Cost Efficient Multi-Source Energy Mixing for Renewable Energy Microgrids Using Hybrid Abcpso Algorithm
Cost Efficient Multi-Source Energy Mixing for Renewable Energy Microgrids Using Hybrid Abcpso Algorithm
Autori:
Izdanje: Sinteza 2021 - International Scientific Conference on Information Technology and Data Related Research
DOI: 10.15308/Sinteza-2021-39-45
Oblast: Computer Science, Computational Methods, Algorithms and Artificial Intelligence
Stranice: 39-45
Apstrakt:
Energy management systems can provide a variety of features and services to prosumers. One of its most important functions is to determine cost-effective energy mixing rates by evaluating the unit price and power of energy resources. This study mainly proposes a hybrid optimization based on two heuristic algorithms: Artificial Bee Colony (ABC) and Particle Swarm Optimization (PSO) algorithms. A hybrid ABC-PSO algorithm has been applied to solve the energy efficient multi-source energy mixing problem in Matlab. The proposed algorithm has been tested in the simulation of an energy management system including a grid, solar panel, wind turbine, and storage unit. The results show that the proposed algorithm responds appropriately to meet the hourly changing demand of the consumer in cases of energy production fluctuations in renewable energy sources and dynamic electricity price tariff implementation of the grid. This method can provide cost efficiency by maintaining the energy balance of consumers in smart grids. The algorithm has a simple structure, thus the method provides a solution for low-cost energy management applications in the microgrid.
Ključne reči: Smart grid, hybrid ABC-PSO algorithm, cost efficient energy mixing, microgrid.
Priložene datoteke:
- 39-45 ( veličina: 777,11 KB, broj pregleda: 277 )
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BibTeX format
@article{article, author = {E. Kömürgöz and C. Keleş}, title = {Cost Efficient Multi-Source Energy Mixing for Renewable Energy Microgrids Using Hybrid Abcpso Algorithm}, journal = {Sinteza 2021 - International Scientific Conference on Information Technology and Data Related Research}, year = 2021, pages = {39-45}, doi = {10.15308/Sinteza-2021-39-45} }
RT Conference Proceedings A1 Ebru Kömürgöz A1 Cemal Keleş T1 Cost Efficient Multi-Source Energy Mixing for Renewable Energy Microgrids Using Hybrid Abcpso Algorithm AD Univerzitet Singidunum, Beograd, Beograd, Srbija YR 2021 NO doi: 10.15308/Sinteza-2021-39-45
E. Kömürgöz and C. Keleş, Cost Efficient Multi-Source Energy Mixing for Renewable Energy Microgrids Using Hybrid Abcpso Algorithm, Univerzitet Singidunum, Beograd, 2021, doi:10.15308/Sinteza-2021-39-45