compressed oxygen gas mixed with minimum quantity of demineralised water as a dielectric medium. The design of experiments has been performed using Taguchi's L27 orthogonal array. The spark-current, pulse-on-time, oxygen-mist inlet pressure and mixing flow rate are selected as input parameters, and material removal rate and surface roughness are considered as response characteristics. After the experimentation, the regression analysis has been employed to develop the best mathematical models for the multi-objective optimisation purpose. Multi-objective artificial bee colony (MOABC) algorithm is introduced to predict the optimal set of input and output parameters using non-dominated Pareto-optimal-front solutions.
机译:线切割放电加工(WEDM)是重要的非传统加工方法之一,用于切割硬质高强度材料。从文献中观察到,由于WEDM中使用的液体介电介质的热分解,已经排放了一些环境污染物。在这种近乎干燥的WEDM工艺中,氧气雾被用作电介质,这是由于以液体为基础的电介质的最少使用,从而促进了环保的切割工艺。在本文中,已使用压缩氧气与最少量的软化水混合作为电介质进行了实验。实验设计是使用田口氏L27正交阵列进行的。选择火花电流,脉冲接通时间,雾气入口压力和混合流量作为输入参数,并将材料去除率和表面粗糙度视为响应特性。经过实验,回归分析已被用来开发最佳的数学模型,以达到多目标优化的目的。引入了多目标人工蜂群(MOABC)算法,以使用非支配的Pareto最优前沿解决方案预测输入和输出参数的最佳集合。

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