- Category: Articles
Vibration Anomaly of Wind Turbines Using Machine Learning and Statistical Methods
The global surge in wind energy adoption has propelled the proliferation of operational wind turbines, presenting a monumental challenge for O&M teams tasked with managing this expansive fleet of assets. This article sheds light on the transformative potential of leveraging vibration data alongside advanced data analysis, statistical techniques, and the power of machine learning models. As the wind energy landscape evolves, this holistic approach seeks not only to model but also to predict the nuanced behaviour of various wind turbine components.
By Thiago Kleis, Global Sales Executive, AQTech, Portugal

- Category: Articles
Integration of Data Analytics to Enhance Turbine Reliability

By Pieter-Jan Daems, Cédric Peeters and Jan Helsen, Vrije Universiteit Brussel, Belgium
- Category: Articles

Offshore wind (OSW) is an important component of the transition to renewable energy in the USA. OSW projects generate electromagnetic fields (EMFs), which may impact marine organisms. In pre-construction assessments of these impacts, modelled EMFs are compared with literature-derived effect thresholds for sensitive marine organisms. However, it is frequently unclear whether some literature-derived effects are meaningful at a population level. In the absence of data, biologically detailed models, such as agent-based models (ABMs), can tie exposure and effects together. Here, we describe an ABM that simulates an electrosensitive organism, little skate, swimming in the presence of a direct-current magnetic field generated by undersea OSW cables. The model simulates behavioural effects from EMF exposure on individuals in a modelled population and translates the effects into an energetics basis, providing a quantifiable metric of the effect of exposure on population viability. Through a proof-of-concept application, we show that ABMs can help support EMF impact assessments by helping to evaluate potential exposure effects in a context relevant to fisheries management.
By Daniel Dawson and Damian Preziosi, Integral Consulting, USA
- Category: Articles

Icing of wind turbines is a major problem in their operation, as it leads to massive yield losses and wear and tear and endangers people in the vicinity. De-icing using helicopters or industrial climbers is extremely time-consuming. Turbine operators who want to protect their wind turbines from icing have had to dig deep into their pockets – heating mats or systems that can be integrated into the blades, systems that pump warm air into the rotors, or the use of lifting helicopters that spray de-icing agents are all associated with high costs. Drones, only used when necessary, offer an inexpensive alternative.
By Andreas Stake and Oliver Tiedje, Fraunhofer, Germany
- Category: Articles
How Can Ecological Modelling Support the Sustainable Development of Offshore Wind?

By Frank Thomsen, Lars O. Mortensen, Naomi A.M. Tuhuteru, Jonas B. Mortensen, DHI, Denmark
- Category: Articles

State and federal policies have incentivised offshore wind developers to think locally for their workforce and supply chain. New manufacturing facilities, installation ports, and projects will create a demand for local workforces, both in the general trades, the unions, and specialised job roles specific to offshore wind. This article discusses why early strategic planning is critical for training a new industrial workforce in alignment with the pace of market demand.
By Nick Zenkin, Lead Offshore Wind Consultant, Xodus Group, USA
- Category: Articles

The MX-System from Beckhoff is a flexible, space-optimised system solution that can replace conventional control cabinets, thereby opening up new possibilities in wind turbine automation. As a modular control cabinet replacement that can also be decentralised inside the wind turbine if required, the MX-System saves engineering, assembly, installation, and maintenance effort. This enables highly efficient processes for the manufacturers and operators of wind turbines – from the planning, set-up and installation of the MX-System through to the maintenance of MX-System-equipped turbines.
By Andreas Franke, Business Manager Wind Energy, Beckhoff Automation, Germany
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