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HVAC systems use a substantial part of the whole energy usage of buildings. The optimizing of their operation can greatly affect the power use of a building, making them an interesting subject when trying to save energy. However, this should not affect the comfort of the people inside. Many approaches aim to optimize the operation of the heating and cooling system; in this paper, we present an approach to steer the heat pumps to reduce energy usage while aiming to maintain a certain level of comfort. For this purpose, we employ a market-based distributed method for power-balancing. To maintain the comfort level, the market-based distributed system assigns each device a cost-curve, parametrized with the current temperature of the room. This allows the cost to reflect the urgency of the HVAC operation. This approach was tested in a real-world environment: we use 10 heat pumps responsible for temperature control in 10 comparable-sized rooms. The test was performed for 3 months in summer. We limited the total peak power, and the algorithm balanced the consumption of the heat pumps with the available supply. The experiments showed that the system successfully managed to operate within the limit (lowering peak usage), and - to a certain point – reduce the cost without significantly deteriorating the working conditions of the occupants of the rooms. This test allowed us to estimate the minimal peak power requirement for the tested set-up that will still keep the room temperatures in or close to comfortable levels. The experiments show that a fully distributed market-based approach with parametrized cost functions can be used to limit peak usage while maintaining temperatures.
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Tom
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art. no. e140690
Opis fizyczny
Bibliogr. 12 poz., rys., tab.
Twórcy
autor
- Institute of Fluid-Flow Machinery Polish Academy of Sciences, ul. Fiszera 14, Gdańsk, Poland
autor
- Faculty of Power and Aeronautical Engineering, Warsaw University of Technology, 21/25 Nowowiejska St., 00-665 Warsaw, Poland
autor
- Institute of Fluid-Flow Machinery Polish Academy of Sciences, ul. Fiszera 14, Gdańsk, Poland
autor
- Department of Electrical Engineering, Mathematica and Computer Science, University of Twente, PO BOX 217, 7500 AE Enschede, The Netherlands
autor
- Institute of Fluid-Flow Machinery Polish Academy of Sciences, ul. Fiszera 14, Gdańsk, Poland
autor
- Institute of Fluid-Flow Machinery Polish Academy of Sciences, ul. Fiszera 14, Gdańsk, Poland
Bibliografia
- [1] R. Miceli, “Energy Management and Smart Grids,” Energies, vol. 6, no. 4, pp. 2262–2290, 2013, doi: 10.3390/en6042262.
- [2] A. Afram and F. Janabi-Sharifi, “Theory and applications of HVAC control systems – A review of model predictive control (MPC),” Build. Environ., vol. 72, pp. 343–355, 2014, doi: 10.1016/j.buildenv.2013.11.016.
- [3] M. Gliński, C. Bojesen, W. Rybiński, and S. Bykuć, “Modelling of the Biomass mCHP Unit for Power Peak Shaving in the Local Electrical Grid,” Energies, vol. 12, no. 3, pp. 458–472, 2019, doi: 10.3390/en12030458.
- [4] M. Parol, Ł. Rokicki, and R. Parol, “Towards optimal operation control in rural low voltage microgrids,” Bull. Polish Acad. Sci. Tech. Sci., vol. 67, no. 4, pp. 799–812, 2019, doi: 10.24425/bpasts.2019.130189.
- [5] M.G. Ignjatović, B.D. Blagojević, M.M. Stojiljković, D.M. Mitrović, and A.S. Andelković, “Optimization of HVAC system operation based on a dynamic simulation tool,” REHVA European HVAC Journal, vol. 6, pp. 56–62, 2016.
- [6] Z. Jiang and Q. Ai, “Agent-based simulation for symmetric electricity market considering price-based demand response,” J. Mod. Power Syst. Clean Energy, vol. 5, no. 5, pp. 810–819, 2017, doi: 10.1007/s40565-017-0270-7.
- [7] G. Hoogsteen, “A cyber-physical systems perspective on decentralized energy management,” CTIT Ph.D. Thesis, Series No. 17–449, 2017. [Online] Available: https://ris.utwente.nl/ws/portalfiles/portal/18822924/Hoogsteen_A_Cyber_Physical_Systems_Perspective_on_Decentralized_Energy_Management.pdf.
- [8] V.W. Goldschmidt, “Heat Pumps: Basics, Types, and Performance Characteristics,” Annu. Rev. Energ., vol. 9, pp. 447–472, 1984, doi: 10.1146/annurev.eg.09.110184.002311.
- [9] J. Zimny, P. Michalak, and K. Szczotka, “Polish heat pump market between 2000 and 2013: European background, current state and development prospects,” Renew. Sust. Energ. Rev., vol. 48, pp. 791–812, 2015, doi: 10.1016/j.rser.2015.04.005.
- [10] J. Kiciński, “Do we have a chance for small-scale energy generation? The examples of technologies and devices for distributed energy systems in micro & small scale in Poland,” Bull. Pol. Acad. Sci. Tech. Sci., vol. 61, no. 4, pp. 749–756, 2013, doi: 10.2478/bpasts-2013-0080.
- [11] M. Bugaj, R. Domański, A. Dominiak and P. Błaszczyk, “Low emission smart building – energy storage system proposal,” J. Mod. Sci., vol. 18, no. 3, pp. 355–366, 2013.
- [12] P. Marchel, J. Paska, K. Pawlak and K. Zagrajek, “A practical approach to optimal strategies of electricity contracting from Hybrid Power Sources,” Bull. Pol. Acad. Sci. Tech. Sci., vol. 68, no. 6, pp. 1543–1551, 2020, doi: 10.24425/bpasts.2020. 135377.
Uwagi
Opracowanie rekordu ze środków MEiN, umowa nr SONP/SP/546092/2022 w ramach programu "Społeczna odpowiedzialność nauki" - moduł: Popularyzacja nauki i promocja sportu (2022-2023).
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Bibliografia
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