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The method of production scheduling with uncertainties using the ants colony optimisation

  • Wrocław University of Science and Technology

Research output: Contribution to journal › Article › peer-review

17 Citations (Scopus)

Abstract

Production and maintenance tasks apply for access to the same resources. Maintenance-related machine downtime reduces productivity, but the costs incurred due to unplanned machine failures often outweigh the costs associated with predictive maintenance. Costs incurred due to unplanned machine failure include corrective maintenance, reworks, delays in deliveries, breaks in the work of employees and machines. Therefore, scheduling of production and maintenance tasks should be considered jointly. The problem of generating a predictive schedule with given constrains is considered. The objective of the paper is to develop a scheduling method that reflects the operation of the production system and nature of disturbances. The original value of the paper is the development of the method of a basic schedule generation with the application of the Ant Colony Optimisation. A predictive schedule is built by planning the technical inspection of the machine at time of the predicted failure-free time. The numerical simulations are performed for job/flow shop systems.

Original languageEnglish
Article number171
Pages (from-to)1-14
Number of pages14
JournalApplied Sciences (Switzerland)
Volume11
Issue number1
DOIs
Publication statusPublished - 1 Jan 2021

Keywords

  • Ant colony optimisation
  • Flow shop
  • Job shop
  • Maintenance
  • Predictive scheduling

ASJC Scopus subject areas

  • General Materials Science
  • Instrumentation
  • General Engineering
  • Process Chemistry and Technology
  • Computer Science Applications
  • Fluid Flow and Transfer Processes

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