Enhancing chiller plant modelling performance through NARX-based feature optimization

Azlee, Zabidi and Mohd Izham, Mohd Jaya and Hasliza, Abu Hassan and Ihsan, Mohd Yassin (2023) Enhancing chiller plant modelling performance through NARX-based feature optimization. In: 8th International Conference on Software Engineering and Computer Systems, ICSECS 2023 , 25-27 August 2023 , Penang. pp. 309-313. (192961). ISBN 979-835031093-1

	Pdf Enhancing chiller plant modelling performance.pdf Restricted to Repository staff only Download (523kB) | Request a copy
Preview	Pdf Enhancing chiller plant modelling performance through NARX-based feature optimization_ABS.pdf Download (241kB) | Preview

Abstract

The research focuses on the modelling chiller plants in air cooling systems of large buildings. The existing evaluation of prediction efficiency and identification of efficient components in chiller plants has been limited. The goal of this research is to develop a methodology for modeling chiller plants by utilizing key parameters from their components. The resulting model accurately simulates the actual chiller plant system and can be used by organizations to predict future events, aiding in preventative maintenance and reducing maintenance costs, especially in critical buildings like hospitals. The research process include compiling the chiller plant's history, simulating the machinery using a regression technique called NARX, selecting crucial parameters using an optimization technique (BPSO), and validating the model. This study enhances our understanding and management capabilities of these important cooling systems by addressing the challenges of efficient modeling and prediction accuracy in chiller plant systems.

Item Type:	Conference or Workshop Item (Lecture)
Additional Information:	Indexed by Scopus
Uncontrolled Keywords:	BPSO; Chiller Plant Modelling; NARX
Subjects:	Q Science > QA Mathematics > QA75 Electronic computers. Computer science Q Science > QA Mathematics > QA76 Computer software T Technology > T Technology (General) T Technology > TA Engineering (General). Civil engineering (General)
Faculty/Division:	Faculty of Computing
Depositing User:	Mr Muhamad Firdaus Janih@Jaini
Date Deposited:	16 Apr 2024 04:07
Last Modified:	16 Apr 2024 04:07
URI:	http://umpir.ump.edu.my/id/eprint/40326
Download Statistic:	View Download Statistics

Actions (login required)

View Item