Identification and Energy Efficient Control for a Building: Getting Inspired by MPC

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F15%3A00230735" target="_blank" >RIV/68407700:21230/15:00230735 - isvavai.cz</a>
Alternative codes found
RIV/67985556:_____/15:00446538
Result on the web
<a href="http://dx.doi.org/10.1109/ACC.2015.7170973" target="_blank" >http://dx.doi.org/10.1109/ACC.2015.7170973</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ACC.2015.7170973" target="_blank" >10.1109/ACC.2015.7170973</a>

Result language
angličtina
Original language name
Identification and Energy Efficient Control for a Building: Getting Inspired by MPC
Original language description
This paper deals with identification of a building model based on real-life data and subsequent temperature controller design. For the identification, advanced identification technique - namely MPC Relevant Identification method - is used. This approachhas the capability of providing models with better prediction performance compared to the commonly used methods. Regarding the controller part, several alternatives are proposed. First, both linear and nonlinear MPC controlling the zone temperature are designed. Although highly attractive due to promising energetic savings and thermal comfort satisfaction, MPCs demand high computational power. To overcome this issue and preserve the attractive properties of the MPC, two MPC-learned feedback controllersare proposed, one learned from LMPC and the other learned from NMPC. While remaining computationally low-cost, they improve the performance of the classical controllers towards the high-performance MPC standards. The results exploiting da
Czech name
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Czech description
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Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year
2015
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
Proceedings of the 2015 American Control Conference
ISBN
978-1-4799-8684-2
ISSN
0743-1619
e-ISSN
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Number of pages
6
Pages from-to
1671-1676
Publisher name
IEEE
Place of publication
Piscataway
Event location
Chicago
Event date
Jul 1, 2015
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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