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Tool failure mechanisms and cutting performance analysis during high-feed milling of 508-III steel
Abstract508-III steel has become one of the most viable materials for heavy nuclear reactor pressure vessels due to its excellent strength and...
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Deep Reinforcement Learning for autonomous pre-failure tool life improvement
This paper develops an approach to improve a CNC machine’s tool performance and slow down its degradation rate automatically in the Pre-Failure...
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Combining adaptive time-series feature window and stacked bidirectional LSTM for predicting tool remaining useful life without failure data
Tool failures have a great effect on workpiece quality and even damage machine tools. The accurate prediction of remaining useful life (RUL) is an...
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Tool wear characteristics of interrupted-cutting Zr-based bulk metallic glasses with cemented carbide tool
The tool wear characteristics and mechanisms were investigated during interrupted-cutting Zr-based bulk metallic glass (BMG). The effect of tool wear...
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Real-time cutting tool condition assessment and stochastic tool life predictive models for tool reliability estimation by in-process cutting tool vibration monitoring
Real-time tool wear prediction and its remaining useful life (RUL) estimation is an important part of the development of a smart machining system...
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A Handy Diagnostic Tool for Early Congestive Heart Failure Prediction Using Catboost Classifier
In this world 33% of deaths are due to the Cardiovascular diseases (CVDs) which affects the people globally irrespective of ages. Based on the saying...
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A novel method for machining accuracy reliability and failure sensitivity analysis for multi-axis machine tool
In the state of machining service, to evaluate the machining accuracy reliability of multi-axis CNC machine tools, analyze the accuracy failure mode...
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Application of machine vision for tool condition monitoring and tool performance optimization–a review
Rapid tool wear is a major concern of the machining operation, affecting the tooling cost and dimensional tolerance of the components. In line with...
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Evaluation of milling performance of 50-μm D-shaped carbide tool, polycrystalline diamond-coated carbide tool, and polycrystalline diamond tool
Tool sizes and material properties significantly influence the surface quality of micro grooves and the life of the milling tool in micro milling....
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A State-of-the-Art Review on Cutting Tool Materials and Coatings in Enhancing the Tool Performance in Machining the Superior Nickel-Based Superalloys
Nickel-based superalloys have gained widespread use in various industries like aerospace, power generation, chemical processing, and marine...
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Cutting Tool Materials
The cutting tool materialCutting tool materials, cutting parameters and the selected tool geometry directly influence the productivity of the...
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Research on intelligent tool condition monitoring based on data-driven: a review
The tool condition monitoring (TCM) can sense the real-time conditions of the tool to a large extent and warn the tool failure as early as possible....
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Estimating Tool Strength of Single Point Cutting Tool with Engrooved Micro-Channel on Rake Face: An Experimental Assisted Simulative Analysis
Machining is a significantly important process for manufacturing industry. Constant research efforts are being made on enhancing machinability of...
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Tool management optimisation through traceability and tool wear prediction in the aviation industry
The aviation industry is characterised by high manufacturing requirements of products with difficult-to-machine materials to ensure quality and...
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A comparative study: incremental sheet forming of AA1050 by roller-ball tool and standard tool with its optimization
In this work, a single point incremental forming method was applied using both a roller-ball tool and a standard forming tool with oil application....
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Stochastic Model of Cutting-Tool Failure Based on the Level of Vibration
AbstractThe parameters of a generalized stochastic model of cutting-tool failure may be estimated on the basis of statistical data regarding the...
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Failure Investigation of HSS Counter Punch Tool
The manufacturing processes such as sha**, forming, cutting, heat treatment and joining processes are being adopted in engineering applications,...
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Research on tool wear classification of milling 508III steel based on chip spectrum feature
In the milling process of high-strength steel, the tool and the chip produce severe contact and friction, resulting in severe tool failure. Tools...
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Cutting tool wear prediction based on the multi-stage Wiener process
Cutting tools are one type of critical component of modern computer numerical control (CNC) machining systems. They wear out continuously during the...
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Box–Behnken based investigation of surface quality and tool wear rate and FEM analysis of tool wear in TiAlN/CrN coated carbide tool
The quantitative effects of cutting speed, feed and depth of cut on surface quality of the turned 316 LVM stainless steel work piece and tool wear of...
