A cost optimisation model for maintenance planning in offshore wind farms with wind speed dependent failure rates: maintenance planning in offshore wind farms

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Abstract

This paper presents an optimisation model for cost optimisation of maintenance at an Offshore Wind Farm (OWF). The model is created for OWF project developers to optimise strategically resources to meet their maintenance demand. The model takes into account various maintenance categories on a full range of wind turbine components; the failure rate associated with each component is dependent on wind speed in order to consider weather uncertainty. Weibull distribution is used to predict the probability of wind speed occurring during a given period based on available historical data. The performance of the proposed optimisation model has been validated using reference cases and an UK OWF in operation. Various optimal solutions are investigated for the problems with increased and decreased mean turbine failure rates, as a sensitivity test of the model.
Original languageEnglish
Article number2809
Pages (from-to)1-21
Number of pages21
JournalMathematics
Volume11
Issue number13
DOIs
Publication statusPublished - 22 Jun 2023

Keywords

  • offshore wind
  • renewable energy
  • operations and maintenance (O&M)
  • decision making
  • cost optimisation

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