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Economical and environmental operation of smart networked microgrids under uncertainties using NSGA-II
conference contribution
posted on 2016-01-01, 00:00 authored by Z Pooranian, N Nikmehr, S Najafi-Ravadanegh, H Mahdin, Jemal AbawajyJemal AbawajyThe future smart grid is expected to be an interconnected network of small-scale and self-contained micro-grids (MGs), in which renewable energy sources (RESs) play significant role in generation level as well as attract special attention to the aim at a friendly environmental society. In this paper, optimal operation of distributed generations (DGs) are analyzed probabilistically due to uncertainties of loads and RESs. In addition, probability distribution function (PDF) is used to describe the fluctuation model of input data. This paper establishes smart networked Microgrids (MGs) based on NSGA-II algorithm, including the lowest operating cost and the least pollutants emission. In order to make a comparison, the problem is converted to a single-objective function and then, solved by two heuristic algorithms, namely particle swarm optimization (PSO) and Imperialist competitive algorithm (ICA). Simulation results support the capability of the proposed algorithm to minimize jointly the operating power and pollution emission as compared to the results obtained by using current heuristics.
History
Event
University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture. Conference (24th : 2016 : Split, Croatia)Series
University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture ConferencePagination
1 - 6Publisher
Institute of Electrical and Electronics EngineersLocation
Split, CroatiaPlace of publication
Piscataway, N.J.Publisher DOI
Start date
2016-09-22End date
2016-09-24eISSN
1847-358XISBN-13
978-1-5090-2578-7Language
engPublication classification
E Conference publication; E1 Full written paper - refereedCopyright notice
2016, FESB, University of SplitEditor/Contributor(s)
N Rožić, D Begušić, M Šarić, P ŠolićTitle of proceedings
SoftCOM 2016 : Proceedings of the 2016 24th International Conference on Software, Telecommunications and Computer Networks (SoftCOM)Usage metrics
Categories
Keywords
multi-microgrids (MMGs)small-scale energy resources (SSERs)renewable energy sources (RESs)nondominated sorting genetic algorithm II (NSGA-II)uncertaintiesScience & TechnologyTechnologyComputer Science, Hardware & ArchitectureComputer Science, Software EngineeringTelecommunicationsComputer ScienceOPTIMIZATIONInformation SystemsDistributed Computing
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