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Toward the Optimal Operation of Hybrid Renewable Energy Resources in Microgrids
- Source :
- Energies, Vol 13, Iss 5482, p 5482 (2020), Energies; Volume 13; Issue 20; Pages: 5482
- Publication Year :
- 2020
- Publisher :
- MDPI AG, 2020.
-
Abstract
- Renewable energy sources are environmentally friendly and cost-efficient. However, the problem with these renewable resources is their heavy reliance on weather conditions. Thus, at times, these solutions are not guaranteed to meet the required demand all the time. For this, hybrid microgrids are introduced, which have a combination of both renewable energy sources and non-renewable energy resources. In this paper, a cost-efficient optimization algorithm is proposed that minimizes the use of non-renewable energy sources. It maximizes the use of renewable energy resources by meeting the demand for utility grids. Real data based on the load and demand of the utility grids in Italy is used, and a system that determines the optimal sizing of the microgrid and a daily plan is introduced to optimize the renewable resources operations. As part of the proposal, the objective function for the operation and planning of the microgrid in such a way to minimize cost is formulated. Moreover, a variant of the PSO algorithm named recurrent PSO is implemented. The recurrent PSO algorithm solves the proposed optimization objective function by minimizing the cost for the installation and working of the microgrid. Afterwards, the energy management system algorithm lays out a plan for the daily operation of the microgrid. The performance of the system is evaluated using different state-of-the-art optimization methods. The proposed work can help minimize the use of diesel generators, which not only saves financial resources but also contributes toward a green environment.
- Subjects :
- Mathematical optimization
optimization problems
Control and Optimization
Optimization problem
Computer science
020209 energy
Energy resources
microgrids
Energy Engineering and Power Technology
02 engineering and technology
lcsh:Technology
Diesel fuel
cost minimization
renewable energy
optimal sizing problems
sustainable development
0202 electrical engineering, electronic engineering, information engineering
Electrical and Electronic Engineering
Engineering (miscellaneous)
Renewable Energy, Sustainability and the Environment
business.industry
lcsh:T
020208 electrical & electronic engineering
Particle swarm optimization
Renewable energy
Energy management system
Microgrid
Energy source
business
Energy (miscellaneous)
Renewable resource
Subjects
Details
- Language :
- English
- ISSN :
- 19961073
- Volume :
- 13
- Issue :
- 5482
- Database :
- OpenAIRE
- Journal :
- Energies
- Accession number :
- edsair.doi.dedup.....cf18383019f01e01d80ceb72875ac0f1