A New Hybrid Metaheuristic Algorithm for Wind Farm Micrositing
Journal: Mehran University Research Journal of Engineering and Technology (Vol.36, No. 3)Publication Date: 2017-07-01
Authors : SHAFIQ-UR-REHMAN MASSAN; ASIM IMDAD WAGAN; MUHAMMAD MUJTABA SHAIKH;
Page : 635-648
Keywords : Wind Farm; Jensen Wake Model; Nature Inspired Algorithms; Differential Evolution Algorithm; Firefly algorithm; Genetic Algorithm; Hybrid Meta-Heuristic Algorithm;
Abstract
This work focuses on proposing a new algorithm, referred as HMA (Hybrid Metaheuristic Algorithm) for the solution of the WTO (Wind Turbine Optimization) problem. It is well documented that turbines located behind one another face a power loss due to the obstruction of the wind due to wake loss. It is required to reduce this wake loss by the effective placement of turbines using a new HMA. This HMA is derived from the two basic algorithms i.e. DEA (Differential Evolution Algorithm) and the FA (Firefly Algorithm). The function of optimization is undertaken on the N.O. Jensen model. The blending of DEA and FA into HMA are discussed and the new algorithm HMA is implemented maximize power and minimize the cost in a WTO problem. The results by HMA have been compared with GA (Genetic Algorithm) used in some previous studies. The successfully calculated total power produced and cost per unit turbine for a wind farm by using HMA and its comparison with past approaches using single algorithms have shown that there is a significant advantage of using the HMA as compared to the use of single algorithms. The first time implementation of a new algorithm by blending two single algorithms is a significant step towards learning the behavior of algorithms and their added advantages by using them together.
Other Latest Articles
- Application of Lean Agile Resilient Green Paradigm Framework on China Pakistan Economic Corridor: A Case Study
- Analysis of Brain Tumors Due to the Usage of Mobile Phones
- Evaluation of Daylight Intensity for Sustainbility in Residential Buildings in Cantonment Cottages Multan
- Effect of Intercritical Heat Treatment on Mechanical Properties of Reinforcing Steel Bars
- Design and Performance of Broadband Dual Layer Circular Polarizer Based on Frequency Selective Surface for X-Band Applications
Last modified: 2017-08-09 16:55:42