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A Three-Dimensional, Analytical Wind Turbine Wake Model: Flow Acceleration, Empirical Correlations, and Continuity

Journal Article · · Renewable Energy

A new, three-dimensional, analytical, steady-state wake model is presented that includes local flow acceleration near the rotor, improving the wake description compared to existing models. Wake structures such as the momentum deficit and regions of accelerated flow are concisely described with compound and normal Gaussian functions. Large-eddy simulations (LES) are used as training data to develop the model using two in-line turbines under various inflow conditions parameterized by hub-height wind speed and turbulence intensity. Mass conservation is considered by fixing two components of the wake velocity model and optimizing the third to best satisfy continuity; after which, the model performs comparably if not better than existing work with regards to both relative error and mass consistency. The final model demonstrates a high degree of flexibility, making use of empirical correlations to scale across different inflow conditions. The inclusion of these effects is capable of revealing unused opportunities for enhanced power generation by aligning wake trajectories with these regions of accelerated flow.

Research Organization:
National Renewable Energy Laboratory (NREL), Golden, CO (United States)
Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Wind Energy Technologies Office
DOE Contract Number:
AC36-08GO28308
OSTI ID:
1971853
Report Number(s):
NREL/JA-5000-83804; MainId:84577; UUID:f8f7cb48-0d87-47a2-a8ac-7f14af0d1778; MainAdminID:67756
Journal Information:
Renewable Energy, Vol. 209
Country of Publication:
United States
Language:
English

References (30)

An overview of wind-energy-production prediction bias, losses, and uncertainties journal January 2021
Wind turbine wake aerodynamics journal August 2003
Closed-loop model-based wind farm control using FLORIS under time-varying inflow conditions journal August 2020
A generalized framework for reduced-order modeling of a wind turbine wake: A generalized framework for reduced-order modeling of a wind turbine wake journal January 2018
Low-order representations of the canonical wind turbine array boundary layer via double proper orthogonal decomposition journal February 2016
Cluster-based probabilistic structure dynamical model of wind turbine wake journal May 2021
Data-driven modeling of the wake behind a wind turbine array journal May 2020
Near-wake flow structure downwind of a wind turbine in a turbulent boundary layer journal December 2011
Wake effect modeling: A review of wind farm layout optimization using Jensen׳s model journal May 2016
A new analytical model for wind-turbine wakes journal October 2014
A new Gaussian-based analytical wake model for wind turbines considering ambient turbulence intensities and thrust coefficient effects journal June 2018
Comparison of modular analytical wake models to the Lillgrund wind plant journal September 2020
Advancement of an analytical double-Gaussian full wind turbine wake model journal June 2021
Anisotropic double‐Gaussian analytical wake model for an isolated horizontal‐axis wind turbine journal April 2022
Wake structure in actuator disk models of wind turbines in yaw under uniform inflow conditions journal July 2016
Experimental and theoretical study of wind turbine wakes in yawed conditions journal October 2016
Characterizing tilt effects on wind plants journal July 2020
Quantification of wake shape modulation and deflection for tilt and yaw misaligned wind turbines journal April 2021
Experimental Study on Influence of Pitch Motion on the Wake of a Floating Wind Turbine Model journal March 2014
Dynamic wake development of a floating wind turbine in free pitch motion subjected to turbulent inflow generated with an active grid journal November 2017
Assessing intermittency characteristics via cumulant analysis of floating wind turbines wakes journal January 2021
Wind turbine wake intermittency dependence on turbulence intensity and pitch motion journal September 2019
Decoupling wind–wave–wake interactions in a fixed-bottom offshore wind turbine journal March 2022
The curled wake model: a three-dimensional and extremely fast steady-state wake solver for wind plant flows journal January 2021
Control-oriented model for secondary effects of wake steering journal January 2021
The impact of stable atmospheric boundary layers on wind-turbine wakes within offshore wind farms journal September 2015
A simple model of the wind turbine induction zone derived from numerical simulations: A simple model of the wind turbine induction zone derived from numerical simulations journal August 2017
Analytical Modeling of Wind Farms: A New Approach for Power Prediction journal September 2016
Conjugate Gradient Methods book January 2006
Comparison of turbulence models for the computational fluid dynamics simulation of wind turbine wakes in the atmospheric boundary layer: Turbulence models for CFD simulation of wind turbine wakes journal October 2011