Optimal management of a microgrid with radiation and wind-speed forecasting: A case study applied to a bioclimatic building

An Energy Management System (EMS) that uses a Model Predictive Control (MPC) to manage the flow of the microgrids is described in this work. The EMS integrates both wind speed and solar radiation predictors by using a time series to perform the primary grid forecasts. At each sampling data measurement, the power of the photovoltaic system and wind turbine are predicted. Then, the MPC algorithm uses those predictions to obtain the optimal power flows of the microgrid elements and the main network. In this work, three time-series predictors are analyzed. As the results will show, the MPC strategy becomes a powerful energy management tool when it is integrated with the Double Exponential Smoothing (DES) predictor. This new scheme of integrating the DES method with an MPC presents a good management response in real-time and overcomes the results provided by the Optimal Power Flow method, which was previously proposed in the literature. For the case studies, the test microgrid located in the CIESOL bioclimatic building of the University of Almeria (Spain) is used.

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Main Authors: LUIS ORLANDO POLANCO VASQUEZ, VICTOR MANUEL RAMIREZ RIVERA, DIEGO LANGARICA CORDOBA, Juana López Redondo, José Domingo Álvarez Hervás, José Luis Torres-Moreno
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Language:eng
Subjects:info:eu-repo/classification/Autores/EMS, info:eu-repo/classification/Autores/MPC, info:eu-repo/classification/Autores/CONTROL, info:eu-repo/classification/Autores/SIMULATION, info:eu-repo/classification/cti/7, info:eu-repo/classification/cti/33, info:eu-repo/classification/cti/3322, info:eu-repo/classification/cti/531205,
Online Access:http://cicy.repositorioinstitucional.mx/jspui/handle/1003/2104
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spelling dig-cicy-1003-21042022-09-30T14:57:08Z Optimal management of a microgrid with radiation and wind-speed forecasting: A case study applied to a bioclimatic building LUIS ORLANDO POLANCO VASQUEZ VICTOR MANUEL RAMIREZ RIVERA DIEGO LANGARICA CORDOBA Juana López Redondo José Domingo Álvarez Hervás José Luis Torres-Moreno 2021 info:eu-repo/semantics/article An Energy Management System (EMS) that uses a Model Predictive Control (MPC) to manage the flow of the microgrids is described in this work. The EMS integrates both wind speed and solar radiation predictors by using a time series to perform the primary grid forecasts. At each sampling data measurement, the power of the photovoltaic system and wind turbine are predicted. Then, the MPC algorithm uses those predictions to obtain the optimal power flows of the microgrid elements and the main network. In this work, three time-series predictors are analyzed. As the results will show, the MPC strategy becomes a powerful energy management tool when it is integrated with the Double Exponential Smoothing (DES) predictor. This new scheme of integrating the DES method with an MPC presents a good management response in real-time and overcomes the results provided by the Optimal Power Flow method, which was previously proposed in the literature. For the case studies, the test microgrid located in the CIESOL bioclimatic building of the University of Almeria (Spain) is used. info:eu-repo/classification/Autores/EMS info:eu-repo/classification/Autores/MPC info:eu-repo/classification/Autores/CONTROL info:eu-repo/classification/Autores/SIMULATION info:eu-repo/classification/cti/7 info:eu-repo/classification/cti/33 info:eu-repo/classification/cti/3322 info:eu-repo/classification/cti/531205 info:eu-repo/classification/cti/531205 Energies, 14(9), 2398, 2021. http://cicy.repositorioinstitucional.mx/jspui/handle/1003/2104 info:eu-repo/semantics/datasetDOI/https://doi.org/10.3390/en14092398 info:eu-repo/semantics/openAccess eng citation:Vásquez, L. O. P., Ramírez, V. M., Langarica Córdova, D., Redondo, J. L., Álvarez, J. D., & Torres-Moreno, J. L. (2021). Optimal management of a microgrid with radiation and wind-speed forecasting: A case study applied to a bioclimatic building. Energies, 14(9), 2398. http://creativecommons.org/licenses/by-nc-nd/4.0 info:eu-repo/semantics/publishedVersion application/pdf
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country México
countrycode MX
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libraryname Biblioteca del CICY
language eng
topic info:eu-repo/classification/Autores/EMS
info:eu-repo/classification/Autores/MPC
info:eu-repo/classification/Autores/CONTROL
info:eu-repo/classification/Autores/SIMULATION
info:eu-repo/classification/cti/7
info:eu-repo/classification/cti/33
info:eu-repo/classification/cti/3322
info:eu-repo/classification/cti/531205
info:eu-repo/classification/cti/531205
info:eu-repo/classification/Autores/EMS
info:eu-repo/classification/Autores/MPC
info:eu-repo/classification/Autores/CONTROL
info:eu-repo/classification/Autores/SIMULATION
info:eu-repo/classification/cti/7
info:eu-repo/classification/cti/33
info:eu-repo/classification/cti/3322
info:eu-repo/classification/cti/531205
info:eu-repo/classification/cti/531205
spellingShingle info:eu-repo/classification/Autores/EMS
info:eu-repo/classification/Autores/MPC
info:eu-repo/classification/Autores/CONTROL
info:eu-repo/classification/Autores/SIMULATION
info:eu-repo/classification/cti/7
info:eu-repo/classification/cti/33
info:eu-repo/classification/cti/3322
info:eu-repo/classification/cti/531205
info:eu-repo/classification/cti/531205
info:eu-repo/classification/Autores/EMS
info:eu-repo/classification/Autores/MPC
info:eu-repo/classification/Autores/CONTROL
info:eu-repo/classification/Autores/SIMULATION
info:eu-repo/classification/cti/7
info:eu-repo/classification/cti/33
info:eu-repo/classification/cti/3322
info:eu-repo/classification/cti/531205
info:eu-repo/classification/cti/531205
LUIS ORLANDO POLANCO VASQUEZ
VICTOR MANUEL RAMIREZ RIVERA
DIEGO LANGARICA CORDOBA
Juana López Redondo
José Domingo Álvarez Hervás
José Luis Torres-Moreno
Optimal management of a microgrid with radiation and wind-speed forecasting: A case study applied to a bioclimatic building
description An Energy Management System (EMS) that uses a Model Predictive Control (MPC) to manage the flow of the microgrids is described in this work. The EMS integrates both wind speed and solar radiation predictors by using a time series to perform the primary grid forecasts. At each sampling data measurement, the power of the photovoltaic system and wind turbine are predicted. Then, the MPC algorithm uses those predictions to obtain the optimal power flows of the microgrid elements and the main network. In this work, three time-series predictors are analyzed. As the results will show, the MPC strategy becomes a powerful energy management tool when it is integrated with the Double Exponential Smoothing (DES) predictor. This new scheme of integrating the DES method with an MPC presents a good management response in real-time and overcomes the results provided by the Optimal Power Flow method, which was previously proposed in the literature. For the case studies, the test microgrid located in the CIESOL bioclimatic building of the University of Almeria (Spain) is used.
format info:eu-repo/semantics/article
topic_facet info:eu-repo/classification/Autores/EMS
info:eu-repo/classification/Autores/MPC
info:eu-repo/classification/Autores/CONTROL
info:eu-repo/classification/Autores/SIMULATION
info:eu-repo/classification/cti/7
info:eu-repo/classification/cti/33
info:eu-repo/classification/cti/3322
info:eu-repo/classification/cti/531205
info:eu-repo/classification/cti/531205
author LUIS ORLANDO POLANCO VASQUEZ
VICTOR MANUEL RAMIREZ RIVERA
DIEGO LANGARICA CORDOBA
Juana López Redondo
José Domingo Álvarez Hervás
José Luis Torres-Moreno
author_facet LUIS ORLANDO POLANCO VASQUEZ
VICTOR MANUEL RAMIREZ RIVERA
DIEGO LANGARICA CORDOBA
Juana López Redondo
José Domingo Álvarez Hervás
José Luis Torres-Moreno
author_sort LUIS ORLANDO POLANCO VASQUEZ
title Optimal management of a microgrid with radiation and wind-speed forecasting: A case study applied to a bioclimatic building
title_short Optimal management of a microgrid with radiation and wind-speed forecasting: A case study applied to a bioclimatic building
title_full Optimal management of a microgrid with radiation and wind-speed forecasting: A case study applied to a bioclimatic building
title_fullStr Optimal management of a microgrid with radiation and wind-speed forecasting: A case study applied to a bioclimatic building
title_full_unstemmed Optimal management of a microgrid with radiation and wind-speed forecasting: A case study applied to a bioclimatic building
title_sort optimal management of a microgrid with radiation and wind-speed forecasting: a case study applied to a bioclimatic building
url http://cicy.repositorioinstitucional.mx/jspui/handle/1003/2104
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