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Machine Learning in Manufacturing Quality 4.0 and the Zero Defects Vision 1st Edition

SKU: 9780323990301

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Additional information

Full Title

Machine Learning in Manufacturing Quality 4.0 and the Zero Defects Vision 1st Edition

Author(s)

Carlos A. Escobar, Ruben Morales-Menendez

Edition

1st Edition

ISBN

9780323990301, 9780323990295

Publisher

Elsevier (S&T)

Format

PDF and EPUB

Description

Machine Learning in Manufacturing: Quality 4.0 and the Zero Defects Vision reviews process monitoring based on machine learning algorithms and the technologies of the fourth industrial revolution and proposes Learning Quality Control (LQC), the evolution of Statistical Quality Control (SQC). This book identifies 10 big data issues in manufacturing and addresses them using an ad-hoc, 5-step problem-solving strategy that increases the likelihood of successfully deploying this Quality 4.0 initiative. With two case studies using structured and unstructured data, this book explains how to successfully deploy AI in manufacturing and how to move quality standards forward by developing virtually defect-free processes. This book enables engineers to identify Quality 4.0 applications and manufacturing companies to successfully implement Quality 4.0 practices.

  • Provides an understanding of the most relevant challenges posed to the application of Artificial Intelligence (AI) in manufacturing
  • Includes analytical developments and applications and merges a quality vision with machine learning algorithms
  • Features structured and unstructured data case studies to illustrate how to develop intelligent monitoring systems with the capacity to replace manual and visual tasks