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A Hybrid Optimization Algorithm for Standardization of Maintenance Plans

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Intelligent Distributed Computing XII (IDC 2018)

Part of the book series: Studies in Computational Intelligence ((SCI,volume 798))

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Abstract

This paper presents an algorithm to solve the combinatorial optimization problem in the definition of preventive maintenance plans. This problem is not easy to solve, since tasks performed on assets can be redundant or not required. The objective is a more accurate definition of plans to reduce maintenance costs, where different optimization algorithms can be used. Taking a single optimization algorithm approach could serve to find an optimal solution depending of the use case, but it does not find reliable results in a generic way. The new hybrid approach with 4 different algorithms shows that better results are obtained than the use of the individual optimization algorithms.

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Author information

Authors and Affiliations

  1. IK4-TEKNIKER Intelligent Information Systems Unit, Inaki Goenaga 5, 20600, Eibar, Spain

    Eduardo Gilabert, Egoitz Konde & Aitor Arnaiz

  2. Department of Computer Science and Artificial Intelligence, University of the Basque Country (UPV/EHU), Manuel Lardizabal Ibilbidea, 1, 20018, San Sebastian, Spain

    Basilio Sierra

Authors
  1. Eduardo Gilabert
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  2. Egoitz Konde
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  3. Aitor Arnaiz
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  4. Basilio Sierra
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Corresponding author

Correspondence to Eduardo Gilabert .

Editor information

Editors and Affiliations

  1. Basque Center for Applied Mathematics (BCAM), TECNALIA, University of the Basque Country (UPV/EHU), Derio, Bizkaia, Spain

    Javier Del Ser

  2. TECNALIA, Derio, Bizkaia, Spain

    Eneko Osaba

  3. University of the Basque Country (UPV/EHU), Bilbao, Bizkaia, Spain

    Miren Nekane Bilbao

  4. Computer Science Department, University of Las Palmas de Gran Canaria, Las Palmas, Spain

    Javier J. Sanchez-Medina

  5. OpenIoT Reesarch Unit, FBK CREATE-NET, Trento, Italy

    Massimo Vecchio

  6. Department of Design Engineering and Mathematics, Middlesex University, London, UK

    Xin-She Yang

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Gilabert, E., Konde, E., Arnaiz, A., Sierra, B. (2018). A Hybrid Optimization Algorithm for Standardization of Maintenance Plans. In: Del Ser, J., Osaba, E., Bilbao, M., Sanchez-Medina, J., Vecchio, M., Yang, XS. (eds) Intelligent Distributed Computing XII. IDC 2018. Studies in Computational Intelligence, vol 798. Springer, Cham. https://doi.org/10.1007/978-3-319-99626-4_12

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  • DOI: https://doi.org/10.1007/978-3-319-99626-4_12

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-99625-7

  • Online ISBN: 978-3-319-99626-4

  • eBook Packages: EngineeringEngineering (R0)

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