From Siting to O&M

See how AI is applied across the full offshore wind lifecycle — from geospatial site screening and EIA to SCADA analytics, digital twins, and smart wind farm control.

Methods That Scale

Go beyond hype to understand the models that work in practice, including surrogate wake models, anomaly detection, NLP for stakeholder engagement, and fatigue-aware optimization.

Governance That Matters

Learn how data standards, explainability, and human-in-the-loop design enable AI adoption that regulators, lenders, and operators can rely on.

About the course

AI is advancing rapidly in offshore wind, but many organizations struggle to move from pilots to production-value systems. This course maps practical AI applications across siting, leasing, EIA, wind resource assessment, and offshore operations, grounded in real decision workflows. Topics include geospatial ML, digital EIA pipelines, wake and yield modeling, SCADA-based condition monitoring, digital twins, and smart wind farm control. The course is developed by offshore wind and digitalization practitioners who work directly with these challenges. Learners leave with a clear framework for where AI adds value, what foundations are required, and how to deploy AI responsibly at project and fleet scale.

Curriculum

11 Chapters · 60 Lessons

  1. 1

    Intro

    1. Welcome Free preview
    2. (Included in full purchase)

      Course Map

    3. Course Completion Requirements Free preview
  2. 2

    Glossary

    1. (Included in full purchase)

      Course Glossary

  3. 3

    Module 1

    1. (Included in full purchase)

      1.1: Introduction to AI and Digitalization

    2. (Included in full purchase)

      1.1.1: Types of Machine Learning

    3. (Included in full purchase)

      1.2: AI, Machine Learning, and Data Science

    4. (Included in full purchase)

      1.2.1: Types of Machine Learning

    5. (Included in full purchase)

      1.3: AI in Renewable Energy Systems

    6. (Included in full purchase)

      1.3.1: Digitalization of the Energy System

    7. (Included in full purchase)

      Module 1: Practice Quiz

  4. 4

    Module 2

    1. (Included in full purchase)

      2.1: Site Selection and Leasing Optimization

    2. (Included in full purchase)

      2.1.1: Frameworks for Site Selection

    3. (Included in full purchase)

      2.2: AI for MetOcean and Geotechnical Surveys

    4. (Included in full purchase)

      2.2.1: Current State of AI in Surveys

    5. (Included in full purchase)

      2.3: Scenario Planning and Development Modeling

    6. (Included in full purchase)

      2.3.1: Decision Support Tools and AI

    7. (Included in full purchase)

      Module 2: Practice Quiz

  5. 5

    Module 3

    1. (Included in full purchase)

      3.1: Marine Spatial Planning and EIA Frameworks

    2. (Included in full purchase)

      3.1.1: Spatial Prioritization and AI

    3. (Included in full purchase)

      3.2: AI for Species Monitoring and Habitat Mapping

    4. (Included in full purchase)

      3.2.1: Current State of AI in Species Monitoring

    5. (Included in full purchase)

      3.3: Digital EIA and Risk Mitigation

    6. (Included in full purchase)

      3.3 Visuals

    7. (Included in full purchase)

      3.3.1: Current State of Digital EIA

    8. (Included in full purchase)

      3.3.1 Visuals

    9. (Included in full purchase)

      Module 3: Practice Quiz

  6. 6

    Module 4

    1. (Included in full purchase)

      4.1: Wind Climate Modeling and Forecasting

    2. (Included in full purchase)

      4.1.1: Reanalysis Datasets and AI

    3. (Included in full purchase)

      4.2: Wake Modeling and Turbine Interaction Loss

    4. (Included in full purchase)

      4.2 Visuals

    5. (Included in full purchase)

      4.2.1: Current State of AI in Wake Modeling

    6. (Included in full purchase)

      4.3: Yield Prediction and Optimization

    7. (Included in full purchase)

      4.3.1: Current State of AI in Yield Prediction

    8. (Included in full purchase)

      4.3.1 Visuals

    9. (Included in full purchase)

      Module 4: Practice Quiz

  7. 7

    Module 5

    1. (Included in full purchase)

      5.1: Performance and Condition Monitoring

    2. (Included in full purchase)

      5.1.1: SCADA Data and AI Analytics

    3. (Included in full purchase)

      5.1.2: Current State of AI in Monitoring

    4. (Included in full purchase)

      5.1.2 Visuals

    5. (Included in full purchase)

      5.2: Digital Twins and Life Extension

    6. (Included in full purchase)

      5.2.1: Current State of Digital Twins in Offshore Wind

    7. (Included in full purchase)

      5.3: Robotics and Autonomous Inspection

    8. (Included in full purchase)

      5.3.1: Current State of Robotics and AI in Inspection

    9. (Included in full purchase)

      5.3.1 Visuals

    10. (Included in full purchase)

      Module 5: Practice Quiz

  8. 8

    Module 6

    1. (Included in full purchase)

      6.1: Smart Wind Farms and Operational Optimization

    2. (Included in full purchase)

      6.1.1: Fatigue Budgeting and Lifecycle Optimization

    3. (Included in full purchase)

      6.2: Governance, Ethics, and Data Infrastructure

    4. (Included in full purchase)

      6.2.1: Current State of Governance and Infrastructure

    5. (Included in full purchase)

      6.3: Roadmap to Level 5 AI Complexity

    6. (Included in full purchase)

      6.3.1: Artificial General Intelligence (AGI) in Offshore Wind

    7. (Included in full purchase)

      Module 6: Practice Quiz

  9. 9

    Module 7

    1. (Included in full purchase)

      7.1: Outro

  10. 10

    Final Assessment & Reflection

    1. (Included in full purchase)

      Course Recap and Final Assessment

    2. (Included in full purchase)

      Reflection

    3. (Included in full purchase)

      Final Assessment

  11. 11

    Thank You + Post-Course Survey

    1. (Included in full purchase)

      Farewell

    2. (Included in full purchase)

      Thank You

    3. (Included in full purchase)

      Post-Course Survey

Build AI capability that actually delivers

Advance your offshore wind expertise with a practitioner-led perspective on AI that spans development through operations. Earn a certificate and strengthen your role in data-driven project decisions.

$1,075.00

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