an empirical study on statistical analysis and optimization of edm process parameters for inconel 718 super alloy using d-optimal approach and genetic algorithm
نویسندگان
چکیده
among the several non-conventional processes, electrical discharge machining (edm) is the most widely and successfully applied for the machining of conductive parts. in this technique, the tool has no mechanical contact with the work piece and also the hardness of work piece has no effect on the machining pace. hence, this technique could be employed to machine hard materials such as super alloys. inconel 718 super alloy is a nickel based alloy that is mostly used in oil and gas, power stations and aerospace industries. in this study the effect of input edm process parameters on inconel 718 super alloy, is modeled and optimized. the process input parameters considered here include voltage (v), peak current (i), pulse on time (ton) and duty factor (η). the process quality measures are surface roughness (sr) and material removal rate (mrr). the objective is to determine a combination of process parameters to minimize sr and maximize mrr. the experimental data are gathered based on d-optimal design of experiments. then, statistical analyses and validation experiments have been carried out to select the best and most fitted regression models. in the last section of this research, genetic algorithm (ga) has been employed for optimization of the performance characteristics. using the proposed optimization procedure, proper levels of input parameters for any desirable group of process outputs can be identified. a set of verification tests is also performed to verify the accuracy of optimization procedure in determining the optimal levels of machining parameters. the results indicate that the proposed modeling technique and genetic algorithm are quite efficient in modeling and optimization of edm process parameters.
منابع مشابه
An empirical study on statistical analysis and optimization of EDM process parameters for inconel 718 super alloy using D-optimal approach and genetic algorithm
Among the several non-conventional processes, electrical discharge machining (EDM) is the most widely and successfully applied for the machining of conductive parts. In this technique, the tool has no mechanical contact with the work piece and also the hardness of work piece has no effect on the machining pace. Hence, this technique could be employed to machine hard materials such as super allo...
متن کاملOptimization of machining parameters of EDM while machining Inconel 718 for form tolerance and orientation tolerance
This paper demonstrates the effectiveness of optimizing multiple characteristics of electrical discharge machining (EDM) of Inconel 718 using copper electrodes having different shapes via Taguchi method-based Grey analysis. The modified algorithm adopted here is used successfully for both detraining the optimum settings of machining parameters and for combining multiple quality characteristic i...
متن کاملUsing design of experiments approach and simulated annealing algorithm for modeling and Optimization of EDM process parameters
The main objectives of this research are, therefore, to assess the effects of process parameters and to determine their optimal levels machining of Inconel 718 super alloy. gap voltage, current, time of machining and duty factor are tuning parameters considered to be study as process input parameters. Furthermore, two important process output characteristic, have been evaluated in this research...
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عنوان ژورنال:
journal of computational applied mechanicsجلد ۴۶، شماره ۲، صفحات ۲۶۷-۲۷۷
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