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Validation of Embedded State Estimator Modules for Decentralized Monitoring of Power Distribution Systems Using IoT Components

Recent theoretical studies demonstrate the advantages of using decentralized architectures over traditional centralized architectures for real-time Power Distribution Systems (PDSs) operation. These advantages include the reduction of the amount of data to be transmitted and processed when performin...

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Autores principales: Junior, Rosvando Marques Gonzaga, Márquez-Sánchez, Sergio, Santos, Jorge Herrera, de Almeida, Rodrigo Maximiano Antunes, London Junior, João Bosco Augusto, Rodríguez, Juan Manuel Corchado
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8950640/
https://www.ncbi.nlm.nih.gov/pubmed/35336275
http://dx.doi.org/10.3390/s22062104
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author Junior, Rosvando Marques Gonzaga
Márquez-Sánchez, Sergio
Santos, Jorge Herrera
de Almeida, Rodrigo Maximiano Antunes
London Junior, João Bosco Augusto
Rodríguez, Juan Manuel Corchado
author_facet Junior, Rosvando Marques Gonzaga
Márquez-Sánchez, Sergio
Santos, Jorge Herrera
de Almeida, Rodrigo Maximiano Antunes
London Junior, João Bosco Augusto
Rodríguez, Juan Manuel Corchado
author_sort Junior, Rosvando Marques Gonzaga
collection PubMed
description Recent theoretical studies demonstrate the advantages of using decentralized architectures over traditional centralized architectures for real-time Power Distribution Systems (PDSs) operation. These advantages include the reduction of the amount of data to be transmitted and processed when performing state estimation in PDSs. The main contribution of this paper is to provide lab validation of the advantages and feasibility of decentralized monitoring of PDSs. Therefore, this paper presents an advanced trial emulating realistic conditions and hardware setup. More specifically, the paper proposes: (i) The laboratory development and implementation of an Advanced Measurement Infrastructure (AMI) prototype to enable the simulation of a smart grid. To emulate the information traffic between smart meters and distribution operation centers, communication modules, that enable the use of wireless networks for sending messages in real-time, are used, bridging concepts from both IoT and Edge Computing. (ii) The laboratory development and implementation of a decentralized architecture based on Embedded State Estimator Modules (ESEMs) are carried out. ESEMs manage information from smart meters at lower voltage networks, performing real-time state estimation in PDSs. Simulations performed on a real PDS with 208 buses (considering both medium and low voltage buses) have met the aims of this paper. The results show that by using ESEMs in a decentralized architecture, both the data transit through the communication network, as well as the computational requirements involved in monitoring PDSs in real-time, are reduced considerably without any loss of accuracy.
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spelling pubmed-89506402022-03-26 Validation of Embedded State Estimator Modules for Decentralized Monitoring of Power Distribution Systems Using IoT Components Junior, Rosvando Marques Gonzaga Márquez-Sánchez, Sergio Santos, Jorge Herrera de Almeida, Rodrigo Maximiano Antunes London Junior, João Bosco Augusto Rodríguez, Juan Manuel Corchado Sensors (Basel) Article Recent theoretical studies demonstrate the advantages of using decentralized architectures over traditional centralized architectures for real-time Power Distribution Systems (PDSs) operation. These advantages include the reduction of the amount of data to be transmitted and processed when performing state estimation in PDSs. The main contribution of this paper is to provide lab validation of the advantages and feasibility of decentralized monitoring of PDSs. Therefore, this paper presents an advanced trial emulating realistic conditions and hardware setup. More specifically, the paper proposes: (i) The laboratory development and implementation of an Advanced Measurement Infrastructure (AMI) prototype to enable the simulation of a smart grid. To emulate the information traffic between smart meters and distribution operation centers, communication modules, that enable the use of wireless networks for sending messages in real-time, are used, bridging concepts from both IoT and Edge Computing. (ii) The laboratory development and implementation of a decentralized architecture based on Embedded State Estimator Modules (ESEMs) are carried out. ESEMs manage information from smart meters at lower voltage networks, performing real-time state estimation in PDSs. Simulations performed on a real PDS with 208 buses (considering both medium and low voltage buses) have met the aims of this paper. The results show that by using ESEMs in a decentralized architecture, both the data transit through the communication network, as well as the computational requirements involved in monitoring PDSs in real-time, are reduced considerably without any loss of accuracy. MDPI 2022-03-09 /pmc/articles/PMC8950640/ /pubmed/35336275 http://dx.doi.org/10.3390/s22062104 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Junior, Rosvando Marques Gonzaga
Márquez-Sánchez, Sergio
Santos, Jorge Herrera
de Almeida, Rodrigo Maximiano Antunes
London Junior, João Bosco Augusto
Rodríguez, Juan Manuel Corchado
Validation of Embedded State Estimator Modules for Decentralized Monitoring of Power Distribution Systems Using IoT Components
title Validation of Embedded State Estimator Modules for Decentralized Monitoring of Power Distribution Systems Using IoT Components
title_full Validation of Embedded State Estimator Modules for Decentralized Monitoring of Power Distribution Systems Using IoT Components
title_fullStr Validation of Embedded State Estimator Modules for Decentralized Monitoring of Power Distribution Systems Using IoT Components
title_full_unstemmed Validation of Embedded State Estimator Modules for Decentralized Monitoring of Power Distribution Systems Using IoT Components
title_short Validation of Embedded State Estimator Modules for Decentralized Monitoring of Power Distribution Systems Using IoT Components
title_sort validation of embedded state estimator modules for decentralized monitoring of power distribution systems using iot components
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8950640/
https://www.ncbi.nlm.nih.gov/pubmed/35336275
http://dx.doi.org/10.3390/s22062104
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