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RSS FeedsEnergies, Vol. 13, Pages 865: Wind Farm Yaw Optimization via Random Search Algorithm (Energies)

 
 

16 february 2020 17:00:11

 
Energies, Vol. 13, Pages 865: Wind Farm Yaw Optimization via Random Search Algorithm (Energies)
 


One direction in optimizing wind farm production is reducing wake interactions from upstream turbines. This can be done by optimizing turbine layout as well as optimizing turbine yaw and pitch angles. In particular, wake steering by optimizing yaw angles of wind turbines in farms has received significant attention in recent years. One of the challenges in yaw optimization is developing fast optimization algorithms which can find good solutions in real-time. In this work, we developed a random search algorithm to optimize yaw angles. Optimization was performed on a layout of 39 turbines in a 2 km by 2 km domain. Algorithm specific parameters were tuned for highest solution quality and lowest computational cost. Testing showed that this algorithm can find near-optimal (<1% of best known solutions) solutions consistently over multiple runs, and that quality solutions can be found under 200 iterations. Empirical results show that as wind farm density increases, the potential for yaw optimization increases significantly, and that quality solutions are likely to be plentiful and not unique.


 
150 viewsCategory: Biophysics, Biotechnology, Physics
 
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