Neural Network Prediction and Analysis of Material Removal Process during Wire Cut Electrical Discharge Machining
Journal Title: REST Journal on Emerging trends in Modelling and Manufacturing - Year 2017, Vol 3, Issue 1
Abstract
This article illustrates the response surface methodology and artificial neural network primarily based mathematical modelling for average machining parameters of powdered activated carbon and 7075 Al metal matrix composite throughout wire spark machining. Four WEDM parameters particularly Discharge current, pulse-on time, pulse-off time and servo speed were chosen as machining technique parameters. A back propagation neural network was developed to envision the maneuver model. The performance of the developed ANN models were connected with the RSM mathematical models of average machining parameters like material removal rate and surface roughness. The comparison clearly indicates that the ANN models offer much correct prediction compared to the RSM models. Combined impact of input methodology parameters on machining parameters shows that servo speed could be a heap of necessary parameter on input machining parameter than pulse-off time and discharge current.
Authors and Affiliations
Ramanan G
Keywords
Related Articles
- EP ID EP241104
- DOI -
- Views 130
- Downloads 0
Adhesion Characterization of micro components fabricated by Micro stereo lithography
Interfacial adhesion of UV curable polymers is important in Micro stereo lithography (MSL) due to the sticking problems during separation from their substrate and insuring adhesion between two dissimilar materials used i...
Investment Casting Process: Advance and Precise Casting Technique for Complex Product Design
With the times changing and world getting more focused towards superior quality, manufacturers have started looking for better processes so as to make better product. Casting industry has shifted focus towards better cas...
Designing a Future Value Stream Mapping to Reduce Lead Time -A Manufacturing Real Case Study
Companies in the manufacturing industry today are faced with increasing challenges with respect to cost effectiveness, lead time and quality of the production system. Mesfin Industrial Engineering and other Ethiopian man...
A Review of Lean Tools & Techniques for Cycle Time Reduction
In today’s enormous competitive world, in order to survive in the market, any company has to satisfy their customers by providing right quantity with right quality and right price within stipulated time. All small scale...
A REVIEW PAPER ON WORK STUDY, LEAN MANUFACTURING AND SIX SIGMA
Industrial Engineers bring people, resources, equipment, and technologies together to improve system and processes. Industrial engineers have developed numerous new tools and techniques to improve both system and process...