Case-based reasoning (CBR) model for hard machining process

被引：8

作者：

Xavior, Anthony M. ^{[1
]}

Anouncia, Margret S. ^{[2
]}

机构：

[1] VIT Univ, Sch Mech & Bldg Sci, Vellore 632014, Tamil Nadu, India

[2] VIT Univ, Sch Comp Sci, Vellore 632014, Tamil Nadu, India

来源：

INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY | 2012年 / 61卷 / 9-12期

关键词：

Hard machining; Surface roughness; Tool life; Case-based reasoning;

D O I：

10.1007/s00170-012-4092-5

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

In this research paper, hard machining of two materials viz. AISI 52100 (bearing steel) and AISI D2 (tool steel) at a hardness of 55 HRC is addressed. Taguchi's technique is used for the design of experiments. Eight different parameters are considered for the experimentation in order to perform comprehensive investigations on hard machining process. Case-based reasoning (CBR) model is developed for predicting the machining performance and its capability is evaluated by conducting validation experiments. The root mean squared error, mean absolute percentage error, and the correlation coefficient between the actual and the model-predicted values of surface roughness and tool life are evaluated to confirm the validity of the CBR model.

引用

页码：1269 / 1275

页数：7

共 15 条

[1] A case-based reasoning cost estimating model using experience by analytic hierarchy process [J].

An, Sung-Hoon ;

Kim, Gwang-Hee ;

Kang, Kyung-In .

BUILDING AND ENVIRONMENT, 2007, 42 (07) :2573-2579

[2] Tool-life reliability of cermet inserts in milling tests [J].

D'Errico, GE ;

Bugliosi, S ;

Guglielmi, E .

JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 1998, 77 (1-3) :337-343

[3]

Gupta Deepak, 2010, International Journal of Industrial and Systems Engineering, V5, P405, DOI 10.1504/IJISE.2010.032964

[4]

Kim D-W, 2009, J ROBOT COMPUT INTEG, V25, P145

[5] Chemical vapor deposition of thin coatings onto Al2O3 indexable cutting inserts [J].

Konyashin, IY .

SURFACE & COATINGS TECHNOLOGY, 1996, 85 (03) :131-137

[6] Effect of group IV elements on the cutting characteristics of Ti(C,N) cermet tools and reliability analysis [J].

Kwon, WT ;

Park, JS ;

Kang, SH .

JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2005, 166 (01) :9-14

[7] A hierarchical case-based reasoning system for quality design [J].

Liu Cai-yan ;

Sun You-Fa .

INFORMATION TECHNOLOGY FOR MANUFACTURING SYSTEMS, PTS 1 AND 2, 2010, :1015-1020

[8] A multivariate hybrid approach applied to AISI 52100 hardened steel turning optimization [J].

Paiva, Anderson P. ;

Ferreira, Joao Roberto ;

Balestrassi, Pedro P. .

JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2007, 189 (1-3) :26-35

[9] Using CBR to develop a VR-based integrated system for machining fixture design [J].

Peng Gaoliang ;

Chen Guangfeng ;

Liu Xinhua .

ASSEMBLY AUTOMATION, 2010, 30 (03) :228-239

[10] Effect on cutting force in turning hardened tool steels with cubic boron nitride inserts [J].

Qian, Li ;

Hossan, Mohammad Robiul .

JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2007, 191 (1-3) :274-278

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