Report
Model Identification for Control of Display Units in Supermarket Refrigeration Systems
Department of Applied Mathematics and Computer Science, Technical University of Denmark1
Dynamical Systems, Department of Applied Mathematics and Computer Science, Technical University of Denmark2
Department of Electrical Engineering, Technical University of Denmark3
Center for Electric Power and Energy, Centers, Technical University of Denmark4
Energy Analytics and Markets, Center for Electric Power and Energy, Centers, Technical University of Denmark5
University College Dublin6
CITIES - Centre for IT-Intelligent Energy Systems, Centers, Technical University of Denmark7
In this paper we propose a method for identifying and validating a model of the heat dynamics of a supermarket refrigeration display case for the purpose of advanced control. The model is established to facilitate the development of novel model-based control techniques for individual display units in a supermarket refrigeration system.
The grey-box modelling approach is adopted, using stochastic differential equations to define the dynamics of the model, combining prior knowledge of the physical system with data-driven modelling. Model identification is performed using the forward selection method, and the performance of candidate models is evaluated through cross-validation.The model developed in this work uses operational data from a small Danish supermarket.
A three-state model is determined to be most appropriate for describing the dynamics of this system. Advanced local control employing the identified model can contribute to the extension of the control capabilities of the entire supermarket refrigeration system.
| Language: | English |
|---|---|
| Publisher: | Technical University of Denmark |
| Year: | 2014 |
| Series: | Dtu Compute Technical Report-2014 |
| ISSN: | 16012321 |
| Types: | Report |
| ORCIDs: | O'Connell, Niamh , Madsen, Henrik and Pinson, Pierre |
