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Optimum energy management of distribution networks with integrated decentralized PV-BES systems using SPEA2-based
Anas Aksbi1,2, Ismail Elkafazi3, Rachid Bannari2
1SMARTILAB Laboratory, Moroccan School of Engineering Sciences (EMSI), Rabat, Morocco.
This study optimizes microgrids with solar panels and battery storage to cut costs and grid reliance. The approach significantly reduces power losses, voltage deviations, and improves financial returns for operators.
Area of Science:
- Electrical Engineering
- Renewable Energy Systems
- Optimization Algorithms
Background:
- Traditional electricity supply relies heavily on the main grid.
- Integrating renewable energy sources like photovoltaic (PV) panels and battery energy storage systems (BESS) in microgrids offers cost reduction, sustainability, and efficiency improvements.
- Optimizing microgrid operations is crucial for managing energy demand and supply effectively.
Purpose of the Study:
- To propose an optimized method for integrating PV panels and BESS in a microgrid to reduce operational costs.
- To minimize technical grid issues (power losses, voltage fluctuations), maximize financial returns for distribution network operators, and reduce grid imports.
- To validate the proposed optimization method using numerical results and case studies.
Main Methods:
- The study employs the Strength Pareto Evolutionary Algorithm 2 (SPEA2) for optimization.
- The optimization focuses on balancing energy generation from PV, BESS, and the main grid.
- Numerical results are validated using detailed data on energy demand, solar irradiance, and energy storage.
Main Results:
- The optimized microgrid strategy reduced power losses by 47% and voltage deviation by 51%.
- Financial returns for distribution network operators improved by 54% compared to the reference case.
- Battery energy storage systems (BESS) integration proved effective in minimizing grid imports, particularly during peak demand hours.
Conclusions:
- The proposed optimization method demonstrates significant efficiency and effectiveness in managing microgrids.
- Integrating PV panels and BESS offers a viable solution for reducing operational costs and enhancing energy efficiency.
- The study confirms the substantial benefits of microgrid optimization for grid stability, economic returns, and reduced reliance on the main grid.
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