Economic MPC based on LPV model for thermostatically controlled loads
Identifikátory výsledku
Kód výsledku v 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>
Výsledek na webu
<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>
Alternativní jazyky
Jazyk výsledku
angličtina
Název v původním jazyce
Economic MPC based on LPV model for thermostatically controlled loads
Popis výsledku v původním jazyce
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.
Název v anglickém jazyce
Economic MPC based on LPV model for thermostatically controlled loads
Popis výsledku anglicky
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.
Klasifikace
Druh
D - Stať ve sborníku
CEP obor
—
OECD FORD obor
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Návaznosti výsledku
Projekt
—
Návaznosti
S - Specificky vyzkum na vysokych skolach
Ostatní
Rok uplatnění
2017
Kód důvěrnosti údajů
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Údaje specifické pro druh výsledku
Název statě ve sborníku
2017 International Siberian Conference on Control and Communications, SIBCON 2017 - Proceedings
ISBN
978-1-5090-1080-6
ISSN
—
e-ISSN
—
Počet stran výsledku
5
Strana od-do
1-5
Název nakladatele
Institute of Electrical and Electronics Engineers Inc.
Místo vydání
New York
Místo konání akce
Astana, Kazakhstan
Datum konání akce
1. 1. 2017
Typ akce podle státní příslušnosti
WRD - Celosvětová akce
Kód UT WoS článku
—