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Development of the system to predict the absorption coefficient of the classroom acoustic using modified Zernike moments and Radial Basic Function (RBF)


Article Information

Title: Development of the system to predict the absorption coefficient of the classroom acoustic using modified Zernike moments and Radial Basic Function (RBF)

Authors: Mohamad Hafiz Abu Bakar, Fathin Liyana Zainudin, Abd Kadir Mahamad, Sharifah Saon, Musli Nizam Yahya

Journal: ARPN Journal of Engineering and Applied Sciences

HEC Recognition History
Category From To
Y 2023-07-01 2024-09-30
Y 2022-07-01 2023-06-30
Y 2021-07-01 2022-06-30
X 2020-07-01 2021-06-30

Publisher: Khyber Medical College, Peshawar

Country: Pakistan

Year: 2016

Volume: 11

Issue: 20

Language: English

Keywords: absorption coefficientmodified Zernike momentsRadial Basic Function (RBF)

Categories

Abstract

The development of a system to predict absorption coefficient using modified Zernike moments and Radial Basic Function (RBF) for classroom is a system based on the system developed using Matlab simulation. This project is designed to predict the absorption coefficient of the surface material and reverberation time in the classroom s for wall concrete, floors and ceilings. In this project, the modified Zernike moments of image processing is applied to extract image features. RBF is used to identify the absorption coefficient of the material. For the reverberation time, Sabine equation is used to calculate the reverberation time for model dimension and reverberation time of the classroom at UTHM. In addition, Matlab Graphical User Interface (GUI) was developed in order to determine the effectiveness of this system. The proposed system has been trained with 200 samples of surface materials from 10 classrooms in UTHM. The system is tested with 30 samples of surface material images, in which the surface has never been tested using the system created before. The results of predicting the absorption coefficient can predict almost 90% accurately. To sum up, the developed system can predict the absorption coefficient and the reverberation time of classroom at UTHM.


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