Optimizing Occupant Comfort in a Room Using the Predictive Control Model as a Thermal Control Strategy
Mihaela-Gabriela Boicu1, Grigore Stamatescu2, Ioana Făgărăşan2
1Faculty of Hidrotechnics, Technical University of Civil Engineering Bucharest, 020396 Bucharest, Romania.
Sensors (Basel, Switzerland)
|June 27, 2024
Summary
This study introduces an energy-saving thermal control strategy, balancing user comfort with reduced energy use. It combines Model Predictive Control (MPC) and fuzzy logic, considering room occupancy for optimized building performance.
Area of Science:
- Building Science
- Control Engineering
- Environmental Psychology
Background:
- Achieving optimal thermal comfort is crucial for occupant well-being and building efficiency.
- User-centered building control is gaining traction, emphasizing personalized environmental settings.
- Existing strategies often struggle to balance thermal comfort with energy conservation effectively.
Purpose of the Study:
- To develop and implement an integrated thermal control strategy for enhanced user comfort and reduced energy consumption.
- To investigate the application of a hybrid control system incorporating Model Predictive Control (MPC) and fuzzy logic.
- To address the influence of room occupancy levels on thermal control performance.
Main Methods:
- Development of a hybrid control strategy combining Model Predictive Control (MPC) and fuzzy logic.
- Integration of environmental parameters and personal perception factors into the control algorithm.
- Implementation and case study within a laboratory room at the Technical University of Civil Engineering Bucharest.
- Consideration of room occupancy level as a key constraint.
Main Results:
- Demonstration of a functional thermal control strategy that optimizes for both comfort and energy savings.
- Validation of the hybrid MPC-fuzzy system's effectiveness in a real-world laboratory setting.
- Insights into the parameterization of fuzzy systems for adaptive building control.
Conclusions:
- The proposed hybrid control strategy effectively balances thermal comfort and energy reduction goals.
- The integration of MPC and fuzzy logic, considering occupancy, offers a promising approach for user-centered building management.
- Further research into fuzzy system parameterization can enhance the adaptability and performance of intelligent building controls.
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