· IISE Annual Conference & Expo 2025· 0 citations
TL;DR
The role of Digital Twins in monitoring the geometry and lifespan of cutting tools, machining parameters and controlling the process in critical machine tools in aviation is emphasized.
Abstract
This paper explores the emerging technology of Digital Twins and their applications in the high-precision machining industry in predicting the tool life and controlling the process variation. A Digital Twin is a virtual model that mirrors a real-world device throughout its lifecycle, incorporating real-time data from the physical system to provide insights and facilitate decision-making. Digital Twins may be created for various elements, including individual assets, production lines, end products, or any other real-world scenarios within the production process. One of the biggest challenges manufacturers faces is that production data is scattered across various systems and formats, making it difficult to extract meaningful insights. Through a systematic literature review and case study, we investigate Digital Twin adoption and application to performance and maintenance in critical machine tools in aviation. In aviation, complex geometry critical parts have very close feature tolerances and while machining these features, cutting tools, machining parameters and condition of the machine play a vital role in controlling the process. The paper emphasizes the role of Digital Twins in monitoring the geometry and lifespan of cutting tools, machining parameters and controlling the process in critical machine tools.
Digital twin (DT) technology has become a transformative engineering paradigm for metal-cutting machine tool systems and materials-processing equipment, enabling real-time synchronisation, predictive analytics, and intelligent decision-making throughout the entire production cycle. This systematic review summarises the...
Oleksandr Sokolov, V. Ivanov, S. Sokolov et al.· Actuators· 0 citations
Additive manufacturing (AM) is rapidly transforming industrial production by offering a low-waste and highly customizable alternative to traditional subtractive methods. However, tight dimensional tolerances and complex geometries often require post-process machining of 3D-printed components. Among high-performance the...
David Gómez-García, J. Díaz-Álvarez, G. Youssef et al.· Polymers· 0 citations
Abstract This paper reviews computer numerical control wood machining research published between 2020 and 2025, exploring how to choose cutting parameters so that surface quality, energy use, tool wear, and environmental impact are balanced. Wood’s anisotropy, hygroscopicity, and biological variability make it so diffe...
Elisaveta Crăciun, M. Coteață· Bulletin of the Polytechnic...· 0 citations
As a core component enabling multi-axis precision machining in CNC machine tools, the CNC rotary table’s precision state directly affects machining quality and production efficiency. Real-time and accurate prediction of its precision remaining useful life (PRUL) is of great significance for optimizing maintenance costs...
Thin-walled shell parts are prone to deformation during machining, imposing stringent requirements on process planning, dimensional consistency and efficiency. To address the drawbacks of conventional stand-alone machining such as high labor dependence and unstable quality, this study proposes an intelligent machining...
Tao Chen, Jing-Min Li, Hong-Xin Ye et al.· International Conference on...· 0 citations
In addition to offering the enabling process for the turbine blade, blisks, impellers, moulds, dies and other free-form components, multi-axis computer numerical control (CNC) machining introduces the geometry of toolpath, kinematics of machine, cutting mechanics, surface integrity and energy use. In this paper, resear...
Trust M. Ncube, Gratitude Muchandiona, Tanatswa Mufudza et al.· Open Access Research Journal...· 0 citations
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.