Application of Neural Network in Sheet Metal Bending Process

  • K.K. Pathak Regional Research Laboratouy, Bhopal
  • Sanjay Panthi Regional Research Laboratouy, Bhopal
  • N. Ramakrishnan Regional Research Laboratouy, Bhopal
Keywords: Bending, springback, finite element, residual stress, plastic strain, neural network, sheet metal forming

Abstract

The sheet metal bending is an important form of sheet metal forming process, widely used in various industrial applications like aircraft, automobiles, household items, power industries,
etc. This study predicts the responses of the sheet metal bending process using artificial neural network. Based on44 cases analysedusing finite element method, a neural network was trained. Sheet thickness and die radius were the input, and stresses, strains, springback, loads, etc were the output for the neural network. The trained neural network was tested for five new patterns. It was found that most ofthe results were quite close to the simulation results. Such a technique of response prediction helps in reducing the, computational time.
Published
2005-03-01
How to Cite
Pathak, K., Panthi, S., & Ramakrishnan, N. (2005). Application of Neural Network in Sheet Metal Bending Process. Defence Science Journal, 55(2), 125-131. https://doi.org/10.14429/dsj.55.1976
Section
Computers & Systems Studies