Towards Efficiency: Declarative Modelling in Wind Farm Preventive Maintenance Strategies

Ensuring optimal functioning and efficiency of offshore wind farms requires effective performance maintenance strategies. This paper introduces a novel, innovative treatment of the problem in the context of a comprehensive strategy to optimize preventive maintenance for wind farms. The developed declarative reference model allows capturing the trade-off between the costs of losses incurred due to extending the servicing time of wind turbines and the expenditure incurred on the scale of the fleet of vessels used and the service teams employed to maintain them. The problem of meeting constraints formulated in this representation allows for identifying and mitigating potential problems before they occur. It is implemented in a declarative programming environment (IBM ILOG CPLEX Optimization Studio), creating a prototype of a task-oriented Decision Support System, confirmed by several experiments.

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Publication Details

Journal
Proceedings of the International Conference on Information Systems Development
Published
2024-09-09
DOI
https://doi.org/10.62036/isd.2024.115
Primary Topic
Wind Energy Research and Development
Type
article
Field-Weighted Citation Impact
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article

Towards Efficiency: Declarative Modelling in Wind Farm Preventive Maintenance Strategies

Peter Nielsen, Zbigniew Banaszak, Grzegorz Radzki, Grzegorz Bocewicz et al.
Proceedings of the International Conference on Information Systems Development
Wind Energy Research and Development
article

Towards Efficiency: Declarative Modelling in Wind Farm Preventive Maintenance Strategies

Peter Nielsen, Zbigniew Banaszak, Grzegorz Radzki, Grzegorz Bocewicz, Rasmus Dovnborg Frederiksen, Robert Wójcik
article en

Abstract

Ensuring optimal functioning and efficiency of offshore wind farms requires effective performance maintenance strategies. This paper introduces a novel, innovative treatment of the problem in the context of a comprehensive strategy to optimize preventive maintenance for wind farms. The developed declarative reference model allows capturing the trade-off between the costs of losses incurred due to extending the servicing time of wind turbines and the expenditure incurred on the scale of the fleet of vessels used and the service teams employed to maintain them. The problem of meeting constraints formulated in this representation allows for identifying and mitigating potential problems before they occur. It is implemented in a declarative programming environment (IBM ILOG CPLEX Optimization Studio), creating a prototype of a task-oriented Decision Support System, confirmed by several experiments.

Proceedings of the International Conference on Information Systems Development
Wrocław University of Science and Technology (PL), Koszalin University of Technology (PL), AGH University of Krakow (PL), Aalborg University (DK)
Affordable and clean energy
Openalex Percentile: Top 77%
Wind Energy Research and Development
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