Friction and wear behaviour prediction of HVOF coatings and electroplated hard chromium using neural computation

Materials Letters

Volumn 58, Issue 5, 2004, Pages 654-660

  Sahraoui, T ^a   Guessasma, S ^a   Fenineche, N E ^a   Montavon, G ^a   Coddet, C ^a  

^a UNIVERSITÉ DE TECHNOLOGIE DE BELFORT MONTBÉLIARD   (France)

Author keywords

Artificial Neural Networks; Chromium; Computer simulation; Friction; HVOF; Thermal spray

Indexed keywords

ARTIFICIAL INTELLIGENCE; CERMETS; CHROMIUM; COMBUSTION; COMPUTER SIMULATION; CORRELATION METHODS; DATABASE SYSTEMS; DURABILITY; ELECTROPLATING; FRICTION; GAS TURBINES; NEURAL NETWORKS; SHAFTS (MACHINE COMPONENTS); TRIBOLOGY;

SLIDING VELOCITY; SURFACE DAMAGES; THERMAL SPRAYING;

COATINGS;

EID: 0346279982     PISSN: 0167577X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.matlet.2003.06.010     Document Type: Article

References (27)

1. 2C based functionally graded materials. Wear. 249:2001;1103-1115.
2. DMN, Sonatrach, Laghouat, Algeria. Hard chromium electroplating of THM shafts, internal report, April 2000.
3. U.S. Hard Chrome Alternatives Team (HCAT), Joint Group on Pollution Prevention (JG-PP), Canadian Hard Chrome Alternatives Team (C-HCAT). Validation of WC-Co, WC-Co-Cr HVOF or Tribaloy 800 thermal spray coatings as a replacement for hard chrome plating on C-2/E-2/P-3 and C-130 propeller hubs and low pitch stop lever sleeve, joint test protocol, 17 November 1999, available upon request.
4. Savarimuthu A.C., Taber H.F., Megat I., Shadley J.R., Rybicki E.F., Cornell W.C., Emery W.A., Somerville D.A., Nuse J.D. Sliding wear behaviour of tungsten carbide thermal spray coatings for replacement of chromium electroplating in aircraft applications. Journal of Thermal Spray Technology. 10:2001;502-510.
5. P. Benaben, Le chromage (Chromium electroplating), Techniques de l'ingénieur, Paris, France, M1615-1 (in French).
6. Davis A., Gary A. The Product Side of Pollution Prevention: Evaluating the Potential Safe Substitute. 1994;Risk Reduction Laboratory, Office of Research and Development, Cincinnati, OH, USA.
7. Freeman H.J. Industrial Pollution Prevention Handbook. 1995;McGraw Hill, New York, NY, USA.
8. Othmer K. Metal Waste Management Alternatives. 1987;Alternative Technology Section, Toxic Substances Control Division, Department of Health Services, CA, USA.
9. Legg O.K. Hard Chrome Coatings: Advanced Technology for Waste Elimination, Final Report. 1997 (October 28);Defense Advanced Research Projects Agency, North Western University, Birl, OH, USA.
10. E. Jang, M. Cutler, Chromium replacement by HVOF spray coatings, final report AF contract # F04699-98-C0002 CLIN 1AY, 1999, September.
11. B.A. Graves, Alternatives to hexavalent chromium and chromium plating, http://www.afonline.com/articles/00win02.html.
12. Scrivani A., Ianelli S., Rossi A., Groppetti R., Casadei F., Rizzi G. A contribution to the surface analysis and characterisation of HVOF coatings for petrochemical application. Wear. 250:2001;107-113.
13. DeBarro J.A., Dorfman M.R. The development and application of chromium plating alternatives using the HVOF thermal spray process. Ohmori A. Thermal Spraying: Current Status and Future Trends. 1995;651-656 High Temperature Society of Japan, Osaka, Japan.
14. Mutasim Z., Bankar, Rimlinger C. HVOF thermal sprayed coatings as alternates to WC-12Co coatings and chromium plating. Berndt C.C. Thermal Spray: A United Forum for Scientific and Technological Advances. 1997;901-908 ASM International, Materials Park, OH, USA.
15. Schroeder M., Unger R. Thermal spray coatings replace hard chrome. Advanced Materials and Processes. 152:1997;19-21.
16. Nelson M.M., Illingworth W.T. A Practical Guide to Neural Nets. 3rd ed. 1991;Addison-Wesley Publishing, New York, NY, USA.
17. Bhadeshia H.K.D.H. Neural networks in materials science. ISIJ International. 39:1999;966-979.
18. Guessasma S., Montavon G., Coddet C. On the neural network concept to describe the thermal spray deposition process: an introduction. Lugscheider E.F. International Thermal Spray Conference 2002. 2002;435-439 DVS-Verlag, Düsseldorf, Germany.
19. Lubrication and sliding bearings, http://www.engr.mun.ca/intro_slide.doc.
20. Ludema K.C. Sliding and adhesive wear. ASM Handbook. vol. 18: 1992;237-238 ASM International, Materials Park, OH, USA.
21. Werbos P.J. Generalization of back propagation with application to recurrent gas market model. Neural Networks. 1:1988;339-356.
22. Parker D.B. Artificial neural networks, an overview. Andrew Seybold's Outlook on Professional Computing. 6(10):1988.
23. Normand B., Fervel V., Coddet C., Nikitine Y. Tribological properties of plasma sprayed alumina-titania coatings: role and control of the microstructure. Surface and Coatings Technology. 123:2000;278-287.
24. Sharma A.K., Vijayakumar K., Rishnamurthy R. Evaluation of plasma deposited alumina-titania. Lugscheider E.F. International Thermal Spray Conference 2002. 2002;107-111 DVS-Verlag, Düsseldorf, Germany.
25. Hayachi H., Haraguchi H., Ito H., Nakano O. Microstructure and wear resistance of plasma sprayed WC-Co-Ni coatings. Proc. of 15th International Thermal Spray Conference, 25-29 May, 1998, Nice, France. 1998;181-185.
26. Seigmann St., Brandt O., Margadant N.M. Tribological requirements of thermally sprayed coatings for resistant applications. 1st International Thermal Spray Conference - Thermal Spray: Surface Engineering Via Applied Research, Montreal. 2000;1135-1140.
27. Kim H.K., Kweon Y.G., Chang R.W. Wear and erosion behaviour of plasma-sprayed WC-Co Coatings. Journal of Thermal Spray Technology. 3:1994;169-178.