A skill-formation model for grinding operations

Moriaki Sakakura, Shinya Tsukamoto, Takanori Fujiwara, Ichiro Inasaki

Research output: Contribution to journalArticle

1 Citation (Scopus)

Abstract

A good part of grinding operations is still dependent on skilled operators. Against such a background, this study takes up cylindrical plunge grinding, and presents a skill-formation model based on the learning process similar to that in which a grinding operator acquires skills through trial and error. The model repeats learning by giving only the total grinding stock and initial infeed rate, changing infeed rate, and evaluating the size and the removal rate in the process end. The simulation result has proved that the model shows a skill-formation process similar to that of an operator and generates desirable infeed processes.

Original languageEnglish
Pages (from-to)457-470
Number of pages14
JournalMachining Science and Technology
Volume10
Issue number4
DOIs
Publication statusPublished - Dec 1 2006

Keywords

  • Grinding operation
  • Infeed process
  • Plunge grinding
  • Q-learning
  • Reinforcement learning
  • Skill-formation

ASJC Scopus subject areas

  • Materials Science(all)
  • Mechanical Engineering
  • Industrial and Manufacturing Engineering

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