Framework for Managing Maintenance of Wind Farms Based on a Clustering Approach and Dynamic Opportunistic Maintenance
The growth in the wind energy sector is demanding projects in which profitability must be ensured. To fulfil such aim, the levelized cost of energy should be reduced, and this can be done by enhancing the Operational Expenditure through excellence in Operations & Maintenance. There is a cons...
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doaj-494ba7666da74e0f9d0367f494466c822020-11-24T21:20:18ZengMDPI AGEnergies1996-10732019-05-011211203610.3390/en12112036en12112036Framework for Managing Maintenance of Wind Farms Based on a Clustering Approach and Dynamic Opportunistic MaintenanceJuan Izquierdo0Adolfo Crespo Márquez1Jone Uribetxebarria2Asier Erguido3Ikerlan Technology Research Centre, Operations and Maintenance Technologies Area, 20500 Gipuzkoa, SpainIndustrial Organization and Business Management I, School of Engineering, University of Seville, Camino de los Descubrimientos s/n, 41092 Seville, SpainIkerlan Technology Research Centre, Operations and Maintenance Technologies Area, 20500 Gipuzkoa, SpainIkerlan Technology Research Centre, Operations and Maintenance Technologies Area, 20500 Gipuzkoa, SpainThe growth in the wind energy sector is demanding projects in which profitability must be ensured. To fulfil such aim, the levelized cost of energy should be reduced, and this can be done by enhancing the Operational Expenditure through excellence in Operations & Maintenance. There is a considerable amount of work in the literature that deals with several aspects regarding the maintenance of wind farms. Among the related works, several focus on describing the reliability of wind turbines and many set the spotlight on defining the optimal maintenance strategy. It is in this context where the presented work intends to contribute. In the paper a technical framework is proposed that considers the data and information requisites, integrated in a novel approach a clustering-based reliability model with a dynamic opportunistic maintenance policy. The technical framework is validated through a case study in which simulation mechanisms allow the implementation of a multi-objective optimization of the maintenance strategy for the lifecycle of a wind farm. The proposed approach is presented under a comprehensive perspective which enables the discovery an optimal trade-off among competing objectives in the Operations & Maintenance of wind energy projects.https://www.mdpi.com/1996-1073/12/11/2036maintenance managementwind turbinesclusteringreliabilitydynamic opportunistic maintenancesimulation |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Juan Izquierdo Adolfo Crespo Márquez Jone Uribetxebarria Asier Erguido |
spellingShingle |
Juan Izquierdo Adolfo Crespo Márquez Jone Uribetxebarria Asier Erguido Framework for Managing Maintenance of Wind Farms Based on a Clustering Approach and Dynamic Opportunistic Maintenance Energies maintenance management wind turbines clustering reliability dynamic opportunistic maintenance simulation |
author_facet |
Juan Izquierdo Adolfo Crespo Márquez Jone Uribetxebarria Asier Erguido |
author_sort |
Juan Izquierdo |
title |
Framework for Managing Maintenance of Wind Farms Based on a Clustering Approach and Dynamic Opportunistic Maintenance |
title_short |
Framework for Managing Maintenance of Wind Farms Based on a Clustering Approach and Dynamic Opportunistic Maintenance |
title_full |
Framework for Managing Maintenance of Wind Farms Based on a Clustering Approach and Dynamic Opportunistic Maintenance |
title_fullStr |
Framework for Managing Maintenance of Wind Farms Based on a Clustering Approach and Dynamic Opportunistic Maintenance |
title_full_unstemmed |
Framework for Managing Maintenance of Wind Farms Based on a Clustering Approach and Dynamic Opportunistic Maintenance |
title_sort |
framework for managing maintenance of wind farms based on a clustering approach and dynamic opportunistic maintenance |
publisher |
MDPI AG |
series |
Energies |
issn |
1996-1073 |
publishDate |
2019-05-01 |
description |
The growth in the wind energy sector is demanding projects in which profitability must be ensured. To fulfil such aim, the levelized cost of energy should be reduced, and this can be done by enhancing the Operational Expenditure through excellence in Operations & Maintenance. There is a considerable amount of work in the literature that deals with several aspects regarding the maintenance of wind farms. Among the related works, several focus on describing the reliability of wind turbines and many set the spotlight on defining the optimal maintenance strategy. It is in this context where the presented work intends to contribute. In the paper a technical framework is proposed that considers the data and information requisites, integrated in a novel approach a clustering-based reliability model with a dynamic opportunistic maintenance policy. The technical framework is validated through a case study in which simulation mechanisms allow the implementation of a multi-objective optimization of the maintenance strategy for the lifecycle of a wind farm. The proposed approach is presented under a comprehensive perspective which enables the discovery an optimal trade-off among competing objectives in the Operations & Maintenance of wind energy projects. |
topic |
maintenance management wind turbines clustering reliability dynamic opportunistic maintenance simulation |
url |
https://www.mdpi.com/1996-1073/12/11/2036 |
work_keys_str_mv |
AT juanizquierdo frameworkformanagingmaintenanceofwindfarmsbasedonaclusteringapproachanddynamicopportunisticmaintenance AT adolfocrespomarquez frameworkformanagingmaintenanceofwindfarmsbasedonaclusteringapproachanddynamicopportunisticmaintenance AT joneuribetxebarria frameworkformanagingmaintenanceofwindfarmsbasedonaclusteringapproachanddynamicopportunisticmaintenance AT asiererguido frameworkformanagingmaintenanceofwindfarmsbasedonaclusteringapproachanddynamicopportunisticmaintenance |
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