Artificial intelligence systems for tool condition monitoring in machining: Analysis and critical review
The wear of cutting tools, cutting force determination, surface roughness variations and other
machining responses are of keen interest to latest researchers. The variations of these …
machining responses are of keen interest to latest researchers. The variations of these …
A review of indirect tool condition monitoring systems and decision-making methods in turning: Critical analysis and trends
The complex structure of turning aggravates obtaining the desired results in terms of tool
wear and surface roughness. The existence of high temperature and pressure make difficult …
wear and surface roughness. The existence of high temperature and pressure make difficult …
Review of tool condition monitoring in machining and opportunities for deep learning
Tool condition monitoring and machine tool diagnostics are performed using advanced
sensors and computational intelligence to predict and avoid adverse conditions for cutting …
sensors and computational intelligence to predict and avoid adverse conditions for cutting …
[HTML][HTML] Tool condition monitoring techniques in milling process—A review
The most important improvement in metal the cutting industry is the continuous utilization of
cutting tools and tool condition monitoring system. In the metal cutting process, the tool …
cutting tools and tool condition monitoring system. In the metal cutting process, the tool …
Tool wear classification using time series imaging and deep learning
Tool condition monitoring (TCM) has become essential to achieve high-quality machining as
well as cost-effective production. Identification of the cutting tool state during machining …
well as cost-effective production. Identification of the cutting tool state during machining …
Machine learning and IoT-based approach for tool condition monitoring: A review and future prospects
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 …
significant attention in professional manufacturing. This trend originates from the rising …
A review on conventional and advanced minimum quantity lubrication approaches on performance measures of grinding process
Grinding is one of the important machining processes that are widely applied in precision
manufacturing. In the beginning, studies mostly focused on dry machining. In time, emerging …
manufacturing. In the beginning, studies mostly focused on dry machining. In time, emerging …
Advanced data collection and analysis in data-driven manufacturing process
The rapidly increasing demand and complexity of manufacturing process potentiates the
usage of manufacturing data with the highest priority to achieve precise analyze and control …
usage of manufacturing data with the highest priority to achieve precise analyze and control …
Self-optimizing machining systems
In this paper the idea of Self-Optimizing Machining Systems (SOMS) is introduced and
discussed. Against the background of Industry 4.0, here the focus is the technological level …
discussed. Against the background of Industry 4.0, here the focus is the technological level …
Chatter detection in milling processes—a review on signal processing and condition classification
Among the diverse challenges in machining processes, chatter has a significant detrimental
effect on surface quality and tool life, and it is a major limitation factor in achieving higher …
effect on surface quality and tool life, and it is a major limitation factor in achieving higher …