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A Metaheuristic Algorithm for Flexible Energy Storage Management in Residential Electricity Distribution Grids
- Source :
- Mathematics, Volume 9, Issue 19, Mathematics, Vol 9, Iss 2375, p 2375 (2021)
- Publication Year :
- 2021
- Publisher :
- Multidisciplinary Digital Publishing Institute, 2021.
-
Abstract
- The global climate change mitigation efforts have increased the efforts of national governments to incentivize local households in adopting PV panels for local electricity generation. Since PV generation is available during the daytime, at off-peak hours, the optimal management of such installations often considers local storage that can defer the use of local generation to a later time. The energy stored in batteries located in optimal places in the network can be used by the utility to improve the operation conditions in the network. This paper proposes a metaheuristic approach based on a genetic algorithm that considers three different scenarios of using energy storage for reducing the energy losses in the network. Two cases considers the battery placement and operation under the direct control of the network operator, with single and multiple bus and phase placement locations. Here, the aim was to maximize the benefit for the whole network. The third case considers selfish prosumer battery management, where the storage owner uses the batteries only for their own benefit. The optimal design of the genetic algorithm and of the solution encoding allows for a comparative study of the results, highlighting the important strengths and weaknesses of each scenario. A case study is performed in a real distribution system.
- Subjects :
- Battery (electricity)
Optimal design
Electric power distribution
Mathematical optimization
Operations research
Computer science
business.industry
energy storage
General Mathematics
renewable generation sources
Energy storage
genetic algorithms
Electricity generation
multipurpose algorithm
Genetic algorithm
electrical_electronic_engineering
QA1-939
Computer Science (miscellaneous)
business
Engineering (miscellaneous)
Prosumer
Metaheuristic
optimization
Mathematics
residential electricity distribution networks
Subjects
Details
- Language :
- English
- ISSN :
- 22277390
- Database :
- OpenAIRE
- Journal :
- Mathematics
- Accession number :
- edsair.doi.dedup.....e140efc5739e5251189674d4e3d1d1be
- Full Text :
- https://doi.org/10.3390/math9192375