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Wayam AI
Energy & UtilitiesOperationsRepresentative scenario

Dynamic Wind Turbine Yaw & Pitch Optimization for Annual Energy Production

An IPP renewable energy operator managing a 450MW offshore wind farm featuring 60 high-capacity wind turbines operating under complex turbulent wind wake conditions.

Run on Santulan · Renewable Performance

An array of vanes turning together to find the same angle

The challenge

    01

    Upwind turbines created turbulent wake vortices that reduced wind speed and energy yield for downstream turbines by up to 12%.

    02

    Static factory yaw and pitch control curves failed to adapt to real-time micro-turbulent wind direction shifts.

    03

    Aerodynamic fatigue stress on turbine blades accelerated mechanical gearbox wear, driving up offshore maintenance costs.

How Santulan solves it

    01

    Real-Time Wake & Wind Flow Analytics

    Santulan models complex farm-wide wake interactions using real- time SCADA and LiDAR wind vector telemetry.

    02

    Cooperative Farm-Wide Controller

    Calculates dynamic, cooperative yaw offset and blade pitch commands across all 60 turbines simultaneously.

    03

    Energy Yield Maximization

    Steers upstream wakes away from downstream turbines, maximizing total farm- level annual energy production (AEP).

    04

    Mechanical Fatigue Stress Mitigation

    Monitors structural blade load sensors, adjusting pitch dynamically to cap peak mechanical stress during storm gusts.

    05

    Offshore SCADA Integration

    Integrates directly with Siemens Gamesa / Vestas SCADA control loops via secure industrial protocols.

The outcome

increase in net Annual Energy Production (AEP), generating
0%increase in net Annual Energy Production (AEP), generating
reduction in mechanical gearbox and blade fatigue stress
0%reduction in mechanical gearbox and blade fatigue stress
  • 3.4% increase in net Annual Energy Production (AEP), generating $1.8M in additional annual electricity revenue.

  • 15% reduction in mechanical gearbox and blade fatigue stress, extending offshore maintenance intervals.

  • Zero downtime recorded during extreme wind direction shifts.

Representative scenario: a modelled industry situation showing how this accelerator applies. Figures are projections, not a named client result.

Capabilities used

Every accelerator is assembled from the same capability layer, so a workflow you adopt here shares its foundation with the rest of the portfolio.

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