A model-based air balancing method of a ventilation system
In this paper we propose a novel and easily implementable model-based air balancing method for a ventilation system. The proposed method provides a well-defined form of balancing for a ventilation system, which can be effectively solved. The method follows three procedures: (i) mathematical modeling...
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sg-ntu-dr.10356-1412232020-06-05T02:54:28Z A model-based air balancing method of a ventilation system Jing, Gang Cai, Wenjian Zhai,Deqing Liu, Shuai Cui, Can School of Electrical and Electronic Engineering Centre for System Intelligence and Efficiency Centre for E-City Engineering::Electrical and electronic engineering Ventilation System Air Balancing In this paper we propose a novel and easily implementable model-based air balancing method for a ventilation system. The proposed method provides a well-defined form of balancing for a ventilation system, which can be effectively solved. The method follows three procedures: (i) mathematical modeling for duct system which is based on steady-state pressure balance; (ii) model parameters identification by supervised machine learning; (iii) determination of damper positions based on the model. The performance of this method is validated through testing in a duct testbed with five terminals. The results show that the final flow rates in all terminals match with the desired values with no more than 6.8% relative error. NRF (Natl Research Foundation, S’pore) 2020-06-05T02:54:28Z 2020-06-05T02:54:28Z 2018 Journal Article Jing, G., Cai, W., Zhai, D., Liu, S., & Cui, C. (2018). A model-based air balancing method of a ventilation system. Energy & Building, 174, 506-512. doi:10.1016/j.enbuild.2018.06.044 0378-7788 https://hdl.handle.net/10356/141223 10.1016/j.enbuild.2018.06.044 2-s2.0-85049950184 174 506 512 en Energy & Buildings © 2018 Elsevier B.V. All rights reserved. |
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Engineering::Electrical and electronic engineering Ventilation System Air Balancing Jing, Gang Cai, Wenjian Zhai,Deqing Liu, Shuai Cui, Can A model-based air balancing method of a ventilation system |
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In this paper we propose a novel and easily implementable model-based air balancing method for a ventilation system. The proposed method provides a well-defined form of balancing for a ventilation system, which can be effectively solved. The method follows three procedures: (i) mathematical modeling for duct system which is based on steady-state pressure balance; (ii) model parameters identification by supervised machine learning; (iii) determination of damper positions based on the model. The performance of this method is validated through testing in a duct testbed with five terminals. The results show that the final flow rates in all terminals match with the desired values with no more than 6.8% relative error. |
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School of Electrical and Electronic Engineering |
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School of Electrical and Electronic Engineering Jing, Gang Cai, Wenjian Zhai,Deqing Liu, Shuai Cui, Can |
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Article |
author |
Jing, Gang Cai, Wenjian Zhai,Deqing Liu, Shuai Cui, Can |
author_sort |
Jing, Gang |
title |
A model-based air balancing method of a ventilation system |
title_short |
A model-based air balancing method of a ventilation system |
title_full |
A model-based air balancing method of a ventilation system |
title_fullStr |
A model-based air balancing method of a ventilation system |
title_full_unstemmed |
A model-based air balancing method of a ventilation system |
title_sort |
model-based air balancing method of a ventilation system |
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2020 |
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https://hdl.handle.net/10356/141223 |
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1681057363312771072 |