Development of a Conceptual Scheme for Controlling Tool Wear During Cutting, Based on the Interaction of Virtual Models of a Digital Twin and a Vibration Monitoring System

• Published in: Sensors (Basel, Switzerland) Vol. 24; no. 22; p. 7403
• Main Authors: Viktor, Lapshin, Ilya, Turkin, Valeriya, Gvindzhiliya, Ilya, Dudinov, Denis, Gamaleev
• Format: Journal Article
• Language: English
• Published: Switzerland MDPI AG 20.11.2024; MDPI
• Subjects: Accuracy; cutting dynamics; Cutting tools; Digital twins; Fault diagnosis; Mathematical models; Monitoring systems; Neural networks; Simulation methods; tool wear; Vibration; virtual models; tool wear; digital twins; virtual models; cutting dynamics; neural networks

This article discusses the issue of the joint use of neural network algorithms for data processing and deterministic mathematical models. The use of a new approach is proposed, to determine the discrepancy between data from a vibration monitoring system of the cutting process and the calculated data...