신경망을 이용한 최적절삭조건부여 시스템 개발

Development of an Optimal Cutting Condition Decision System by Neural Network

  • 양민양 (한국과학기술원 기계공학과) ;
  • 김현철 (한국과학기술원 기계공학과 대학원) ;
  • 변철웅 (생산기술연구소)
  • Yang, Min-Yang (Dept. of Mechanical Engineering, Korea Advanced Institute of Science and Technology) ;
  • Kim, Hyun-Chul (Dept. of Mechanical Engineering, Graduate School of Korea Advanced Institute of Science and Technology) ;
  • Byun, Cheol-Woong (Production Technology Research Center)
  • 발행 : 2002.09.01

초록

In most machining companies, operators decide the cutting condition, a pair of spindle speed (5) and table federate (F) by experience and subjective judgment. As cutting conditions are determined by operators' experience and ability, inconsistent cutting conditions are given in same operating conditions. The objective of this study is to develop the cutting condition decision system which utilizes shop data and predicts tool life by neural network and eventually leads to the optimal cutting condition. The production time per piece is considered for an optimization object. We will discuss the process of an optimal cutting condition decision by neural network. By this process, a series of shop data is stored. And neural network is constructed for prediction of tool life and the optimal cutting condition is recommended from a cutting condition decision system using the stored shop data. The results show that the developed system is rational in searching the optimal cutting conditions on job operations.

키워드

참고문헌

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