Fuzzy Logic Based Controller for Maintaining Human Comfort within Intelligent Building System

This paper presents an intelligent control approach for air handling unit (AHU) which is an integral part of heat, ventilation, and air conditioning (HVAC) system. In the past years various control design for HVAC have been proposed as this system remarkably consumes very high energy. But most of th...

Full description

Bibliographic Details
Main Author: Nasrodin .T. Mustapha, Momoh J. E. Salami, Nazim and M. Nasiri
Format: Article
Language:English
Published: IIUM Press, International Islamic University Malaysia 2012-10-01
Series:International Islamic University Malaysia Engineering Journal
Online Access:http://journals.iium.edu.my/ejournal/index.php/iiumej/article/view/387
id doaj-5f00b68138ff4af6b2e7828ffd7e6c2f
record_format Article
spelling doaj-5f00b68138ff4af6b2e7828ffd7e6c2f2020-11-25T03:53:51ZengIIUM Press, International Islamic University MalaysiaInternational Islamic University Malaysia Engineering Journal1511-788X2289-78602012-10-016210.31436/iiumej.v6i2.387Fuzzy Logic Based Controller for Maintaining Human Comfort within Intelligent Building SystemNasrodin .T. Mustapha, Momoh J. E. Salami, Nazim and M. Nasiri0Department of Mechatronics Engineering, Kulliyyah of Engineering International Islamic University Malaysia, P.O. Box 10, 50728, Kuala Lumpur, Malaysia Abstract:This paper presents an intelligent control approach for air handling unit (AHU) which is an integral part of heat, ventilation, and air conditioning (HVAC) system. In the past years various control design for HVAC have been proposed as this system remarkably consumes very high energy. But most of the proposed designs were focused on the control flow of heat-transfer medium such as chilled or heated water while the importance of the efficient mixture of outdoor and indoor enthalpies is sometimes ignored. These enthalpies invariably determine the best strategy to overcome thermal load in a controlled environment to satisfy human comfort, hence a control design strategy must be able to efficiently regulate the flow and mixture of outdoor and indoor enthalpies by a proper control of AHU dampers and fans. This approach requires sensors to measure temperature and relative humidity of both outdoor and indoor environments. However, unpredictable level of disturbances coming from many sources including heat generated by occupants, electrical items and air leaking and the continuous changes of outdoor enthalpy makes it difficult to model the process. Consequently, conventional controllers are not suitable, hence the use of fuzzy logic controller (FLC) is proposed in this paper. This proposed controller operates in a master and slave control loop so as to control the AHU dampers and fans with adjustable output membership function whilst at the same time a scaling-factor method is used to drive the master operation. To implement the proposed system, a small scale prototype has been designed and fabricated. This prototype is an AHU model which consists of ductwork, temperature and humidity sensors, dampers, air cooling and heating systems. A small box is used as a conditioning space in which a room temperature is measured. The control algorithm is programmed using National Instrument (NI) LabVIEW and executed using NI FieldPoint. Experimental results reveal that proper control of AHU dampers and fans is an effective and practical means to satisfy human comfort with minimum energy consumption. Keywords: Human comfort, Intelligent control, Air handling unit, Adaptive fuzzy logic control http://journals.iium.edu.my/ejournal/index.php/iiumej/article/view/387
collection DOAJ
language English
format Article
sources DOAJ
author Nasrodin .T. Mustapha, Momoh J. E. Salami, Nazim and M. Nasiri
spellingShingle Nasrodin .T. Mustapha, Momoh J. E. Salami, Nazim and M. Nasiri
Fuzzy Logic Based Controller for Maintaining Human Comfort within Intelligent Building System
International Islamic University Malaysia Engineering Journal
author_facet Nasrodin .T. Mustapha, Momoh J. E. Salami, Nazim and M. Nasiri
author_sort Nasrodin .T. Mustapha, Momoh J. E. Salami, Nazim and M. Nasiri
title Fuzzy Logic Based Controller for Maintaining Human Comfort within Intelligent Building System
title_short Fuzzy Logic Based Controller for Maintaining Human Comfort within Intelligent Building System
title_full Fuzzy Logic Based Controller for Maintaining Human Comfort within Intelligent Building System
title_fullStr Fuzzy Logic Based Controller for Maintaining Human Comfort within Intelligent Building System
title_full_unstemmed Fuzzy Logic Based Controller for Maintaining Human Comfort within Intelligent Building System
title_sort fuzzy logic based controller for maintaining human comfort within intelligent building system
publisher IIUM Press, International Islamic University Malaysia
series International Islamic University Malaysia Engineering Journal
issn 1511-788X
2289-7860
publishDate 2012-10-01
description This paper presents an intelligent control approach for air handling unit (AHU) which is an integral part of heat, ventilation, and air conditioning (HVAC) system. In the past years various control design for HVAC have been proposed as this system remarkably consumes very high energy. But most of the proposed designs were focused on the control flow of heat-transfer medium such as chilled or heated water while the importance of the efficient mixture of outdoor and indoor enthalpies is sometimes ignored. These enthalpies invariably determine the best strategy to overcome thermal load in a controlled environment to satisfy human comfort, hence a control design strategy must be able to efficiently regulate the flow and mixture of outdoor and indoor enthalpies by a proper control of AHU dampers and fans. This approach requires sensors to measure temperature and relative humidity of both outdoor and indoor environments. However, unpredictable level of disturbances coming from many sources including heat generated by occupants, electrical items and air leaking and the continuous changes of outdoor enthalpy makes it difficult to model the process. Consequently, conventional controllers are not suitable, hence the use of fuzzy logic controller (FLC) is proposed in this paper. This proposed controller operates in a master and slave control loop so as to control the AHU dampers and fans with adjustable output membership function whilst at the same time a scaling-factor method is used to drive the master operation. To implement the proposed system, a small scale prototype has been designed and fabricated. This prototype is an AHU model which consists of ductwork, temperature and humidity sensors, dampers, air cooling and heating systems. A small box is used as a conditioning space in which a room temperature is measured. The control algorithm is programmed using National Instrument (NI) LabVIEW and executed using NI FieldPoint. Experimental results reveal that proper control of AHU dampers and fans is an effective and practical means to satisfy human comfort with minimum energy consumption. Keywords: Human comfort, Intelligent control, Air handling unit, Adaptive fuzzy logic control
url http://journals.iium.edu.my/ejournal/index.php/iiumej/article/view/387
work_keys_str_mv AT nasrodintmustaphamomohjesalaminazimandmnasiri fuzzylogicbasedcontrollerformaintaininghumancomfortwithinintelligentbuildingsystem
_version_ 1724476330405265408