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        Improved genetic algorithm for phase-balancing in three-phase distribution networks: A master-slave optimization approach

        Fecha
        2021-05-14
        Registro en:
        Montoya OD, Molina-Cabrera A, Grisales-Noreña LF, Hincapié RA, Granada M. Improved Genetic Algorithm for Phase-Balancing in Three-Phase Distribution Networks: A Master-Slave Optimization Approach. Computation. 2021; 9(6):67. https://doi.org/10.3390/computation9060067
        https://hdl.handle.net/20.500.12585/10372
        https://doi.org/10.3390/computation9060067
        Universidad Tecnológica de Bolívar
        Repositorio Universidad Tecnológica de Bolívar
        Autor
        Montoya, Oscar Danilo
        Cabrera, Alexander Molina
        Grisales-Noreña, Luis Fernando
        Hincapié-Isaza, Ricardo Alberto
        Granada, Mauricio
        Institución
        • Universidad Tecnológica de Bolivar UTB (Colombia)
        Resumen
        This paper addresses the phase-balancing problem in three-phase power grids with the radial configuration from the perspective of master–slave optimization. The master stage corresponds to an improved version of the Chu and Beasley genetic algorithm, which is based on the multi-point mutation operator and the generation of solutions using a Gaussian normal distribution based on the exploration and exploitation schemes of the vortex search algorithm. The master stage is entrusted with determining the configuration of the phases by using an integer codification. In the slave stage, a power flow for imbalanced distribution grids based on the three-phase version of the successive approximation method was used to determine the costs of daily energy losses. The objective of the optimization model is to minimize the annual operative costs of the network by considering the daily active and reactive power curves. Numerical results from a modified version of the IEEE 37-node test feeder demonstrate that it is possible to reduce the annual operative costs of the network by approximately 20% by using optimal load balancing. In addition, numerical results demonstrated that the improved version of the CBGA is at least three times faster than the classical CBGA, this was obtained in the peak load case for a test feeder composed of 15 nodes; also, the improved version of the CBGA was nineteen times faster than the vortex search algorithm. Other comparisons with the sine–cosine algorithm and the black hole optimizer confirmed the efficiency of the proposed optimization method regarding running time and objective function values
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        Red de Repositorios Latinoamericanos
        + de 8.000.000 publicaciones disponibles
        500 instituciones participantes
        Dirección de Servicios de Información y Bibliotecas (SISIB)
        Universidad de Chile
        Ingreso Administradores
        Colecciones destacadas
        • Tesis latinoamericanas
        • Tesis argentinas
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        • Tesis peruanas
        Nuevas incorporaciones
        • Argentina
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        Dirección de Servicios de Información y Bibliotecas (SISIB)
        Universidad de Chile
        Red de Repositorios Latinoamericanos | 2006-2018