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Reliable OM decision tools and strategies for high LCoE reduction on Offshore wind

Deliverables

Report on SoA monitoring technology and specification of the support structure monitoring problem for offshore WF

This report will gather the main outputs of the State of the Art analysis carried out with the main aim of identifying the key structure monitoring problems for offshore Wind Farms.

Architecture and Data Framework

This document will gather the main results generated within the development of the data architecture. It is related to the task 5.1.

Report reviewing existing cost and O&M support models and developing an innovative cost model, also considering statistical modelling of key variables

This deliverable will collect information related to the main existing tools/strategies implemented in areas such as cost models and O&M decision support tools.

(5) Report on dissemination and communication activities

This report will monitor the impact of dissemination and communication activities developed in the project.

Plan for the Dissemination of Results

This deliverable will establish the basis for the development of common dissemination & exploitation plan in the project.

Integrated tool for impact assessment considering cost and LCA with associated documentation

This deliverable will consist of an integrated cost model tool capable to quantify the benefits of applying effective O&M practices to optimise the CAPEX to OPEX ratio.

Website

This deliverable will be the website of the project.

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Publications

A systematic Failure Mode Effects and Criticality Analysis for offshore wind turbine systems towards integrated condition based maintenance strategies

Author(s): Matti Niclas Scheu, Lorena Tremps, Ursula Smolka, Athanasios Kolios, Feargal Brennan
Published in: Ocean Engineering, Issue 176, 2019, Page(s) 118-133, ISSN 0029-8018
DOI: 10.1016/j.oceaneng.2019.02.048

Comparison of advanced non-parametric models for wind turbine power curves

Author(s): Ravi Kumar Pandit, David Infield, Athanasios Kolios
Published in: IET Renewable Power Generation, Issue 13/9, 2019, Page(s) 1503-1510, ISSN 1752-1416
DOI: 10.1049/iet-rpg.2018.5728

Gaussian process power curve models incorporating wind turbine operational variables

Author(s): Ravi Kumar Pandit; David Infield; Athanasios Kolios
Published in: Energy Reports, Issue 1, 2020, ISSN 2352-4847
DOI: 10.5281/zenodo.3955166

Risk-based Maintenance Strategies for Offshore Wind Energy Assets

Author(s): Kolios, Athanasios J.; Smolka, Ursula
Published in: RAMS 2020 Conference, Issue 3, 2020
DOI: 10.5281/zenodo.3861008

Explainable Deep Neural Networks for Multivariate Time Series Predictions

Author(s): Roy Assaf, Anika Schumann
Published in: Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019, Page(s) 6488-6490
DOI: 10.24963/ijcai.2019/932

Risk-based Maintenance Strategies for Offshore Wind Energy Assets

Author(s): Kolios, Athanasios J.; Smolka, Ursula
Published in: RAMS 2020, Issue 2, 2020
DOI: 10.5281/zenodo.3861002