Integrating Competencies into Preventive Maintenance Scheduling with Answer Set Optimization

Anssi Yli-Jyrä, Heini Ikävalko, Tomi Janhunen

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

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Abstract

The maintenance optimization of multi-component machines has been recently formalized as an Answer Set Optimization (ASO) problem based on component selection and grouping of overlapping maintenance intervals. The motivation of the current work is to develop an extension that would integrate resources and availability constraints into this maintenance model. This article outlines an extended ASO model with the primary focus on modeling and optimizing costly maintenance resources, culminating in cost savings facilitated by the progressive development of workforce competence. The model presented in this work extends the cost function of the prior ASO formalization in a modular way with additional cost priorities concerning parallelism, workforce, and expertise. Due to the presented extensions, the complexity of the integrated maintenance model increases compared to the prior formalization.

Original languageEnglish
Title of host publicationFoundations of Information and Knowledge Systems
Subtitle of host publication13th International Symposium, FoIKS 2024, Sheffield, UK, April 8–11, 2024, Proceedings
EditorsArne Meier, Magdalena Ortiz
Place of PublicationCham, Switzerland
PublisherSpringer Science and Business Media Deutschland GmbH
Pages381-400
Number of pages20
ISBN (Electronic)978-3-031-56940-1
ISBN (Print)978-3-031-56939-5
DOIs
Publication statusPublished - 2024
Publication typeA4 Article in conference proceedings
EventInternational Symposium on Foundations of Information and Knowledge Systems - Sheffield, United Kingdom
Duration: 8 Apr 202411 Apr 2024

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume14589 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

ConferenceInternational Symposium on Foundations of Information and Knowledge Systems
Country/TerritoryUnited Kingdom
CitySheffield
Period8/04/2411/04/24

Keywords

  • answer set optimization
  • maintenance optimization
  • integrated maintenance
  • maintenance resources
  • competence matrix
  • from novice to expert model
  • apprenticeship
  • cost optimization
  • Competence development
  • Operations research

Publication forum classification

  • Publication forum level 1

ASJC Scopus subject areas

  • Theoretical Computer Science
  • General Computer Science

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