Title :
Optimal placement of off-shore wind turbines and subsequent micro-siting using Intelligently Tuned Harmony Search algorithm
Author :
Prabhu, Narasimha Prasad ; Yadav, Parmatma ; Prasad, Binod ; Panda, S.K.
Author_Institution :
Nat. Univ. of Singapore, Singapore, Singapore
Abstract :
The placement of wind turbines in a wind farm is configured to minimize wake interactions between individual turbines to ensure maximum power generation. Unrestricted Wind Farm Layout Optimization (UWFLO) in conjunction with Intelligently Tuned Harmony Search (ITHS) was employed to optimize the placement of wind turbines, given constraints of farm boundary, number of turbines and wind conditions. UWFLO takes into account the overlap between the wake generated by an upstream turbine and the blades of a downstream turbine to predict the total power generated by a wind farm (with greater accuracy). The study was run for three cases: 1) Constant wind speed and constant wind direction; 2) Constant wind speed and variable wind direction and 3) Variable wind speed and variable wind direction. Comparisons were made with other optimization algorithms, viz Genetic Algorithm (GA), Harmony Search (HS) and Improved Harmony Search (IHS). ITHS was unable to perform better than GA in Case 1, but delivered better results by 4% in Case 2 and 6% in Case 3.
Keywords :
offshore installations; search problems; wind power plants; wind turbines; GA; ITHS; UWFLO; constant wind direction; constant wind speed; downstream turbine; genetic algorithm; improved harmony search; intelligently tuned harmony search algorithm; maximum power generation; off-shore wind turbines; optimal placement; optimization algorithms; subsequent micro-siting; unrestricted wind farm layout optimization; upstream turbine; variable wind direction; variable wind speed; wind conditions; Layout; Linear programming; Optimization; Vectors; Wind farms; Wind speed; Wind turbines; Intelligently Tuned Harmony Search; Optimization; Unrestricted Wind Farm Layout Optimization; Wind Farm;
Conference_Titel :
Power and Energy Society General Meeting (PES), 2013 IEEE
Conference_Location :
Vancouver, BC
DOI :
10.1109/PESMG.2013.6673059