Economic MPC based on LPV model for thermostatically controlled loads
| dc.contributor.author | Zemtsov Nikita | cs |
| dc.contributor.author | Hlava Jaroslav | cs |
| dc.contributor.author | Frantsuzova Galina | cs |
| dc.contributor.author | Madsen Henrik | cs |
| dc.contributor.author | Junker, Rune Gronborg | cs |
| dc.contributor.author | Jørgensen, John Bagterp | cs |
| dc.date.accessioned | 2018-09-25T12:11:47Z | |
| dc.date.available | 2018-09-25T12:11:47Z | |
| dc.date.issued | 2017 | cs |
| dc.description.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. | en |
| dc.format.extent | 5 | cs |
| dc.identifier.doi | 10.1109/SIBCON.2017.7998560 | |
| dc.identifier.isbn | 978-1-5090-1080-6 | cs |
| dc.identifier.orcid | 0000-0001-6756-9726 Zemtsov Nikita | |
| dc.identifier.orcid | 0000-0001-6585-5833 Hlava Jaroslav | |
| dc.identifier.uri | https://dspace.tul.cz/handle/15240/30859 | |
| dc.identifier.uri | https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7998560 | |
| dc.language.iso | eng | cs |
| dc.publisher | Institute of Electrical and Electronics Engineers Inc. | cs |
| dc.publisher.city | New York | cs |
| dc.relation.ispartofseries | 1 | cs |
| dc.subject | Economic model predictive control | cs |
| dc.subject | linear time-varying model | cs |
| dc.subject | smart energy grid | cs |
| dc.subject | thermostatically controlled loads | cs |
| dc.title | Economic MPC based on LPV model for thermostatically controlled loads | cs |
| local.citation.epage | 1-5 | cs |
| local.citation.spage | 1-5 | cs |
| local.identifier.publikace | 4311 |
Files
Original bundle
1 - 1 of 1
Loading...
- Name:
- Economic MPC.pdf
- Size:
- 372.64 KB
- Format:
- Adobe Portable Document Format
- Description:
- článek