Economic MPC based on LPV model for thermostatically controlled loads
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F46747885%3A24220%2F17%3A00004311" target="_blank" >RIV/46747885:24220/17:00004311 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/SIBCON.2017.7998560" target="_blank" >http://dx.doi.org/10.1109/SIBCON.2017.7998560</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/SIBCON.2017.7998560" target="_blank" >10.1109/SIBCON.2017.7998560</a>
Alternative languages
Result language
angličtina
Original language name
Economic MPC based on LPV model for thermostatically controlled loads
Original language description
Rapid increase of the renewable energy share in electricity production requires optimization and flexibility of the power consumption side. Thermostatically controlled loads (TCLs) have a large potential for regulation service provision. Economic model predictive control (MPC) is an advanced control method which can be used to syncronize the power consumption with undispatchable renewable electricity production. Thermal behavior of TCLs can be described by linear models based on energy balance of the system. In some cases, parameters of the model may be time-varying. In this work, we present a modified economic MPC based on linear parameter-varying model. In particular, we provide an exact transformation from a standard economic MPC formulation to a linear program. We assume that the variables influencing the model parameters are known (predictable) for the prediction horizon of the controller. As a case study, we present control system that minimizes operational cost of swimming pool heating system, where parameters of the model depend on the weather forecast. Simulation results demonstrate that the proposed method is able to deal with this kind of systems.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
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Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2017
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
2017 International Siberian Conference on Control and Communications, SIBCON 2017 - Proceedings
ISBN
978-1-5090-1080-6
ISSN
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e-ISSN
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Number of pages
5
Pages from-to
1-5
Publisher name
Institute of Electrical and Electronics Engineers Inc.
Place of publication
New York
Event location
Astana, Kazakhstan
Event date
Jan 1, 2017
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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