Smart machining systems : modelling, monitoring and informatics

Smart machining systems : modelling, monitoring and informatics / Kunpeng Zhu.

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...

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Bibliographic Details
Main Author: Zhu, Kunpeng (Author)
Format: eBook
Language:English
Published: Cham : Springer, [2022]
Series:Springer series in advanced manufacturing.
Subjects:
Machining.
Machinery > Monitoring.
Machine learning.
machining.
Machine learning
Machinery > Monitoring
Machining
Online Access:Click for online access
Table of Contents:
  • 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.

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