Buch, Englisch, Band 76, 158 Seiten, Format (B × H): 170 mm x 240 mm
Buch, Englisch, Band 76, 158 Seiten, Format (B × H): 170 mm x 240 mm
Reihe: PhD Theses in Experimental Software Engineering
ISBN: 978-3-8396-2054-0
Verlag: Fraunhofer Verlag
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.
Müller-Zhang / Liggesmeyer / Bomarius
Integrated Process Planning and Scheduling for Service-Based Production with Digital Twins and Deep Q-Learning jetzt bestellen!
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.
Autoren/Hrsg.
Fachgebiete
- Wirtschaftswissenschaften Betriebswirtschaft Unternehmensforschung
- Technische Wissenschaften Technik Allgemein Mess- und Automatisierungstechnik
- Mathematik | Informatik EDV | Informatik Angewandte Informatik Computeranwendungen in Wissenschaft & Technologie
- Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz
- Technische Wissenschaften Maschinenbau | Werkstoffkunde Produktionstechnik Computergestützte Fertigung
- Technische Wissenschaften Technik Allgemein Computeranwendungen in der Technik
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