ANN & ANFIS Models for Prediction of Abrasive Wear of 3105 Aluminium Alloy with Polyurethane Coating
Journal Title: Tribology in Industry - Year 2016, Vol 38, Issue 2
Abstract
The quest for safety and reliability has increased significantly after Industrial revolution, so is the case for coating industries. In this paper 3105 Aluminium alloy sheet is coated with organic polyurethane coating. After the implementation of coating, various processes are undergone to check its reliability under elevated conditions. ANN & ANFIS model were developed and trained with an objective to find abrasive wear during the process. ANN & ANFIS model were compared with the experimental results. It is observed that the abrasive wear of a coated specimen can be predicted accurately and precisely using ANN and ANFIS models.
Authors and Affiliations
H. Alimam , M. Hinnawi , P. Pradhan , Y. Alkassar
Keywords
Related Articles
- EP ID EP154278
- DOI -
- Views 84
- Downloads 0
Effect of Lubricating Oil on Tribological behaviour in Pin on Disc Test Rig
A test method has been developed to evaluate the friction and wear behaviour of cylinder liner and piston ring materials for four stroke engine system. Realistic engine oils are used to describe the behaviour of this tes...
A Critical Review of Measures for an Effective Application of Nano-Structured Coatings in Milling
The evolution of the coating deposition technologies led, among others, to the production of nano-structured coatings. Such coatings are often deposited on cutting tools since they contribute to an impressive enhancement...
Effect of TiN Nanoparticles on the Friction and Wear Properties of Spark Plasma Sintered Fe-Cr-Ni
This study evaluated the dry sliding wear and friction behaviour of spark plasma sintered Fe-Cr-Ni (a duplex stainless steel known as SAF 2205) matrix with titanium nitride (TiN) nanoparticles as reinforcement. Tests wer...
Solid Lubrication in Iron Based Materials – A Review
The wide choice of materials available today has posed a major challenge for designers and engineers to select the most suitable material and manufacturing process for any engineering application. The mechanical and trib...
Abrasive Wear Resistance, Mechanical Behaviour, Water Transport Phenomena and Biocorrosion of Epoxy/Femora Biocomposites
Of late, some biological wastes have proven to be reliable candidates in promoting the economic viability of developing polymeric composites. However, the field-proven reliability prediction of such materials during serv...