Production monitoring system design and implementation; pp. 10-16

Estonian Academy of Sciences. Proceedings

Tanel Eiskop¹ 

关键词: roduction monitoring system;    tool life modelling;    ANN.;   

DOI  :  10.3176/proc.2017.4.02

学科分类：化学（综合）

来源: Teaduste Akadeemia Kirjastus

【 摘 要 】

The aim of the current study was to develop a highly flexible and scalable modular real-time monitoring system with predictive capabilities. The main focus was on forecasting tool/component life-span. A two-stage model is proposed for predicting tool life-span. Based on real-time monitoring data a back-propagation artificial neural network model was developed and validated. The obtained response surfaces for vibrations, current, and temperature are utilized in an analytical tool wear forecast model.

【 授权许可】

CC BY-NC