IEEE Power & Energy Magazine - Spanish - May/June 2022 - 50

Demostración de la
gestión inteligente
de carga HVAC
mediante aprendizaje
reforzado profundo
Por Yan Du, Fangxing Li, Kuldeep Kurte,
Jeffrey Munk y Helia Zandi
L
50
LOS EDIFICIOS COMPRENDEN EL 40 % DEL
consumo de energía primaria y el 30 % de todas las emisiones
de CO2 del mundo. Una importante porción del consumo
de energía de los edificios se debe a los sistemas de calefacción,
ventilación y aire acondicionado (HVAC, por sus
siglas en inglés). En el verano, por ejemplo, más del 50 %
del consumo eléctrico de un edificio se destina a la refrigeración.
Con una gestión adecuada de la energía, los edificios
pueden proporcionar desplazamiento de la carga, rampas
máximas, regulación de la frecuencia, entre otros servicios
de respuesta a la demanda.
Identificador de Objeto Digital 10.1109/MPE.2022.3150825
Fecha de la versión actual: 19 de abril de 2022
ieeepower & energy magazine
Muchos abordajes existentes para la gestión de la energía
de un edificio se basan en modelos y requieren el modelado
dinámico térmico complejo del sistema HVAC y su interacción
con el entorno ambiental. El desarrollo de un modelo
así puede introducir errores de medición y predicción, que
pueden socavar el rendimiento del control. Además, los
modelos desarrollados para un edificio pueden no trasladarse
adecuadamente a otros edificios o entornos operativos
nunca antes vistos.
En contraste con los abordajes basados en modelos, los
algoritmos libres de modelos no requieren conocimientos
previos del modelo físico, como el modelo térmico dinámico
en el caso de control de HVAC; en cambio, pueden aprender
sobre el modelo mediante la estimación y exploración. Un
abordaje representativo libre de modelos es el aprendizaje
1540-7977/22©2022IEEE
mayo/junio 2022

IEEE Power & Energy Magazine - Spanish - May/June 2022

Table of Contents for the Digital Edition of IEEE Power & Energy Magazine - Spanish - May/June 2022

Contents
IEEE Power & Energy Magazine - Spanish - May/June 2022 - Cover1
IEEE Power & Energy Magazine - Spanish - May/June 2022 - Cover2
IEEE Power & Energy Magazine - Spanish - May/June 2022 - Contents
IEEE Power & Energy Magazine - Spanish - May/June 2022 - 2
IEEE Power & Energy Magazine - Spanish - May/June 2022 - 3
IEEE Power & Energy Magazine - Spanish - May/June 2022 - 4
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IEEE Power & Energy Magazine - Spanish - May/June 2022 - Cover3
IEEE Power & Energy Magazine - Spanish - May/June 2022 - Cover4
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