Integrating Competencies into Preventive Maintenance Scheduling with Answer Set Optimization

Anssi Yli-Jyrä; Heini Ikävalko; Tomi Janhunen

doi:10.1007/978-3-031-56940-1_21

Integrating Competencies into Preventive Maintenance Scheduling with Answer Set Optimization

Anssi Yli-Jyrä^*
, Heini Ikävalko
, Tomi Janhunen

^*Tämän työn vastaava kirjoittaja

Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu

49 Lataukset (Pure)

Abstrakti

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.

Alkuperäiskieli	Englanti
Otsikko	Foundations of Information and Knowledge Systems
Alaotsikko	13th International Symposium, FoIKS 2024, Sheffield, UK, April 8–11, 2024, Proceedings
Toimittajat	Arne Meier, Magdalena Ortiz
Julkaisupaikka	Cham, Switzerland
Kustantaja	Springer
Sivut	381-400
Sivumäärä	20
ISBN (elektroninen)	978-3-031-56940-1
ISBN (painettu)	978-3-031-56939-5
DOI - pysyväislinkit	https://doi.org/10.1007/978-3-031-56940-1_21
Tila	Julkaistu - 2024
OKM-julkaisutyyppi	A4 Artikkeli konferenssijulkaisussa
Tapahtuma	International Symposium on Foundations of Information and Knowledge Systems - Sheffield, Iso-Britannia Kesto: 8 huhtik. 2024 → 11 huhtik. 2024

Julkaisusarja

Nimi	Lecture Notes in Computer Science
Vuosikerta	14589 LNCS
ISSN (painettu)	0302-9743
ISSN (elektroninen)	1611-3349

Conference

Conference	International Symposium on Foundations of Information and Knowledge Systems
Maa/Alue	Iso-Britannia
Kaupunki	Sheffield
Ajanjakso	8/04/24 → 11/04/24

Rahoitus

This research has been supported by the Research Council of Finland under projects AI-ROT (#335718,#335719) and XAILOG (#345633).

Rahoittajat	Rahoittajan numero
Academy of Finland, Research Council for Natural Sciences and Engineering of the Academy of Finland	335718, 335719
Academy of Finland, Research Council for Natural Sciences and Engineering	345633

YK:n kestävän kehityksen tavoitteet

Tämä tuotos edistää seuraavia kestävän kehityksen tavoitteita:

SDG 8 – Ihmisarvoinen työ ja taloudellinen kasvu
SDG 9 – Teollisuus, innovaatiot ja infrastruktuuri
SDG 12 – Vastuullinen kulutus ja tuotanto

Julkaisufoorumi-taso

Jufo-taso 1

!!ASJC Scopus subject areas

Theoretical Computer Science
Yleinen tietojenkäsittelytiede

Pääsy asiakirjaan

10.1007/978-3-031-56940-1_21

978-3-031-56940-1_21
Open Access This chapter is licensed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made. The images or other third party material in this chapter are included in the chapter’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the chapter’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder.
Final published version, 600 KBLisenssi: CC BY

https://urn.fi/URN:NBN:fi:tuni-202407297790Lisenssi: CC BY

maintenance-scheduling
Yli-Jyrä, A. (Creator), Janhunen, T. (Creator) & Feyzbakhsh Rankooh, M. (Creator), Tampere University, 20 kesäk. 2024
https://github.com/asptools/maintenance-scheduling
Tietoaineisto: Dataset

2 Konferenssiartikkeli

Pruning Redundancy in Answer Set Optimization Applied to Preventive Maintenance Scheduling
Yli-Jyrä, A., Feyzbakhsh Rankooh, M. & Janhunen, T., 2023, Practical Aspects of Declarative Languages - 25th International Symposium, PADL 2023, Proceedings. Hanus, M. & Inclezan, D. (toim.). Springer, s. 279-294 16 Sivumäärä (Lecture Notes in Computer Science; Vuosikerta 13880).
Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu

Open access
Tiedosto
3 Sitaatiot (Scopus)

73 Lataukset (Pure)
Applying Answer Set Optimization to Preventive Maintenance Scheduling for Rotating Machinery
Yli-Jyrä, A. & Janhunen, T., 14 jouluk. 2022, Rules and Reasoning: 6th International Joint Conference on Rules and Reasoning, RuleML+RR 2022. Berlin, Germany, September 26–28, 2022. Proceedings. Governatori, G. & Turhan, A.-Y. (toim.). Springer, s. 3-19 17 Sivumäärä (Lecture Notes in Computer Science; Vuosikerta 13752).
Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu

Open access
Tiedosto
1 Sitaatiot (Scopus)

153 Lataukset (Pure)

Siteeraa tätä

Yli-Jyrä, A., Ikävalko, H., & Janhunen, T. (2024). Integrating Competencies into Preventive Maintenance Scheduling with Answer Set Optimization. teoksessa A. Meier, & M. Ortiz (Toimittajat), Foundations of Information and Knowledge Systems: 13th International Symposium, FoIKS 2024, Sheffield, UK, April 8–11, 2024, Proceedings (Sivut 381-400). (Lecture Notes in Computer Science; Vuosikerta 14589 LNCS). Springer. https://doi.org/10.1007/978-3-031-56940-1_21

Yli-Jyrä, Anssi ; Ikävalko, Heini ; Janhunen, Tomi. / Integrating Competencies into Preventive Maintenance Scheduling with Answer Set Optimization. Foundations of Information and Knowledge Systems: 13th International Symposium, FoIKS 2024, Sheffield, UK, April 8–11, 2024, Proceedings. Toimittaja / Arne Meier ; Magdalena Ortiz. Cham, Switzerland : Springer, 2024. Sivut 381-400 (Lecture Notes in Computer Science).

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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.",

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Yli-Jyrä, A, Ikävalko, H & Janhunen, T 2024, Integrating Competencies into Preventive Maintenance Scheduling with Answer Set Optimization. julkaisussa A Meier & M Ortiz (toim), Foundations of Information and Knowledge Systems: 13th International Symposium, FoIKS 2024, Sheffield, UK, April 8–11, 2024, Proceedings. Lecture Notes in Computer Science, Vuosikerta 14589 LNCS, Springer, Cham, Switzerland, Sivut 381-400, International Symposium on Foundations of Information and Knowledge Systems, Sheffield, Iso-Britannia, 8/04/24. https://doi.org/10.1007/978-3-031-56940-1_21

Integrating Competencies into Preventive Maintenance Scheduling with Answer Set Optimization. / Yli-Jyrä, Anssi; Ikävalko, Heini; Janhunen, Tomi.
Foundations of Information and Knowledge Systems: 13th International Symposium, FoIKS 2024, Sheffield, UK, April 8–11, 2024, Proceedings. toim. / Arne Meier; Magdalena Ortiz. Cham, Switzerland: Springer, 2024. s. 381-400 (Lecture Notes in Computer Science; Vuosikerta 14589 LNCS).

Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu

TY - GEN

T1 - Integrating Competencies into Preventive Maintenance Scheduling with Answer Set Optimization

AU - Yli-Jyrä, Anssi

AU - Ikävalko, Heini

AU - Janhunen, Tomi

N1 - Publisher Copyright: © The Author(s) 2024.

PY - 2024

Y1 - 2024

N2 - 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.

AB - 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.

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KW - cost optimization

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Yli-Jyrä A, Ikävalko H, Janhunen T. Integrating Competencies into Preventive Maintenance Scheduling with Answer Set Optimization. julkaisussa Meier A, Ortiz M, toimittajat, Foundations of Information and Knowledge Systems: 13th International Symposium, FoIKS 2024, Sheffield, UK, April 8–11, 2024, Proceedings. Cham, Switzerland: Springer. 2024. s. 381-400. (Lecture Notes in Computer Science). doi: 10.1007/978-3-031-56940-1_21

Integrating Competencies into Preventive Maintenance Scheduling with Answer Set Optimization

Abstrakti

Julkaisusarja

Conference

Rahoitus

YK:n kestävän kehityksen tavoitteet

Julkaisufoorumi-taso

!!ASJC Scopus subject areas

Pääsy asiakirjaan

Sormenjälki

Tietoaineistot

maintenance-scheduling

Tutkimustuotos

Pruning Redundancy in Answer Set Optimization Applied to Preventive Maintenance Scheduling

Applying Answer Set Optimization to Preventive Maintenance Scheduling for Rotating Machinery

Siteeraa tätä