Regression-Based Thermodynamic Model Identification of a Zone with a Closed-Access Air Conditioner (CROSBI ID 721044)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Hure, Nikola ; Vašak, Mario
engleski
Regression-Based Thermodynamic Model Identification of a Zone with a Closed-Access Air Conditioner
Smart buildings have a great potential in the energy regulation market. One of the levers that are used for the flexibility provision of buildings are the thermal comfort systems. This paper deals with a thermodynamic model identification for a comfort- regulated zone of a smart home with an installed air conditioner. The intended end-use of the model is model predictive control of comfort with electricity demand response over a collection of objects with such similar configuration. Typical commercial setups of closed-access air conditioners found in residential objects are considered, where there is no possibility of any data communication from the air conditioner and where the sensory equipment is quite limited due to an intended large-scale deployment. This drives the specific input-output model form where the air conditioner electricity consumption is the selected model input. The performance of different mathematical models for temperature prediction in the smart home in the heating season is analyzed and the results with quantitative measures are provided. The complete analysis is based on measurement data collected on a smart home experimental setup.
A/C and zone model, data-driven model, identification, regression models, regularization, experimental validation
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Podaci o prilogu
336-342.
2022.
objavljeno
10.1109/MED54222.2022.9837272
Podaci o matičnoj publikaciji
The Proceedings of the 30th IEEE Mediterranean Conference on Control and Automation
Podaci o skupu
30th Mediterranean Conference on Control and Automation (MED 2022)
predavanje
28.06.2022-01.07.2022
Vouliagméni, Grčka