Wind Farm Wake Steering via Net Energy Gain Optimization

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Solution Overview

Problem

Conventional wind farm control schemes that aim to mitigate wake effects by adjusting the yaw position of upwind turbines often result in suboptimal power output due to excessive energy costs and wear on machinery.

Innovation Solution

A method for operating a wind farm that uses a controller to determine the wind direction, identify clusters of turbines affected by wake effects, and calculate the optimal yaw steer for upwind turbines to maximize net energy gain while considering energy costs and machinery wear.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Productivity

If conventional control schemes adjust the yaw position of upwind turbines to mitigate wake effects, then the power output of downwind turbines is improved, but the energy cost increases and machinery wear increases

Engineering Contradiction:
Improvepower output of downwind turbinesVSAvoidenergy cost of yaw adjustment
Core Design Contradiction:
ProductivityVSUse of energy by moving object

Solution Approach 1:

The system changes the yaw angle parameter of upwind turbines dynamically based on real-time wind conditions and wake impact assessment. By adjusting the yaw angle to an optimized value rather than using fixed or excessive adjustments, the system mitigates wake effects on downwind turbines while minimizing the energy cost of the adjustment itself.

Inventive Principle:
Principle #35Parameter changes

Solution Approach 2:

The control system implements feedback by continuously monitoring wind direction, wind speed, and the actual wake impact on downwind turbines. This feedback loop allows the system to determine the optimal yaw adjustment needed and verify whether the adjustment achieved the desired power output improvement without excessive energy consumption, enabling adaptive optimization.

Inventive Principle:
Principle #23Feedback

2Productivity

If conventional control schemes adjust the yaw position of upwind turbines to mitigate wake effects, then the power output of downwind turbines is improved, but the wear on yaw drive system increases

Engineering Contradiction:
Improvepower output of downwind turbinesVSAvoidlife of yaw drive system
Core Design Contradiction:
ProductivityVSReliability

Solution Approach 1:

The system optimizes the yaw angle parameter to achieve the minimum necessary adjustment for wake mitigation. By calculating the precise optimal yaw angle rather than applying large or frequent adjustments, the system reduces the mechanical stress and wear on the yaw drive system components, thereby extending their operational life and improving reliability.

Inventive Principle:
Principle #35Parameter changes

Solution Approach 2:

The system applies partial action by making only the necessary degree of yaw adjustment to achieve wake mitigation benefits. Rather than applying excessive yaw adjustments that would guarantee wake reduction but cause unnecessary machinery wear, the system calculates and implements the minimal effective adjustment, balancing power output improvement with equipment preservation.

Inventive Principle:
Principle #16Partial or excessive action

3Object-affected harmful factors

If excessive yaw adjustments are made to wind turbines, then wake effects are reduced, but the energy production cost increases due to machinery wear

Engineering Contradiction:
Improvewake effect reductionVSAvoidenergy production cost
Core Design Contradiction:
Object-affected harmful factorsVSLoss of energy

Solution Approach 1:

The system dynamically changes the yaw angle parameter to an optimized value that achieves adequate wake effect reduction without excessive adjustment. By optimizing this parameter based on real-time conditions, the system reduces wake impacts on downwind turbines while minimizing the energy consumed by the yaw adjustment process itself, thereby reducing overall energy production costs.

Inventive Principle:
Principle #35Parameter changes

Solution Approach 2:

The control system uses feedback from wind conditions and wake impact measurements to determine the optimal yaw adjustment. This feedback mechanism ensures that yaw adjustments are made only when and to the extent necessary for wake mitigation, avoiding excessive adjustments that would increase energy production costs through unnecessary machinery operation and wear.

Inventive Principle:
Principle #23Feedback

Applied Scientific Principles

This section explains which scientific principles are used to turn an abstract innovation direction into a practical engineering solution.

Function Achieved in This Case

The method optimizes power output by reducing wake effects and minimizing energy costs and machinery wear, thereby improving the overall efficiency and longevity of wind farm operations.

Implementation Method 1

The one or more rotor blades capture kinetic energy of wind using known airfoil principles. The rotor blades transmit the kinetic energy in the form of rotational energy

Methodology Applied
Scientific EffectAirfoil principles: Aerofoil

Implementation Method 2

The generator then converts the mechanical energy to electrical energy

Methodology Applied
Scientific EffectElectromagnetic induction: Electromagnetic Induction

Data Source

PatentUS20250198380A1Systems and methods for prioritized wake steering of wind turbines in a wind farm
Publication Date: 2025.06.19 GE INFRASTRUCTURE TECH LLC
  • US20250198380A1 patent drawing
  • US20250198380A1 patent drawing
  • US20250198380A1 patent drawing

AI summary

A system and method operate a wind farm having a plurality of wind turbines, and include determining a wind direction of a wind affecting the wind farm. Based on the wind direction, at least one upwind turbine is identified that produces a wake effect on one or more downwind wind turbines, the upwind wind turbine and affected downwind wind turbines defining a cluster. Based on a current yaw position of the upwind turbine and the wind direction, a yaw steer is determined for the upwind turbine to reduce the wake effect on the downstream wind turbines in the cluster. The yaw steer is based on increasing a net energy gain from the cluster, the net energy gain determined by subtracting an energy cost of the yaw steer from an increased energy production of the cluster resulting from the yaw steer. The upwind wind turbine is controlled to change yaw position in accordance with the yaw steer when the net energy gain satisfies a minimum threshold level.