Economic Load Dispatch of Thermal-Solar-Wind System using Modified Grey Wolf Optimization Technique

The growing demand for electrical energy, coupled with the uneven distribution of natural resources, necessitates the integration of power plants. Coordinating the operation of interconnected generating units is crucial to meet the fluctuating load demand efficiently. This research focuses on the Economic Load Dispatch (ELD) problem in hybrid power systems that incorporate solar thermal and wind energy. Renewable energy resources, such as wind and solar thermal energy, depend on atmospheric conditions like wind speed, solar radiation, and temperature. This study addresses the ELD problem using a Modified Grey Wolf Optimization (MGWO) approach to obtain the most optimal solution for generator fuel costs. The Grey Wolf Optimization (GWO) approach, inspired by natural processes, is utilized but may exhibit both exploratory and exploitative behavior. To enhance its performance, we propose a novel version called MGWO, integrating memory, evolutionary operators, and a stochastic local search approach. The suggested MGWO approach is applied to two distinct test systems comprising 13 and 26 units, respectively, to solve the ELD with variable load requirements. Comparative analyses with other strategies demonstrate the effectiveness of MGWO in addressing the ELD problem. This modification enhances the GWO method, making it more robust and efficient for optimizing ELD in hybrid power systems.

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Publication Details

Journal
International Journal of Electrical and Electronics Research
Published
2024-08-10
DOI
https://doi.org/10.37391/ijeer.120324
Citations
1
Primary Topic
Electric Power System Optimization
Type
article
Field-Weighted Citation Impact
0.21
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article

Economic Load Dispatch of Thermal-Solar-Wind System using Modified Grey Wolf Optimization Technique

Y. V. Krishna Reddy, П. ДОРОШКО Г, Dr Nageswara Rao Lakkimsetty, Prof. Mohammad Israr et al.
1 citations
International Journal of Electrical and Electronics Research
Electric Power System Optimization
0.21
article

Economic Load Dispatch of Thermal-Solar-Wind System using Modified Grey Wolf Optimization Technique

Y. V. Krishna Reddy, П. ДОРОШКО Г, Dr Nageswara Rao Lakkimsetty, Prof. Mohammad Israr, Naga Venkata RamaKrishna G., B. Revathi
article en
1 citations

Abstract

The growing demand for electrical energy, coupled with the uneven distribution of natural resources, necessitates the integration of power plants. Coordinating the operation of interconnected generating units is crucial to meet the fluctuating load demand efficiently. This research focuses on the Economic Load Dispatch (ELD) problem in hybrid power systems that incorporate solar thermal and wind energy. Renewable energy resources, such as wind and solar thermal energy, depend on atmospheric conditions like wind speed, solar radiation, and temperature. This study addresses the ELD problem using a Modified Grey Wolf Optimization (MGWO) approach to obtain the most optimal solution for generator fuel costs. The Grey Wolf Optimization (GWO) approach, inspired by natural processes, is utilized but may exhibit both exploratory and exploitative behavior. To enhance its performance, we propose a novel version called MGWO, integrating memory, evolutionary operators, and a stochastic local search approach. The suggested MGWO approach is applied to two distinct test systems comprising 13 and 26 units, respectively, to solve the ELD with variable load requirements. Comparative analyses with other strategies demonstrate the effectiveness of MGWO in addressing the ELD problem. This modification enhances the GWO method, making it more robust and efficient for optimizing ELD in hybrid power systems.

International Journal of Electrical and Electronics ResearchVol. 12(3)
Sri Venkateswara University (IN), American University of Ras Al Khaimah (AE), University of Technology and Applied Sciences - Al Mussanah (OM), SRKR Engineering College, American University of Nigeria (NG), Dr. Hari Singh Gour University (IN)
Affordable and clean energy
Openalex Percentile: Top 48%
Electric Power System Optimization
0.21
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Economic Load Dispatch of Thermal-Solar-Wind System using Modified Grey Wolf Optimization Technique — Y. V. Krishna Reddy, П. ДОРОШКО Г, et al. · International Journal of Electrical and Electronics Research (2024) | TGRS Research Map | TGRS