Skip to main content
Top

2023 | OriginalPaper | Chapter

11. Advanced Methods and Models of Optimization and Data Visualization for the Management, Monitoring, and Control of Operations in Companies Working in Collaborative Manufacturing Environments

Authors : Efraín Pérez-Cubero, Raúl Poler

Published in: Industry 4.0: The Power of Data

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The main objective of this research is the generation of artificial intelligence algorithms for the solution of the jobshop scheduling problem (JSSP) with real-time adjustments to changing conditions. The advent of technologies such as the Internet of Things (IoT) and data science has boosted the use of advanced machine learning techniques to solve complex problems (NP-Hard) that until recently were impractical using conventional techniques due to their computational times. The ability to have production plants that respond to variations in manufacturing environments has been a requirement of process managers for a long time, having to deal with this problem most of the time through expert judgment, contemplating the effects of variations in the overall performance of the system is a necessity in the face of the high demands of customers and global markets. Therefore, the search for mechanisms that provide solutions to this problem is a very promising line of applied research.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Metadata
Title
Advanced Methods and Models of Optimization and Data Visualization for the Management, Monitoring, and Control of Operations in Companies Working in Collaborative Manufacturing Environments
Authors
Efraín Pérez-Cubero
Raúl Poler
Copyright Year
2023
DOI
https://doi.org/10.1007/978-3-031-29382-5_11

Premium Partners