Atam, E. ; Schulte, D. O. ; Arteconi, A. ; Sass, I. ; Helsen, L. (2018)
Control-oriented modeling of geothermal borefield thermal dynamics through Hammerstein-Wiener models.
In: Renewable Energy, 120
doi: 10.1016/j.renene.2017.12.105
Artikel, Bibliographie
Kurzbeschreibung (Abstract)
Geothermal energy is considered a clean and sustainable form of renewable energy, that can be exploited directly or indirectly by means of specific devices. Ground-coupled heat pumps are widely used systems to obtain this energy. Control of ground-coupled heat pump systems, where thermal energy is extracted or injected from and to a geothermal borefield, is important for optimal geothermal energy use in the building sector and smart grids. Model-based control of such systems is potentially an optimal solution but this requires control-oriented models for the borefield thermal dynamics, which is quite complicated due to thermal interactions between the boreholes, large-scale nonlinear system dynamics, transient surface boundary conditions, etc. In this paper, we propose and demonstrate the successful identification of these complex dynamics through simple and well-structured nonlinear Hammerstein-Wiener models, which can be used in some advanced convex model-based control algorithms. The results are validated for different borefield configurations and parameters with reference to a detailed finite-element borefield thermal model. Finally, a set of advanced convex model-based control methods are shortly described where Hammerstein-Wiener models can be used as control models.
| Typ des Eintrags: | Artikel |
|---|---|
| Erschienen: | 2018 |
| Autor(en): | Atam, E. ; Schulte, D. O. ; Arteconi, A. ; Sass, I. ; Helsen, L. |
| Art des Eintrags: | Bibliographie |
| Titel: | Control-oriented modeling of geothermal borefield thermal dynamics through Hammerstein-Wiener models |
| Sprache: | Englisch |
| Publikationsjahr: | 5 Januar 2018 |
| Titel der Zeitschrift, Zeitung oder Schriftenreihe: | Renewable Energy |
| Jahrgang/Volume einer Zeitschrift: | 120 |
| DOI: | 10.1016/j.renene.2017.12.105 |
| URL / URN: | http://www.sciencedirect.com/science/article/pii/S0960148117... |
| Kurzbeschreibung (Abstract): | Geothermal energy is considered a clean and sustainable form of renewable energy, that can be exploited directly or indirectly by means of specific devices. Ground-coupled heat pumps are widely used systems to obtain this energy. Control of ground-coupled heat pump systems, where thermal energy is extracted or injected from and to a geothermal borefield, is important for optimal geothermal energy use in the building sector and smart grids. Model-based control of such systems is potentially an optimal solution but this requires control-oriented models for the borefield thermal dynamics, which is quite complicated due to thermal interactions between the boreholes, large-scale nonlinear system dynamics, transient surface boundary conditions, etc. In this paper, we propose and demonstrate the successful identification of these complex dynamics through simple and well-structured nonlinear Hammerstein-Wiener models, which can be used in some advanced convex model-based control algorithms. The results are validated for different borefield configurations and parameters with reference to a detailed finite-element borefield thermal model. Finally, a set of advanced convex model-based control methods are shortly described where Hammerstein-Wiener models can be used as control models. |
| Fachbereich(e)/-gebiet(e): | 11 Fachbereich Material- und Geowissenschaften > Geowissenschaften > Fachgebiet Angewandte Geothermie 11 Fachbereich Material- und Geowissenschaften > Geowissenschaften 11 Fachbereich Material- und Geowissenschaften |
| Hinterlegungsdatum: | 22 Feb 2018 07:13 |
| Letzte Änderung: | 22 Feb 2018 07:13 |
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