Milling is a high-performance method that allows an efficient machining of both flat and
complexly shaped surfaces. During the milling process, the cutting tool (cutters), its cutting …

Abstract In the “Industry 4.0” era, autonomous and self-adaptive industrial machining attracts
significant attention in professional manufacturing. This trend originates from the rising …

Reliable tool condition monitoring (TCM) system becomes increasingly critical to machinery
efficiency, workpiece quality, and production cost in modern manufacturing industry …

Tool condition monitoring (TCM) in numerical control machines plays an essential role in
ensuring high manufacturing quality. The TCM process is conducted according to the data …

Cutting tool wear during drilling operations can cause damage to cutting tools, machine
tools, and workpieces which should be analyzed and minimized. Cutting tool wear impacts …

This paper proposes an estimation approach for tool wear and surface roughness using
deep learning and sensor fusion. The one-dimensional convolutional neural network (1D …

As one of the most important terminals in machining, cutting tools have been widely used for
components manufacturing in aerospace and other industries. The quality of these …

The identification of the cutting tool wear state is important to the cutting process. If the
cutting tool is not replaced in time, it may have a negative impact on the processing quality of …

This study aims to present an overall review of the recent research status regarding Machine
Learning (ML) applications in machining processes. In the current industrial systems …

Tool wear is a key factor affecting many aspects of metal cutting machining, including
surface quality, machining efficiency and tool life. As machining continues to evolve towards …