Skip to main content

Evaluation of Two-Body Abrasive Wear Using FIS and ANN

  • Conference paper
  • First Online:
Advances in Mechanical Engineering

Abstract

In the most recent three decades, many embed materials have been made of metals, compounds, earthenware production, polymers, and so forth. Most metals and earthenware production are a lot stiffer than bone tissue which can bring about mechanical bungle between the embed and the nearby bone tissue. Notwithstanding other biocompatibility issues, metals are excessively firm while pottery is excessively fragile and polymers are excessively adaptable and feeble to meet the mechanical quality. Thus, composites of polymers and inorganic materials may offer the ideal properties for embed materials. Polymers are well known because of their low thickness, great mechanical quality, and simple formability. At the point, when the composite is utilized as embed material, its development causes scraped spot at the joint. Henceforth, a study on scraped spot wear of composites is fundamental before utilizing it as embed material. In this work, two-body grating test has been completed on HAp-HDPE and HAp-UHMWPE bio-composites to ponder the impact of different test parameters on scraped spot wear. Fluffy derivation framework (FIS) and Artificial neural systems (ANNs) are utilized to foresee the wear qualities of composites. It has been seen that HAp-HDPE composite gives palatable outcomes contrasted with HAp-UHMWPE composite as far as grating wear test. The analysis results recommend that HAp-HDPE bio-composite has the potential for use as an elective material for burden-bearing orthopedic applications.

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 299.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 379.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 379.99
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

  1. Roeder RK, Converse GL, Kane RJ, Yue W (2008) Hydroxyapatite-reinforced polymer biocomposites for synthetic bone substitutes. JOM 60(3):38–45

    Google Scholar 

  2. Jones MH, Scott D (eds) (1983) Industrial tribology: the practical aspects of friction, lubrication, and wear. Elsevier Scientific Publishing Company, New York

    Google Scholar 

  3. Garnett J, Dieppe P (1990) The effects of serum and human albumin on calcium hydroxyapatite crystal growth. J Biochem 266(3):863–868

    Google Scholar 

  4. Coombes AGA, Meikle MC (1994) Resorbable synthetic polymers as replacements for bone graft. J Clin Mater 17(1):35–67

    Article  Google Scholar 

  5. Juang HY, Hon MH (1994) Fabrication and mechanical properties of hydroxyapatite-alumina composites. J Mater Sci Eng Part C 2(1–2):77–81

    Article  Google Scholar 

  6. Sendemir A, Altintas S (1997) Production of HAp reinforced polymer composites for biomedical applications. In: Proceedings of the 2nd international conference biomedical engineering days, 5, pp. 114–117

    Google Scholar 

  7. Kannan S, Balamurugan A, Rajeswari S (2001) Bio-composites: a review of literature. Trends Biomater Artif Organs 14(2):30–36

    Google Scholar 

  8. Chattopadhyay R (2001) Surface wear—analysis, treatment, and prevention. ASM-International, OH, USA. ISBN 0-87170-702-0

    Google Scholar 

  9. Zhang Z, Friedrich K, Velten K (2002) Prediction on tribological properties of short fibrecomposites using artificial neural networks. Elsevier Wear 252:668–675

    Article  Google Scholar 

  10. Pompe W, Worch H, Epple M, Friess W, Gelinsky M, Greil P, Hempel U, Scharnweber D, Schulte K (2003) Functionally graded materials for biomedical applications. J Mater Sci Eng Part A 362(1–2):40–60

    Article  Google Scholar 

  11. Sousa RA, Reis RL, Cunha AM, Bevis MJ (2003) Coupling of HDPE/hydroxyapatite composites by silane-based methodologies. J Mater Sci Mater Med 14(8):475–487

    Article  Google Scholar 

  12. Pramanik S, Agarwal AK, Rai KN (2005) Development of High strength Hydroxyapatite for hard tissue replacement. J Trends Biomater Artif Organs 19(1):46–51

    Google Scholar 

  13. Viswanath B, Ravishankar N, Nayar S, Sinha A (2005) Synthesis, Sintering and Micro structural characterization of nano crystalline Hydroxyapatite composites. Mater Res Soc Symp Proc 845(11–12):1–6

    Google Scholar 

  14. Lohfeld S, Barron V, Mc Hugh PE (2005) Bio-models of bone: a review. J Ann Biomed Eng 33(10):1295–1311

    Article  Google Scholar 

  15. Jagur GJ (2006) Polymers for tissue engineering, medical devices, and regenerative medicine, Concise general review of recent studies. J Polym Adv Technol 17(6):395–418

    Article  Google Scholar 

  16. De Xie Z, Qian D Huang, Abdi F (2006) Crack growth strategy in composites under static loading, Structures, structural dynamics, and materials conference. Am Inst Aeronaut Astronaut 5:1–8

    Google Scholar 

  17. Chowdhury AC, Kulkarni A Basak, Roy SK (2007) Wear characteristic and biocompatibility of some hydroxyapatite-collagen composite acetabular cups. J Wear 262(11–12):1387–1398

    Article  Google Scholar 

  18. Kothamasu R, Haung SH (2007) Adaptive Mamdani fuzzy model for condition-based maintenance. Fuzzy Sets Syst 158:2715–2733

    Article  MathSciNet  Google Scholar 

  19. Tin-Oo MM, Gopalakrishnan V, Samsuddin AR, Al Salihi KA, Shamsuria O (2007) Antibacterial property of locally produced hydroxyapatite. Archives Orofacial Sci 2(11):41–44

    Google Scholar 

  20. Neuendorf RE, Saiz E, Tomsia AP, Ritchie RO (2008) Adhesion between biodegradable polymers and hydroxyapatite. J Acta Biomater 4(5):1288–1296

    Article  Google Scholar 

  21. Huang AH, Farrell MJ, Kim M, Mauck RL (2010) Long-Term dynamic loading improves the mechanical properties of chondrogenicmesenchymal stem cell-Laden Hydrogels. J Euro Cells Mater 19(215):72–85

    Article  Google Scholar 

  22. Eslami H, Solati-Hashjin M, Tahriri M, Bakhshi F (2010) Synthesis and characterization of nano crystalline HAp obtained by the wet chemical technique. J Mater Sci 28(1):5–13

    Google Scholar 

  23. Ren Q, Baron L, Balazinski M (2011) Type-2 fuzzy modelling for acoustic emission signal in precision manufacturing. Model Simul Eng 696947:1–12

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Mehar Amit Kumar .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2021 Springer Nature Singapore Pte Ltd.

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Kumar, M.A. (2021). Evaluation of Two-Body Abrasive Wear Using FIS and ANN. In: Kalamkar, V., Monkova, K. (eds) Advances in Mechanical Engineering. Lecture Notes in Mechanical Engineering. Springer, Singapore. https://doi.org/10.1007/978-981-15-3639-7_17

Download citation

  • DOI: https://doi.org/10.1007/978-981-15-3639-7_17

  • Published:

  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-15-3638-0

  • Online ISBN: 978-981-15-3639-7

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics