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Article . 2024 . Peer-reviewed
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Algoritmo Genético para Localização de Agregadores de Dados em Redes Elétricas Inteligentes

Authors: Gabriel Da Silva Biancardi; Mário Mestria;

Algoritmo Genético para Localização de Agregadores de Dados em Redes Elétricas Inteligentes

Abstract

Redes Elétricas Inteligentes são um novo paradigma para os sistemas elétricos de potência que utilizam tecnologia digital avançada, permitindo maior controle sobre a rede elétrica, transmissão de dados em tempo real e transmissão de energia com mais eficiência. O problema enfrentado é como distribuir informações dos consumidores nessa nova concepção de rede elétrica para que atenda todos os consumidores, com o menor custo para os equipamentos de comunicação. O objetivo deste trabalho é o desenvolvimento de um programa computacional para calcular soluções adequadas para o problema de alocação de agregadores de dados em uma rede elétrica inteligente, usando um Algoritmo Genético. Esse algoritmo se subdivide nas etapas de criação da população inicial, avaliação, seleção, cruzamento e mutação, emulando a evolução biológica. Na literatura, Algoritmos Genéticos são muito utilizado para encontrar soluções em problemas de otimização combinatória. Os resultados computacionais apresentaram alto desempenho com as soluções melhores do que da literatura.

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Keywords

Redes Elétricas Inteligentes, Buscas Heurísticas e Otimização, Medidores Inteligentes, Agregadores de Dados, QA1-939, TA1-2040, Engineering (General). Civil engineering (General), Algoritmos Genéticos, Mathematics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
gold