Cover Image

Machine learning in manufacturing : quality 4.0 and the zero defects vision /

This book explores the integration of artificial intelligence (AI) in manufacturing, focusing on Quality 4.0 and the Zero Defects vision. It discusses the evolution of modern quality control methods, the rise of Quality 4.0, and the application of machine learning techniques to improve the quality o...

Full description

Bibliographic Details
Main Authors: Escobar, Carlos A.,eauthor, Morales-Menendez, Ruben (Author)
Corporate Author: ScienceDirect (Online service)
Format: eBook
Language:English
Published: Amsterdam, Netherlands ; Cambridge, MA, United States : Elsevier, [2024]
Subjects:
Machine learning.
Artificial intelligence > Industrial applications.
Manufacturing industries.
Apprentissage automatique.
Intelligence artificielle > Applications industrielles.
Industrie manufacturière.
Electronic books.
Online Access:Connect to the full text of this electronic book
Table of Contents:
  • Front Cover
  • Machine Learning in Manufacturing
  • Machine Learning in Manufacturing
  • Copyright
  • Contents
  • Biographies
  • Preface
  • 1
  • Introduction
  • 1.1 Motivation
  • 1.2 Smart manufacturing
  • 1.2.1 Technologies
  • 1.2.2 Building blocks
  • 1.2.3 Characteristics
  • 1.2.4 Research areas
  • 1.3 Evolution of modern quality control in manufacturing
  • 1.4 Breakdown of traditional quality control methods
  • 1.5 The rise of quality 4.0
  • 2
  • The technologies
  • 2.1 Artificial intelligence
  • 2.1.1 Machine learning
  • 2.1.1.1 Desirable characteristics of ML projects
  • 2.1.2 ChatGPT for quality 4.0
  • 2.2 Cloud storage and computing
  • 2.2.1 Cloud framework for quality 4.0
  • 2.2.2 Data lake, data warehouse, and database
  • 2.3 Industrial internet of things
  • 2.3.1 The manufacturing things
  • 2.3.1.1 Smart sensors
  • 2.3.1.2 Actuators
  • 2.3.2 Process monitoring and quality control in manufacturing