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  4. Model Predictive Control of a Heat Pump System Integrated with PVT Collectors and Ice Storage
 
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2024
Conference Paper
Title

Model Predictive Control of a Heat Pump System Integrated with PVT Collectors and Ice Storage

Abstract
This paper focuses on optimizing a building heating system consisting of a heat pump, photovoltaic collectors (PVT), an ice storage tank, and a buffer tank. The aim is to assess the potential of using Mixed-Integer Nonlinear Model Predictive Control (MI-NMPC) in a novel heat pump system with dual heat sources - PVT collectors and ice storage, along with buffer storage. The paper investigates dynamic interactions, algorithm development, and performance evaluation, emphasizing energy efficiency, cost-effectiveness, and demand response. We find that control-oriented dynamic simulation accurately captures the system’s behavior. The application of NMPC in this context highlights its potential for advanced control strategies in hybrid (switched) energy systems. The simulation results demonstrate the improved performance of the system using the MI-NMPC strategy compared to a reference Rule-Based Control (RBC) strategy. This improvement is reflected in a 17.4% reduction in electricity costs over the heating season and a 15.4% decrease in net costs, including revenue from selling excess energy to the grid. In addition, the MI-NMPC strategy increases the self-consumption rate of the generated PV power to 38.2%, further improving the economic and energy efficiency of the system. The application of MI-NMPC in this context underscores its potential for advanced control strategies in hybrid energy systems, particularly in multi-source heat pump systems.
Author(s)
Khamidov, Daler
Fraunhofer-Institut für Solare Energiesysteme ISE  
Bavia Bampi, Bruno
Fraunhofer-Institut für Solare Energiesysteme ISE  
Frison, Lilli  orcid-logo
Fraunhofer-Institut für Solare Energiesysteme ISE  
Nienborg, Björn  
Fraunhofer-Institut für Solare Energiesysteme ISE  
Mainwork
Proceedings of EuroSun 2024. ISES and IEA SHC15th International Conference on Solar Energy for Buildings and Industry  
Conference
International Conference on Solar Energy for Buildings and Industry 2024  
File(s)
Download (1.41 MB)
Rights
Use according to copyright law
DOI
10.18086/eurosun.2024.01.06
10.24406/publica-4500
Language
English
Fraunhofer-Institut für Solare Energiesysteme ISE  
Keyword(s)
  • Ice Storage

  • Mixed-Integer NMPC

  • model predictive control

  • Multi-Source Heat Pump

  • Nonlinear Model Predictive Control

  • photovoltaic-thermal pvt collector

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