MPC using mixed-integer programming for aquifer thermal energy storages (2404.09786v2)
Abstract: Aquifer thermal energy storages (ATES) are used to temporally store thermal energy in groundwater saturated aquifers. Typically, two storages are combined, one for heat and one for cold, to support heating and cooling of buildings. This way, the use of classical fossil fuel-based heating, ventilation, and air conditioning can be significantly reduced. Exploiting the benefits of ATES beyond "seasonal" heating in winter and cooling in summer as well as meeting legislative restrictions requires sophisticated control. We propose a tailored model predictive control (MPC) scheme for the sustainable operation of ATES systems, which mainly builds on a novel model and objective function. The new approach leads to a mixed-integer quadratic program. Its performance is evaluated on real data from an ATES system in Belgium.
- Anderson, M.P. (2005). Heat as a ground water tracer. Groundwater, 43(6), 951–968.
- Maximizing the use of aquifer thermal energy storage systems in urban areas: effects on individual system primary energy use and overall GHG emissions. Applied Energy, 311.
- Control of systems integrating logic, dynamics, and constraints. Automatica, 35(3), 407–427.
- ATES systems in aquifers with high ambient groundwater flow velocity. Geothermics, 75.
- Bonte, M. (2015). Impacts of shallow geothermal energy on groundwater quality. IWA Publishing, London.
- Experiences on sustainable heating and cooling with an aquifer thermal energy storage system at a Belgian hospital. In Proceedings of Clima 2007 WellBeing Indoors.
- Risk analysis of high-temperature aquifer thermal energy storage (HT-ATES). Renewable and Sustainable Energy Reviews, 133, 110153.
- Gurobi Optimization L.L.C. (2023). Gurobi optimizer reference manual. https://www.gurobi.com.
- Field assessment of the impacts of aquifer thermal energy storage (ATES) systems on chemical and microbial groundwater composition. In Proceedings of the European Geothermal Congress.
- Model predictive control to maintain ATES balance using heat pump. In Proceedings of the 12th IEA Heat Pump Conference.
- International Energy Agency (2023). Tracking clean energy progress 2023: Assessing critical energy technologies for global clean energy transitions. https://www.iea.org.
- New extension of the Kalman filter to nonlinear systems. Signal processing, sensor fusion, and target recognition, 3068.
- Numerical modeling of aquifer thermal energy storage system. Energy, 35(12).
- Lee, K.S. (2013). Underground thermal energy storage: Green energy and technology. Springer, London.
- Maximum principles in differential equations. Springer International Publishing, New York.
- Thermal design of heat exchangers. In VDI heat atlas. Springer, Berlin and Heidelberg.
- A control-oriented model for combined building climate comfort and aquifer thermal energy storage system. In Proceedings of the European Geothermal Congress.
- A model predictive framwork of ground source heat pump coupled with aquifer thermal energy storage system in heating and cooling equipment of a building. In Proceedings of the 12th IEA Heat Pump Conference.
- Building climate energy management in smart thermal grids via aquifer thermal energy storage systems. Energy Procedia, 97, 59–66.
- Energy management for building climate comfort in uncertain smart thermal grids with aquifer thermal energy storage. IFAC-PapersOnLine, 50(1), 13156–13163.
- Schäfer, M. (2022). Computational engineering: Introduction to numerical methods. Springer International Publishing, Cham.
- Simon, D. (2010). Kalman filtering with state constraints: a survey of linear and nonlinear algorithms. IET Control Theory & Applications, 4(8), 1303–1318.
- United Nations Framework Convention on Climate Change (2023). Report of the conference of the parties on its twenty-seventh session, held in Sharm el-Sheikh from 6 to 20 November 2022 (Decision 1/CP.27).
- An aquifer thermal storage system in a Belgian hospital: Long-term experimental evaluation of energy and cost savings. Energy and Buildings, 43(12), 3657–3665.
- Verein Deutscher Ingenieure (2020). Thermal use of the underground: Fundamentals, approvals, environmental aspects: VDI 4640.