Switching Dispatching Rules with Gaussian Processes

Publikation: Beiträge in SammelwerkenAufsätze in KonferenzbändenForschungbegutachtet

Authors

Decentralized scheduling with dispatching rules is applied in many fields of production and logistics, especially in highly complex manufacturing systems, e.g. semiconductor manufacturing. Nevertheless, no dispatching rule outperforms other rules across various objectives, scenarios and system conditions. In this paper we present an approach to dynamically select the most suitable rule for the current system conditions in real time. We calculate Gaussian process (GP) regression models to estimate each rule’s performance and select the most promising one. The data needed to create these models is gained by a few preliminary simulation runs of the selected job shop scenario from the literature. The approach to use global information to create the Gaussian process models leads to better local decision at the machine level. Using a dynamic job shop scenario we demonstrate, that our approach is capable of significantly reducing the mean tardiness of jobs.
OriginalspracheEnglisch
TitelRobust Manufacturing Control : Proceedings of the CIRP Sponsored Conference RoMaC 2012
HerausgeberKatja Windt
Anzahl der Seiten13
VerlagSpringer Verlag
Erscheinungsdatum2013
Seiten91-103
ISBN (Print)978-3-642-30748-5
ISBN (elektronisch)978-3-642-30749-2
DOIs
PublikationsstatusErschienen - 2013
Extern publiziertJa
VeranstaltungConference on Robust Manufacturing Control - RoMaC 2012: Innovative and Interdisciplinary Approaches for Global Networks - Jacobs University, Bremen, Bremen, Deutschland
Dauer: 18.06.201220.06.2012
https://www.springer.com/de/book/9783642307485

Bibliographische Notiz

Publisher Copyright:
© 2013, Springer-Verlag Berlin Heidelberg.

DOI

Zuletzt angesehen

Publikationen

  1. A direct test of the similarity assumption — Focusing on differences as compared with similarities decreases automatic imitation
  2. Student Game Design for Language Learning
  3. The Relation of Children's Performances in Spatial Tasks at Two Different Scales of Space
  4. Serendipity as a Mechanism of Change and its Potential for Explaining Change Processes
  5. An empirically grounded ontology for analyzing IT-based interventions in business ecosystems
  6. Internet-based public debate of CCS
  7. Enhancing Community Interactions with Data-Driven Chatbots - The DBpedia Chatbot
  8. Are criminals better lie detectors? Investigating offenders' abilities in the context of deception detection
  9. Comparison of three methods of length compensation in a parallel kinematic and their equivalence conditions
  10. Offline question answering over linked data using limited resources
  11. Phase Shift APOD and POD Control Technique in Multi-Level Inverters to Mitigate Total Harmonic Distortion
  12. Does isolation affect phenotypic variability and fluctuating asymmetry in the endangered Red Apollo?
  13. Short and long-term dominance of negative information in shaping public energy perceptions
  14. Model and Validation of the Electromagnetic Interference Produced by Power Transmission Lines in Robotic Systems
  15. Survey on challenges of Question Answering in the Semantic Web
  16. Nonlinear anisotropic boundary value problems – regularity results and multiscale discretizations
  17. Determining Lot Sizes in Production Areas
  18. Digital Business Transformation and the Changing Role of the IT Function
  19. Predicate‐based model of problem‐solving for robotic actions planning
  20. An antisaturating adaptive preaction and a slide surface to achieve soft landing control for electromagnetic actuators
  21. Toward Data-Driven Analyses of Electronic Text Books
  22. Where pragmatics and dialectology meet: Introducing variational pragmatics
  23. Achieving enhanced mechanical properties in Mg-Gd-Y-Zn-Mn alloy by altering dynamic recrystallization behavior via pre-ageing treatment
  24. An isomorphism between polynomial eigenfunctions of the transfer operator and the Eichler cohomology for modular groups
  25. IWRM through WFD implementation? Drivers for integration in polycentric water governance systems
  26. Leaf trait variation within individuals mediates the relationship between tree species richness and productivity