Control via learning: air-conditioning applications.
Régulation par apprentissage : application au conditionnement d'air.
Author(s) : GERASSIMOFF G., JEBALI G., PEFFER T.
Type of article: Article, Case study
Summary
The aim of this article is to demonstrate methodology making it possible to use data provided by a sensor network via machine learning methods in order to control building services automatically in a smart manner taking into account the physical properties of the building as well actual use and occupant comfort. Firstly, the methodology and experimental approach are described. Then the initial results of the implementation of a predictive control Law within a test building at Berkeley University are presented. A significant decrease in the energy consumption required for air conditioning was measured, and extrapolation to the entire building demonstrates true potential efficiency.
Details
- Original title: Régulation par apprentissage : application au conditionnement d'air.
- Record ID : 30024036
- Languages: French
- Subject: Environment
- Source: Revue générale du Froid & du Conditionnement d'air - n.1168
- Publication date: 2018/03
Links
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Indexing
- Themes: Green buildings
- Keywords: Sensor; Energy consumption; Building; Control (automatic); Monitoring; Modelling; Case study; Air conditioning
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Lagged-kNN based data imputation approach for m...
- Author(s) : PRADHAN O., HÄLLENBERG D., CHEN Z., WEN J., WU T., CANDAN K. S., O'NEILL Z.
- Date : 2022
- Languages : English
- Source: 2022 Purdue Conferences. 7th International High Performance Buildings Conference at Purdue.
- Formats : PDF
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Recursive bayesian calibration of data-driven a...
- Author(s) : ABTAHI S. M., ATHIENITIS A. K., DELCROIX B.
- Date : 2022
- Languages : English
- Source: 2022 Purdue Conferences. 7th International High Performance Buildings Conference at Purdue.
- Formats : PDF
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An optimal control approach to sensor/actuator ...
- Author(s) : BORGGAARD J., BURNS J., CLIFF E., et al.
- Date : 2012/07/16
- Languages : English
- Source: 2012 Purdue Conferences. 2nd International High Performance Buildings Conference at Purdue.
- Formats : PDF
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Applying user experience (UX) principles to net...
- Author(s) : SWITZER M., HUTZEL W., DIB N., et al.
- Date : 2018/07/09
- Languages : English
- Source: 2018 Purdue Conferences. 5th International High Performance Buildings Conference at Purdue.
- Formats : PDF
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Intelligentes Energiemanagement durch LON Kommu...
- Author(s) : LEJA C.
- Date : 2006/11/22
- Languages : German
- Source: DKV-Tagungsbericht 2006, Dresden.
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