Liggesmeyer / Bomarius / Dörr

Integrated Process Planning and Scheduling for Service-Based Production with Digital Twins and Deep Q-Learning

lieferbar, ca. 10 Tage

48,00 €

Preisangaben inkl. MwSt. Abhängig von der Lieferadresse kann die MwSt. an der Kasse variieren. Weitere Informationen

Fachbuch

Buch. Softcover

2025

158 S.

In englischer Sprache

Fraunhofer IRB Verlag. ISBN 978-3-8396-2054-0

Format (B x L): 17 x 24 cm

Produktbeschreibung

Scheduling complex production processes in real time is a challenging task because it typically takes hours to find optimal schedules. In recent years, reinforcement learning (RL) has shown great potential for solving complex scheduling problems. An appropriately trained RL agent can quickly respond to similar situations with near-optimal strategies to achieve good enough or even brilliant performance.

This work presents an efficient methodology to apply the deep Q-learning algorithm to integrated process planning and scheduling. The presented RL methods were proven to be efficient in finding near-optimal schedules in real time. Meanwhile, the trained RL agents show great flexibility in handling process deviations without sacrificing production performance.

Topseller & Empfehlungen für Sie

Ihre zuletzt angesehenen Produkte

Autorinnen/Autoren

  • Rezensionen

    Dieses Set enthält folgende Produkte:
      Auch in folgendem Set erhältlich:

      • nach oben

        Ihre Daten werden geladen ...