Adaptive neuro fuzzy model development for prediction of cutting forces in milling with rotary tools

被引：8

作者：

Thellaputta, Gopala Rao ^{[1
]}

Raju, C. S. ^{[2
]}

Bose, P. S. C. ^{[1
]}

Rao, C. S. P. ^{[1
]}

机构：

[1] Natl Inst Technol, Dept Mech Engn, Warangal 506004, Andhra Prades, India

[2] DRDL Hyderabad, Hyderabad, Telangana, India

来源：

MATERIALS TODAY-PROCEEDINGS | 2018年 / 5卷 / 02期

关键词：

Cutting Force; Rotary Tools; ANFIS; Ti-6AL-4V; Milling; OPERATION; CUTTER;

D O I：

10.1016/j.matpr.2017.11.414

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

There has been overwhelming interest in the development of machining technology with self-propelled tools and their ability to perform productive machining of difficult to cut materials. The present investigation is related to application of face milling of Titanium with milling cutter having self-propelled tools for defense application. After through experimentation predictive models were developed using adaptive fuzzy neural networks for prediction of Fx, Fy, Fz components of milling. The developed models are able to predict the faces with fair accuracy. (C) 2017 Elsevier Ltd. All rights reserved.

引用

页码：7429 / 7436

页数：8

共 7 条

[1] Modeling of cutting forces in a face-milling operation with self-propelled round insert milling cutter [J].

Baro, PK ;

Joshi, SS ;

Kapoor, SG .

INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2005, 45 (7-8) :831-839

[2] Modeling and verification of cutting tool temperatures in rotary tool turning of hardened steel [J].

Dessoly, V ;

Melkote, SN ;

Lescaller, C .

INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2004, 44 (14) :1463-1470

[3] Modeling of tool wear during hard turning with self-propelled rotary tools [J].

Kishawy, H. A. ;

Pang, Lei ;

Balazinski, M. .

INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES, 2011, 53 (11) :1015-1021

[4] A model for cutting forces generated during machining with self-propelled rotary tools [J].

Li, L. ;

Kishawy, H. A. .

INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2006, 46 (12-13) :1388-1394

[5]

Mirzadeh H, 2016, INDIAN J ENG MATER S, V23, P60

[6] Mechanics of machining of face-milling operation performed using a self-propelled round insert milling cutter [J].

Patel, KM ;

Joshi, SS .

JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2006, 171 (01) :68-76

[7] Evaluation of a self-propelled rotary tool in the machining of aerospace materials [J].

Wang, ZM ;

Ezugwu, EO ;

Gupta, A .

TRIBOLOGY TRANSACTIONS, 1998, 41 (02) :289-295

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