A simulation-based study of model predictive control in a medium-sized commercial building.
Number: pap. 3598
Author(s) : LI P., BARIC M., NARAYANAN S., et al.
Summary
This paper presents a computationally efficient model predictive control (MPC) algorithm to optimize the energy use of the heating ventilation, and air-conditioning (HVAC) system in a multi-zone building and demonstrates the benefits using whole building energy simulations. High-fidelity models are often not well suited for optimization-based controller design and implementation. In this paper, we present an MPC algorithm using data-driven models to optimize the energy consumption of a multi-zone building served by multiple air handling units (AHUs) and a central chiller plant. The simulation results show promising benefits of applying the MPC algorithm with an average energy saving of 15% for cooling season. The computational efficiency of the MPC algorithm demonstrated makes it suitable for real-time implementation planned in the near future.
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Details
- Original title: A simulation-based study of model predictive control in a medium-sized commercial building.
- Record ID : 30006855
- Languages: English
- Subject: Environment
- Source: 2012 Purdue Conferences. 2nd International High Performance Buildings Conference at Purdue.
- Publication date: 2012/07/16
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- Source: 2018 Purdue Conferences. 5th International High Performance Buildings Conference at Purdue.
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- Author(s) : LI P., LI D., VRABIE D., et al.
- Date : 2014/07/14
- Languages : English
- Source: 2014 Purdue Conferences. 3rd International High Performance Buildings Conference at Purdue.
- Formats : PDF
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- Author(s) : WU Y., MARAVELIAS C. T., JIANG Y., et al.
- Date : 2018/07/09
- Languages : English
- Source: 2018 Purdue Conferences. 5th International High Performance Buildings Conference at Purdue.
- Formats : PDF
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