ONLINE TOOL WEAR PREDICTION MODELS IN MINIMUM QUANTITY LUBRICATION

S.Narayana Rao

ONLINE TOOL WEAR PREDICTION MODELS IN MINIMUM QUANTITY LUBRICATION

S.Narayana Rao * §

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GITAM University, Visakhapatnam, India.

ONLINE TOOL WEAR PREDICTION MODELS IN MINIMUM QUANTITY LUBRICATION

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Abstract

With the problems in usage of cutting fluids, the use of Minimum Quantity Lubrication (MQL) has gained prominence. Though several mathematical models have been postulated in literature on dry cutting, models that deal with cutting fluids are very rare and the models on MQL are seldom found. The present work tries to discuss regression and artificial neural network models postulated on influence of MQL on tool wear, while machining AISI 1040 steel using HSS tool. The proposed models were validated with the experimental results.

References

20 Cites in Article

Reference Format

Milton Shaw (2004). Metal Cutting Principles.
Jerry Byers (1994). Laboratory Evaluation of Metalworking Fluids.
Y Koren (1978). Flank Wear Model of Cutting Tools using Control Theory.
Y Koren,E Lenz (1972). Mathematical Model for the Flank Wear while Turning Steel with Carbide Cutting Tools.
D Rao (1991). Investigations into Tool-Wear Monitoring in Turning.
X Luo,K Cheng,R Holt,X Liu (2005). Modeling flank wear of carbide tool insert in metal cutting.
T Ozel,Y Karpat (2005). Predictive Modeling of Surface Roughness and Tool Wear in Hard Turning using Regression and Neural Networks.
Milton Shaw (2004). Metal Cutting Principles.
Jerry Byers (1994). Laboratory Evaluation of Metalworking Fluids.
Y Koren (1978). Flank Wear Model of Cutting Tools using Control Theory.
Y Koren,E Lenz (1972). Mathematical Model for the Flank Wear while Turning Steel with Carbide Cutting Tools.
D Rao (1991). Investigations into Tool-Wear Monitoring in Turning.
X Luo,K Cheng,R Holt,X Liu (2005). Modeling Flank Wear of Carbide Tool Insert in Metal Cutting.
T Ozel,Y Karpat (2005). Predictive Modeling of Surface Roughness and Tool Wear in Hard Turning using Regression and Neural Networks.
R Srikant,Nageswara Rao,P Rao (2008). Experimental investigations on the influence of emulsifier content in cutting fluids on machined surface.
S Purushothaman,Y Srinivasa (1994). A back-propagation algorithm applied to tool wear monitoring.
E Dimla,Dimla,Sr (1999). Application of Perceptron Neural Networks to Tool-State Classification in a Metal-Turning Operation.
S Kishor,Trivedi (2001). Probability and Statistics with Reliability, Queuing and Computer Science Applications.
James Freeman,David Skapura (1999). Neural Networks Algorithms, and Programming Techniques.
N Bose,P Liang (1998). Book Reviews : COMPUTER AIDED DESIGN IN MECHANICAL EMGINEERING V. Ramamurti Tata Mc-Graw-HIII Publishing Co., Ltd. New Delhi, India 1987, 284 pp.

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Funding

No external funding was declared for this work.

Conflict of Interest

The authors declare no conflict of interest.

Ethical Approval

No ethics committee approval was required for this article type.

Data Availability

Not applicable for this article.

How to Cite This Article

S.Narayana Rao. 2011. "ONLINE TOOL WEAR PREDICTION MODELS IN MINIMUM QUANTITY LUBRICATION". Global Journal of Research in Engineering - B: Automotive Engineering GJRE-B Volume 11 (GJRE Volume 11 Issue B5).

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GJRE Volume 11 Issue B5

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Journal Specifications

Crossref Journal DOI 10.17406/gjre

Print ISSN 0975-5861

e-ISSN 2249-4596

Keywords

Not Found

Classification

GJRE-B Classification FOR Code: 860603

Submission ReceivedMay 21, 2011
Peer Review Double Blind
Handling Editor
Accepted June 19, 2011
Published July 1, 2011

Version of record

v1.2

Issue date

September 7, 2011

Language

English

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Article Matrices

Total Score: 113

Country: India

Subject: Global Journal of Research in Engineering

Authors: S.Narayana Rao, Dr.B.Satyanarayana, Dr.K.Venkatasubbaiah (PhD/Dr. count: 2)

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Publish Date: 2011 07, Fri

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Total Views: 2.1K

Total Downloads: 93

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