Zagazig University Digital Repository
Home
Thesis & Publications
All Contents
Publications
Thesis
Graduation Projects
Research Area
Research Area Reports
Search by Research Area
Universities Thesis
ACADEMIC Links
ACADEMIC RESEARCH
Zagazig University Authors
Africa Research Statistics
Google Scholar
Research Gate
Researcher ID
CrossRef
Rotor equivalent wind speed prediction based on mechanism analysis and residual correction using Lidar measurements
Faculty
Engineering
Year:
2023
Type of Publication:
ZU Hosted
Pages:
117385
Authors:
Mohamed Talaat Mohamed Mostafa
Staff Zu Site
Abstract In Staff Site
Journal:
Energy Conversion and Management Elsevier
Volume:
292
Keywords :
Rotor equivalent wind speed prediction based
Abstract:
Efficient power generation and reduced operational cost are crucial to make wind energy a successful market player. To achieve satisfactory performance in wind turbine technology, it is essential to accurately predict the rotor equivalent wind speed (REWS). Since traditional wind transducers are difficult to measure multiple-point wind speed, related researches on predicting REWS are lacking. In this paper, a hybrid REWS prediction framework is proposed, which combines mechanism analysis and data-driven technique, aided by Lidar measurements. The framework employs the mechanism modeling and time delay analysis to achieve preliminary REWS prediction, but the accuracy is restricted by the quantity of Lidar measurement points. To enhance the prediction accuracy, a residual prediction model based on the data-driven technique is created to correct the mechanism prediction. Specifically, a novel combined modeling approach based on empirical mode decomposition and sample entropy algorithms is presented. Through reconstructing the input data of the combined model into high, middle, and low frequency components and exploring the prediction laws of different frequency components obtained by typical machine learning models, the combined residual prediction model is established. Additionally, an enhanced whale optimization algorithm named WOAmM is presented to optimize the parameters of the combined model. The proposed method is validated through a four-beam Lidar measurement scenario simulated by BLADED software. The experimental results indicate that the combined model outperforms each single model and the mechanism prediction, and improves the REWS prediction accuracy by up to75.04%, 60.92%, 51.85%, and 57.52% in the four datasets, respectively. The proposed method could facilitate the utilization of Lidar in improving the performance of wind turbines.
Author Related Publications
Mohamed Talaat Mohamed Mostafa, "Discharge characteristics of gliding arc plasma reactor with argon/nitrogen", Journal of Advances in Physics, 2015
More
Mohamed Talaat Mohamed Mostafa, "Use of Finite Element Method for the Numerical Analysis of Eddy Current Brake", IEEE, 2014
More
Mohamed Talaat Mohamed Mostafa, "A University-Industry Link in Egypt Using the Social Networks", IEEE, 2014
More
Mohamed Talaat Mohamed Mostafa, "New Experimental Study of an Injected Air Bubble Deformation in Dielectric Liquid under Applied High D.C. Voltage Using Photographic Recording", IEEE, 2003
More
Mohamed Talaat Mohamed Mostafa, "Pre-Breakdown Analysis during the Deformation of an Artificial Air Bubble in Transformer Dielectric Liquid under High DC Negative Applied Voltage", IEEE, 2005
More
Department Related Publications
Mahdy Mohamed Mahdy Mohamed Elareny, "Mahdi M. M. El - Arini Environmental Economic Dispatching Based on Artificial Networks", لايوجد, 1900
More
Mahdy Mohamed Mahdy Mohamed Elareny, "Mahdi M. M. El - Arini An Efficient Second Order Fast Load Flow Method in Rectangular Coordinates", لايوجد, 1900
More
Mahdy Mohamed Mahdy Mohamed Elareny, "Mahdi M. M. El - Arini An Efficient Reduced Order Controller for Inter - Connected Power Systems", لايوجد, 1900
More
Mahdy Mohamed Mahdy Mohamed Elareny, "Mahdi M. M. El - Arini An Efficient Method for Alleviating Line Overloads and Voltage Violations by Corrective Active and Reactive Rescheduling", لايوجد, 1900
More
Mahdy Mohamed Mahdy Mohamed Elareny, "Mahdi M. M. El - Arini Alleviation of Post Outaged Overloads by Line Switching", لايوجد, 1900
More
جامعة المنصورة
جامعة الاسكندرية
جامعة القاهرة
جامعة سوهاج
جامعة الفيوم
جامعة بنها
جامعة دمياط
جامعة بورسعيد
جامعة حلوان
جامعة السويس
شراقوة
جامعة المنيا
جامعة دمنهور
جامعة المنوفية
جامعة أسوان
جامعة جنوب الوادى
جامعة قناة السويس
جامعة عين شمس
جامعة أسيوط
جامعة كفر الشيخ
جامعة السادات
جامعة طنطا
جامعة بنى سويف