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APPLICATION OF DESIRABILITY BASED HYBRID ANFIS MODEL FOR OPTIMIZATION OF ELECTRO DISCHARGE MACHINING OF HASTEALLOY C-276

机译:基于哈氏菌C-276电气放电加工优化期望的混合动力ANFIS模型的应用

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摘要

Hastealloy C-276 is a difficult to machine superalloy and comprehensively employed in various engineering fields such as nuclear applications, aerospace and gas turbines. Hastealloy C-276 having better strength and poor thermal conductivity makes them difficult to machine materials which results in reduced life of the cutting tool and poor machinability by conventional methods of material removal. Advanced metal removal methods have evolved to accomplish those kind of needs and appealed to be an opposite alternative approach to traditional machining. Electro Discharge Machining (EDM) is considered as one of the nontraditional metal removal process which is especially adopted for machining of hard to machine materials. In this present investigation Spark Erosion Machining has been employed for machining of Haste Alloy C-276 with copper electrode by using Taguchi's experimental design approach. Applied current (A), pulse on time (T_(ON)) and pulse off time (T_(OFF)) were considered as the input process variables and the performance of spark erosion machining has been assessed by considering the performance measures such as material removal rate, surface roughness, overcut, form and orientation tolerance errors. The significance of process variables were analyzed by Analysis of Variance (ANOVA). Multi objective optimization has been performed by desirability function analysis to obtain better machining performance. In addition DFA based Adaptive Neuro Fuzzy Inference System (ANFIS) have been evolved to optimize the desired performance characteristics.
机译:Hasealloy C-276是一种难以加工的超合金,在各种工程领域综合地使用,如核应用,航空航天和燃气轮机。 Hasealloy C-276具有更好的强度和导热性差的使它们难以使机材料导致切削工具的使用寿命和通过常规材料去除方法的可加工性差。先进的金属去除方法已经发展成实现这些需求,并呼吁成为传统加工的相反的替代方法。电放电加工(EDM)被认为是非传统金属去除过程之一,特别采用难以加工机械材料。在本发明的调查中,通过使用Taguchi的实验性设计方法,采用了用铜电极加工升高合金C-276的火花腐蚀加工。施加电流(a),脉冲接通时间(t_(开))和脉冲关闭时间(t_(关闭))被认为是输入过程变量,并通过考虑材料等性能测量来评估火花腐蚀加工的性能去除率,表面粗糙度,过度,形式和方向公差误差。通过分析方差(ANOVA)分析过程变量的意义。通过期望函数分析进行多目标优化以获得更好的加工性能。另外,基于DFA的自适应神经模糊推理系统(ANFIS)已经进化以优化所需的性能特征。

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