Machine Learning Workshop 2024

RAVE Thematic Workshop on Machine Learning Applications for Offshore Wind Data Analysis

October 10th, 2024 10:00 - 16:00 (CEST)

Fraunhofer IWES (Am Fallturm 1, 28359 Bremen, Germany)

Hybrid event

Centered on the transformative power of machine learning in offshore wind data analysis, we aimed to bring together researchers, data scientists and machine learning enthusiast at any career stage, to explore together the latest techniques, their applications using RAVE data and exchange expertise.

Anish Venu (DNVGL) presents current applications of machine learning methods in a Keynote: RAVE Machine Learning end-to-end cycle: A complete overview on the RAVE ML Model covering following topics:

1. Selection of data
2. Cleaning, manipulation and preparation of training data
3. Development of ML algorithm and comparison of results from different algorithms
4. Validation & performance testing of the algorithm
5. Issues faced/identification of issues
6. Sensitivity analysis of the model
7. Transfer of model from one turbine to another
8. Flagging strategies
9. Final deployment
10. Other applications
11. Future works