Tool wear monitoring in turning: A neural network application

B Sick - Measurement and Control, 2001 - journals.sagepub.com
Tool wear monitoring is the most difficult task in the area of tool condition monitoring for
metal-cutting manufacturing processes. The main objective is to improve the process …

On-line tool wear monitoring in turning using neural networks

B Sick - Neural Computing & Applications, 1998 - Springer
The on-line supervision of a tool's wear is the most difficult task in the context of tool
monitoring. Based on an in-process acquisition of signals with multi-sensor systems, it is …

On-line and indirect tool wear monitoring in turning with artificial neural networks: a review of more than a decade of research

B Sick - Mechanical systems and signal processing, 2002 - Elsevier
The supervision of tool wear is the most difficult task in the context of tool condition
monitoring for metal-cutting processes. Based on a continuous acquisition of signals with …

Fusion of hard and soft computing techniques in indirect, online tool wear monitoring

B Sick - IEEE Transactions on Systems, Man, and Cybernetics …, 2002 - ieeexplore.ieee.org
Indirect, online tool wear monitoring is one of the most difficult tasks in the context of process
monitoring for metal-cutting machining processes. Based on a continuous acquisition of …

The adaptability of a tool wear monitoring system under changing cutting conditions

RG Silva, KJ Baker, SJ Wilcox, RL Reuben - Mechanical Systems and …, 2000 - Elsevier
The process of metal cutting is a complex phenomenon that has been researched for many
years but the aim of practical cutting tool condition monitoring has yet to be achieved …

On-line wear estimation using neural networks

A Ghasempoor, TN Moore… - Proceedings of the …, 1998 - journals.sagepub.com
In this paper, a neural network based system for 'on-line'estimation of tool wear in turning
operations is introduced. The system monitors the cutting force components and extracts the …

Online tool wear classification in turning with time-delay neural networks and process-specific pre-processing

B Sick - 1998 IEEE International Joint Conference on Neural …, 1998 - ieeexplore.ieee.org
The online determination of a tool's wear in order to exchange it just in time makes high
demands on a sophisticated tool monitoring systems. Research has shown that it is possible …

The monitoring of the turning tool wear process using an artificial neural network. Part 1: the experimental set-up and experimental results

GC Balan, A Epureanu - Proceedings of the Institution of …, 2008 - journals.sagepub.com
The study of machine tool dynamics is performed here as 'monitoring', which involves the
checking and improving of machine functioning. A computer processes signals collected …

Detection of tool wear using multisensor readings defused by artificial neural network

O Masory - Applications of Artificial Neural Networks II, 1991 - ui.adsabs.harvard.edu
Real-time tool wear sensing is essential for machining process optimization and
implementation of untended manufacturing systems. This paper proposes a tool wear model …

Monitoring machining processes using multi-sensor readings fused by artificial neural network

O Masory - Journal of Materials Processing Technology, 1991 - Elsevier
This paper proposes a tool wear model based on Artificial Neural Network which is used as
Pattern Associator. As such, the network is trained to associate an input vector, consists of …