Skip to main content

Comparing Taguchi Method and RSM for Optimizing Flank Wear and Surface Roughness During Hard Turning of AISI D3 Steel

  • Conference paper
  • First Online:
Proceedings of the International Conference on Research and Innovations in Mechanical Engineering

Part of the book series: Lecture Notes in Mechanical Engineering ((LNME))

Abstract

The present work attempts to investigate tool wear (flank wear) and surface roughness (Ra) during finish hard turning of AISI D3 steel (58HRC) with coated carbide (TiSiN–TiAlN PVD coated) cutting tool. Taguchi L9 (3)3 orthogonal array has been applied for experimental design. Signal-to-noise (S/N) ratio (Lower the best) and analysis of variance (ANOVA) analyses were performed to identify significant parameters influencing tool wear and Ra. The cutting speed and feed were the most significant factor influencing tool wear (flank wear), and feed is the most significant factor influencing Ra. Mathematical models for both response parameters, i.e., tool wear and Ra were obtained through regression analysis. The confirmation experiments carried out at optimal combination of parameters given by Taguchi analysis predicted the response factors with less than 5 % error. In addition to this desirability function module, response surface methodology (RSM) was applied to arrive at the optimal setting of input parameters to minimize tool wear and Ra and to compare this with optimal setting of parameters given by Taguchi analysis. The optimization results provided by desirability function optimization is quite close to the optimal solutions provided by Taguchi analysis.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 219.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Abdullah A (1996) Machining of aluminum based metal matrix composite (MMC). Ph.D. thesis, University of Warwick, Warwick

    Google Scholar 

  • Anyılmaz MS (2006) Design of experiment and an application for Taguchi method in quality improvement activity. M.S. thesis, Dumlupınar University, Turkey

    Google Scholar 

  • Aslan E, Camus N, Bingoren B (2007) Design optimization of cutting parameters when turning hardened AISI 4140(63 HRC) with Al2O3 + TiCN mixed ceramic tool. J Mater Des 28:1618–1622

    Article  Google Scholar 

  • Chattopadhyay AK, Chattopadhyay AB (1982) Wear and performance of coated carbide and ceramic tools. Wear 80(2):239–258

    Article  Google Scholar 

  • Gunasegaram DR, Farnsworth DJ, Nguyena TT (2009) Identification of critical factors affecting shrinkage porosity in permanent mold casting using numerical simulations based on design of experiments. J Mater Process Technol 209(3):1209–1219

    Article  Google Scholar 

  • Handbook M (1980) American society for metals (ASM). Machining 7:773–783

    Google Scholar 

  • Hascalık A, Caydas U (2008) Optimization of turning parameters for surface roughness, and tool life based on the Taguchi method. Int J Adv Manuf Technol 38:896–903

    Article  Google Scholar 

  • Hoffman A, Evans PJ, Choen DD, Paterson PJK (1992) J Appl Phys 15:72

    Google Scholar 

  • Layyous AA, Frenkel DM, Israel R (1992) Al2O3-coated cemented carbides: optimization of structure, number of layers and type of interlayer. J Surf Coat Technol 56:89–95

    Article  Google Scholar 

  • Lux B, Columbier C, Atena H, Stemberg K (1986) Preparation of alumina coatings by chemical vapor deposition. J Thin Solid Films 138:49–64

    Article  Google Scholar 

  • Mahesh PJ (2010) Investigation in tool life of coated and uncoated carbide tools in turning. In: Proceedings of 2nd national conference TIME

    Google Scholar 

  • Montgomery DC (1997) Design and analysis of experiments, 4th edn. Wiley, USA

    MATH  Google Scholar 

  • Prengel HG, Pfouts WR, Santhanam AT (1998) State of the art in hard coatings for carbide cutting tools. J Surf Coat Technol 102:183–190

    Article  Google Scholar 

  • Quinto DT, Willd R (1998) Balzers Limited. In: 25th International, conference on metallurgical coatings and thin films invited talk, San Diego

    Google Scholar 

  • Sundgren JE, Hentzell HTG (1986) A review of the present state of art in hard coatings grown from the vapor phase. J Vac Sci Technol 5:2259–2279

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Rupinder Singh .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2014 Springer India

About this paper

Cite this paper

Singh, R., Dureja, J.S. (2014). Comparing Taguchi Method and RSM for Optimizing Flank Wear and Surface Roughness During Hard Turning of AISI D3 Steel. In: Khangura, S., Singh, P., Singh, H., Brar, G. (eds) Proceedings of the International Conference on Research and Innovations in Mechanical Engineering. Lecture Notes in Mechanical Engineering. Springer, New Delhi. https://doi.org/10.1007/978-81-322-1859-3_13

Download citation

  • DOI: https://doi.org/10.1007/978-81-322-1859-3_13

  • Published:

  • Publisher Name: Springer, New Delhi

  • Print ISBN: 978-81-322-1858-6

  • Online ISBN: 978-81-322-1859-3

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics