A model-based air balancing method of a ventilation system

被引:30
作者
Jing, Gang [1 ]
Cai, Wenjian [2 ]
Zhai, Deqing [2 ]
Liu, Shuai [3 ]
Cui, Can [2 ]
机构
[1] Shandong Jiaotong Univ, Sch Tansportat & Logist Engn, Jinan 250023, Shandong, Peoples R China
[2] Nanyang Technol Univ, EXQUISITUS, Ctr E City, Sch Elect & Elect Engn, 50 Nanyang Ave, Singapore 639798, Singapore
[3] Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R China
基金
新加坡国家研究基金会;
关键词
Ventilation system; Air balancing; Model-based method; Parameter identification; Optimization; Experiment; PREDICTIVE CONTROL; ALGORITHMS;
D O I
10.1016/j.enbuild.2018.06.044
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
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. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:506 / 512
页数:7
相关论文
共 32 条
[1]   Review of modeling methods for HVAC systems [J].
Afram, Abdul ;
Janabi-Sharifi, Farrokh .
APPLIED THERMAL ENGINEERING, 2014, 67 (1-2) :507-519
[2]   Theory and applications of HVAC control systems - A review of model predictive control (MPC) [J].
Afram, Abdul ;
Janabi-Sharifi, Farrokh .
BUILDING AND ENVIRONMENT, 2014, 72 :343-355
[3]   Estimation of pump operational state with model-based methods [J].
Ahonen, Tero ;
Tamminen, Jussi ;
Ahola, Jero ;
Viholainen, Juha ;
Aranto, Niina ;
Kestila, Juha .
ENERGY CONVERSION AND MANAGEMENT, 2010, 51 (06) :1319-1325
[4]  
[Anonymous], 2001, ASHRAE Fundamentals Handbook, P111
[5]  
[Anonymous], 2011, ASHRAE HDB HEAT VENT
[6]  
ASHRAE, 2008, ASHRAE DUCT FITT DAT
[7]   A survey on multi-output regression [J].
Borchani, Hanen ;
Varando, Gherardo ;
Bielza, Concha ;
Larranaga, Pedro .
WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, 2015, 5 (05) :216-233
[8]   Fan-independent air balancing method based on computation model of air duct system [J].
Chen, Haoran ;
Cai, Wenjian ;
Chen, Can .
BUILDING AND ENVIRONMENT, 2016, 105 :295-306
[9]   Model-based method for testing, adjusting and balancing of HVAC duct system [J].
Chen, Haoran ;
Cai, Wenjian ;
Chen, Can .
ENERGY AND BUILDINGS, 2016, 126 :498-507
[10]   Balancing adjustment of exhaust duct system using feedback simulation method [J].
Chen, HJ ;
Wang, DWP ;
Chen, SL .
APPLIED THERMAL ENGINEERING, 2006, 26 (5-6) :463-470