Dynamic adjustment of dispatching rule parameters in flow shops with sequence-dependent set-up times

Publikation: Beiträge in ZeitschriftenZeitschriftenaufsätzeForschungbegutachtet

Authors

  • Jens Heger
  • Jurgen Branke
  • Torsten Hildebrandt
  • Bernd Scholz-Reiter
Decentralised scheduling with dispatching rules is applied in many fields of production and logistics, especially in highly complex manufacturing systems. Since dispatching rules are restricted to their local information horizon, there is no rule that outperforms other rules across various objectives, scenarios and system conditions. In this paper, we present an approach to dynamically adjust the parameters of a dispatching rule depending on the current system conditions. The influence of different parameter settings of the chosen rule on the system performance is estimated by a machine learning method, whose learning data is generated by preliminary simulation runs. Using a dynamic flow shop scenario with sequence-dependent set-up times, we demonstrate that our approach is capable of significantly reducing the mean tardiness of jobs.
OriginalspracheEnglisch
ZeitschriftInternational Journal of Production Research
Jahrgang54
Ausgabenummer22
Seiten (von - bis)6812-6824
Anzahl der Seiten13
ISSN0020-7543
DOIs
PublikationsstatusErschienen - 16.11.2016

DOI

Zuletzt angesehen

Publikationen

  1. Kinematic self-calibration of non-contact five-axis measuring machine using improved genetic algorithm.
  2. Optimization Analysis for an Uncovered Wagon Transportation with an Interactive Animated Simulation-Based Platform for Multidisciplinary Learning
  3. Considerations on efficient touch interfaces - How display size influences the performance in an applied pointing task
  4. Performance analysis for loss systems with many subscribers and concurrent services
  5. Preventive Diagnostics for cardiovascular diseases based on probabilistic methods and description logic
  6. Using heuristic worked examples to promote solving of reality‑based tasks in mathematics in lower secondary school
  7. Learning and Re-learning from net- based cooperative learning discourses
  8. An intersection test for the cointegrating rank in dependent panel data
  9. “Ideation is Fine, but Execution is Key”
  10. Dividing Apples and Pears: Towards a Taxonomy for Agile Transformation
  11. Crises at Work: Potentials for Change?
  12. Can a Revision of the Universal Service Scope Result in Substantive Change?
  13. Discourse pragmatics
  14. Short-arc measurement and fitting based on the bidirectional prediction of observed data
  15. Industrial applications using wavelet packets for gross error detection
  16. Trait-based approaches to analyze links between the drivers of change and ecosystem services
  17. Understanding Context Collapse for Social Media Users
  18. Understanding the modes of use and availability of critical metals-An expert-based scenario analysis for the case of indium
  19. Shepherds’ local knowledge and scientific data on the scavenging ecosystem service
  20. Using Long-Duration Static Stretch Training to Counteract Strength and Flexibility Deficits in Moderately Trained Participants
  21. A Computational Research System for the History of Science
  22. Extending Enterprise Architectures for Adopting the Internet of Things
  23. Digital teaching as an instrument for cross-location teaching networks in medical informatics
  24. Adaptive capacity and learning to learn as leverage for social-ecological resilience
  25. Model and Validation of the Electromagnetic Interference Produced by Power Transmission Lines in Robotic Systems
  26. Creep behavior of AE42 based hybrid composites
  27. Structure as Infrastructure: The Interrelation of Fiber and Construction
  28. Program for Better Riding
  29. Trust in scientists, risk perception, conspiratorial beliefs, and unrealistic optimism
  30. Gender, Space and Development: An Introduction to Concepts and Debates
  31. Development and validation of chemometrics-assisted spectrophotometry and liquid chromatography methods for the simultaneous determination of the active ingredients in two multicomponent mixtures containing chlorpheniramine maleate and phenylpropanolamine hydrochloride.
  32. Digital identity building:
  33. NFDI4DS Shared Tasks
  34. Disentangling who is who during rhizosphere acidification in root interactions: combining fluorescence with optode techniques
  35. Does ESG performance have an impact on financial performance?
  36. Implementing UNESCO's Convention on Cultural Diversity at the regional level
  37. Differences in psychological strategies of failed and operational business owners in the Fiji Islands