Modeling and Prediction of Erosion Response of Glass Reinforced Polyester-Flyash Composites
- 3 July 2008
- journal article
- research article
- Published by SAGE Publications in Journal of Reinforced Plastics and Composites
- Vol. 28 (5), 513-536
- https://doi.org/10.1177/0731684407085644
Abstract
Solid particle erosion of polymer composites is a complex surface damage process, strongly affected by material properties and operational conditions. To avoid repeated experimentation, it is important to develop predictive equations to assess material loss due to erosion wear under any impact conditions. This paper presents the development of a mathematical model for estimating erosion damage caused by solid particle impact on flyash filled glass fiber reinforced polyester composites. The model is based upon conservation of particle kinetic energy and relates the erosion rate with composite properties and test conditions. Another correlation derived from the results of Taguchi experimental design is proposed as a predictive equation for erosion wear of these fiber reinforced composites. Further, considering the complexity and high degree of nonlinearity in the erosion process, an artificial neural networks (ANN) technique is implemented as an effective tool for prediction of wear response of these composites in a larger space. Finally, the results of a mathematical model and the ANN model are compared with those obtained from experimentation.Keywords
This publication has 17 references indexed in Scilit:
- Optimization of wire electrical discharge machining (WEDM) process parameters using Taguchi methodThe International Journal of Advanced Manufacturing Technology, 2006
- Computer simulation of solid particle erosionWear, 2003
- Solid particle erosion of unidirectional carbon fibre reinforced polyetheretherketone compositesWear, 2002
- Prediction on tribological properties of short fibre composites using artificial neural networksWear, 2002
- Wear volume prediction with artificial neural networksTribology International, 2000
- The effect of velocity on the solid particle erosion rate of alloysWear, 1999
- Solid particle erosion behaviour of metallic materials at room and elevated temperaturesTribology International, 1997
- Abrasive wear resistance of TiN/NbN multi-layers: measurement and neural network modellingSurface and Coatings Technology, 1996
- Solid Particle Erosion of Thermoplastic Resins Reinforced by Short FibersJournal of Composite Materials, 1994
- The interaction of particle and material behaviour in erosion processesWear, 1970