Smart Machining Systems Modelling, Monitoring and Informatics / by Kunpeng Zhu
By: Zhu, Kunpeng, autor
Material type:
E-bookSeries: (Springer Series in Advanced Manufacturing, 2196-1735).Publisher: Cham : Springer International Publishing, 2022Edition: 1st edition 2022.Description: 1 recurso en línea (XVIII, 407 páginas) : 207 ilustraciones, 128 ilustraciones a color.ISBN: 9783030878788.Subject: Máquinas -- Monitorización
| Item type | Current library | Collection | Call number | Status | Date due | Barcode | Item holds | |
|---|---|---|---|---|---|---|---|---|
LIBRO-E NO PRÉSTAMO
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Madrid Digital Acceso Electrónico (UEM) | Ciencias e Ingeniería | TJ1185 2022 EB (Browse shelf(Opens below)) | Acceso electrónico | eBook.09012739 |
Browsing Madrid Digital shelves, Shelving location: Acceso Electrónico (UEM) Close shelf browser (Hides shelf browser)
| TJ1185 2020 EB Industrial Measurements in Machining | TJ1185 2022 EB Proceedings of the 38th International MATADOR Conference | TJ1185 2022 EB Model Based Approach for Energy and Resource Efficient Machining Systems | TJ1185 2022 EB Smart Machining Systems Modelling, Monitoring and Informatics | TJ1185 .G878 2016 EB Hybrid Machining Processes : Perspectives on Machining and Finishing | TJ1185 .H393 2015 EB Setup Planning for Machining | TJ1185 .I869 2017 EB Theory and practice in machining systems |
Part I: Fundamentals -- Chapter 1. Introduction -- Chapter 2. Modeling of Machining Process -- Chapter 3. Tool Wear Modelling -- Chapter 4. Mathematical Fundamentals of Condition Monitoring -- Chapter 5. Signal Processing for Condition Monitoring -- Chapter 6. The Framework of TCM from Machine Learning View -- Part II: Applications -- Chapter 7. Sensory Signal De-noising and Pre-processing -- Chapter 8. TCM with Sparse Decomposition -- Chapter 9. The Monitoring of Tool Conditions with Computer Vision -- Chapter 10. Diagnosis and Prognosis of Machining Degradation Process -- Chapter 11. Sensor Fusion Approached to TCM -- Chapter 12. Big Data Orientated CNC Machining TXM Monitoring System -- Chapter 13. CPPS Framework of Smart CNC Machining Monitoring System.
This book provides the tools to enhance the precision, automation and intelligence of modern CNC machining systems. Based on a detailed description of the technical foundations of the machining monitoring system, it develops the general idea of design and implementation of smart machining monitoring systems, focusing on the tool condition monitoring system. The book is structured in two parts. Part I discusses the fundamentals of machining systems, including modeling of machining processes, mathematical basics of condition monitoring and the framework of TCM from a machine learning perspective. Part II is then focused on the applications of these theories. It explains sensory signal processing and feature extraction, as well as the cyber-physical system of the smart machining system. Its utilisation of numerous illustrations and diagrams explain the ideas presented in a clear way, making this book a valuable reference for researchers, graduate students and engineers alike.
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