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Application of ANFIS system in prediction of machining parameters

Shirdar, Mostafa Rezazadeh and Nilashi, Mehrbakhsh and Bagherifard, Karamollah and Ibrahim, Othman and Izman, S. and Moradifard, Hossein and Janahmadi, Nasim and Barisamy, Mehdi (2011) Application of ANFIS system in prediction of machining parameters. Journal of Theoretical and Applied Information Technology, 33 (1). pp. 83-93. ISSN 19928645

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Abstract

Since cutting conditions have an influence on reducing the production cost and time of machining process and also the quality of a final product the prediction of output machining parameters such as surface roughness and tool life criteria for different cutting speed, feed rate, depth of cut and tool geometry is one of vital modules in process planning of metal parts. In this study with use of experimental results on machining of ST-37 and subsequently, ANFIS system, importance of each parameter was studied. These parameters were considered as input in order to predict the surface finish and tool life criteria, two conflicting objectives, as the process performance. In this paper ANFIS system was applied to predict output parameters of machining. Results show that amount of input influence on the outputs parameters. By using ANFIS input parameters entered to ANFIS system then all training data was trained with 300 epochs. After training the value of error which is 1.039e-006 was calculated.

Item Type:Article
Uncontrolled Keywords:cutting parameters, surface roughness, tool life criteria, ANFIS system, fuzzy logic, intelligent system
Subjects:T Technology > TJ Mechanical engineering and machinery
Divisions:Mechanical Engineering
ID Code:6970
Deposited By: Liza Porijo
Deposited On:15 Dec 2008 07:16
Last Modified:13 Jul 2014 05:19

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