Analysis of model predictive control system for building automation and control

Model Predictive Control (MPC) has been extensively researched on in recent years as computational power has increased to meet its computational needs. Compared to the less sophisticated Proportional-Integral-Derivative (PID) controller, MPC promises to control processes in a more effective and effi...

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Main Author: Luah, Wen Yang
Other Authors: Wan Man Pun
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2024
Subjects:
Online Access:https://hdl.handle.net/10356/177317
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1773172024-06-01T16:50:54Z Analysis of model predictive control system for building automation and control Luah, Wen Yang Wan Man Pun School of Mechanical and Aerospace Engineering wenyangluah@gmail.com, MPWAN@ntu.edu.sg Engineering Model predictive control Model Predictive Control (MPC) has been extensively researched on in recent years as computational power has increased to meet its computational needs. Compared to the less sophisticated Proportional-Integral-Derivative (PID) controller, MPC promises to control processes in a more effective and efficient way. Unlike PID controllers which are limited to controlling processes towards a setpoint, MPC has objective functions, constraints, prediction models and optimization to help it control processes. The MPC system implemented was implemented in an office-school hybrid building. This MPC system was multi-zonal and multi-objective, handling ACMV, lighting and shading systems all at once. Energy savings of up to 16.7% was achieved by the MPC system in one of the zones, and projection of the energy consumption towards the entire test site would show that a potential energy saving of 5.35% can be achieved. Bachelor's degree 2024-05-30T06:27:41Z 2024-05-30T06:27:41Z 2024 Final Year Project (FYP) Luah, W. Y. (2024). Analysis of model predictive control system for building automation and control. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/177317 https://hdl.handle.net/10356/177317 en A237 application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering
Model predictive control
spellingShingle Engineering
Model predictive control
Luah, Wen Yang
Analysis of model predictive control system for building automation and control
description Model Predictive Control (MPC) has been extensively researched on in recent years as computational power has increased to meet its computational needs. Compared to the less sophisticated Proportional-Integral-Derivative (PID) controller, MPC promises to control processes in a more effective and efficient way. Unlike PID controllers which are limited to controlling processes towards a setpoint, MPC has objective functions, constraints, prediction models and optimization to help it control processes. The MPC system implemented was implemented in an office-school hybrid building. This MPC system was multi-zonal and multi-objective, handling ACMV, lighting and shading systems all at once. Energy savings of up to 16.7% was achieved by the MPC system in one of the zones, and projection of the energy consumption towards the entire test site would show that a potential energy saving of 5.35% can be achieved.
author2 Wan Man Pun
author_facet Wan Man Pun
Luah, Wen Yang
format Final Year Project
author Luah, Wen Yang
author_sort Luah, Wen Yang
title Analysis of model predictive control system for building automation and control
title_short Analysis of model predictive control system for building automation and control
title_full Analysis of model predictive control system for building automation and control
title_fullStr Analysis of model predictive control system for building automation and control
title_full_unstemmed Analysis of model predictive control system for building automation and control
title_sort analysis of model predictive control system for building automation and control
publisher Nanyang Technological University
publishDate 2024
url https://hdl.handle.net/10356/177317
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