Projects per year
Abstract
We consider an educational building heated by a combination of district heating (DH) and a local air source heat pump. We have developed an integrated demand response method for multiple rooms, consisting of an optimization layer and a control layer, to maintain thermal comfort and save energy and costs. For the optimization layer, we apply fuzzy logic to adjust indoor temperature setpoints to respond to dynamic heat prices and propose an optimal heat supply method to find optimal heat supply schemes. For the control layer, a multi-objective model predictive control (MPC) has been developed to manage indoor thermal conditions across multiple rooms. To test and verify the integrated demand response method, we build a multi-room simulation model using the CARNOT Toolbox. The results show that adopting different indoor temperature setpoints during working and nonworking hours, combined with the MPC method, has an energy-saving potential of 9.1 % compared to maintaining a constant indoor temperature using DH alone. Adjusting temperature setpoints using fuzzy logic utilizes the building's heat storage capacity to increase energy flexibility, reaching 16.0 % savings in energy and reducing 12.6 % heating costs.
Original language | English |
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Article number | 132577 |
Journal | Energy |
Volume | 307 |
DOIs | |
Publication status | Published - 30 Oct 2024 |
MoE publication type | A1 Journal article-refereed |
Keywords
- Air source heat pump
- Demand response
- District heating
- Fuzzy logic
- Multi-objective model predictive control
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Dive into the research topics of 'Integrated demand response method for heating multiple rooms based on fuzzy logic considering dynamic price'. Together they form a unique fingerprint.Projects
- 2 Active
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Wang Haichao AT-kulut 31.8.25: Spatiotemporal dynamic simulation of the thermal energy storage (TES) assisted heating network and optimization for indoor temperature control
Wang, H. (Principal investigator), Hua, P. (Project Member) & Xie, Z. (Project Member)
01/09/2023 → 31/08/2025
Project: Academy of Finland: Other research funding
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-: Wang Haichao Academy Research Fellow
Wang, H. (Principal investigator)
01/09/2020 → 31/08/2025
Project: Academy of Finland: Other research funding