Abstract:
Rapid increase of the renewable energy share in electricity production requires optimization and flexibility of the power consumption side. Thermostatically controlled lo...Show MoreMetadata
Abstract:
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.
Date of Conference: 29-30 June 2017
Date Added to IEEE Xplore: 03 August 2017
ISBN Information:
Electronic ISSN: 2380-6516
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- IEEE Keywords
- Index Terms
- Model Predictive Control ,
- Linear Parameter Varying ,
- Linear Parameter-varying Model ,
- Economic Model Predictive Control ,
- Thermostatically Controlled Loads ,
- Linear Model ,
- Model Parameters ,
- Simulation Results ,
- Linear Programming ,
- Heating System ,
- Renewable Generation ,
- Swimming Pool ,
- Electricity Production ,
- Prediction Horizon ,
- Renewable Energy Production ,
- Share Of Renewable Energy ,
- Explanatory Variables ,
- Sampling Time ,
- Thermal Conductivity ,
- Water Temperature ,
- Input Constraints ,
- Price Forecasting ,
- Electricity Consumption ,
- Linear Time-invariant Model ,
- State-space Model ,
- Energy System ,
- Output Vector ,
- Power Generation ,
- Valve Position ,
- Heat Gain
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Model Predictive Control ,
- Linear Parameter Varying ,
- Linear Parameter-varying Model ,
- Economic Model Predictive Control ,
- Thermostatically Controlled Loads ,
- Linear Model ,
- Model Parameters ,
- Simulation Results ,
- Linear Programming ,
- Heating System ,
- Renewable Generation ,
- Swimming Pool ,
- Electricity Production ,
- Prediction Horizon ,
- Renewable Energy Production ,
- Share Of Renewable Energy ,
- Explanatory Variables ,
- Sampling Time ,
- Thermal Conductivity ,
- Water Temperature ,
- Input Constraints ,
- Price Forecasting ,
- Electricity Consumption ,
- Linear Time-invariant Model ,
- State-space Model ,
- Energy System ,
- Output Vector ,
- Power Generation ,
- Valve Position ,
- Heat Gain
- Author Keywords