Title :
An application of Independent Component Analysis method for estimating the quality level of water using optical tomography
Author :
Khairi, Mohd Taufiq Mohd ; Ibrahim, Shadi ; Md Yunus, Mohd Amri ; Sulaiman, Mohd Najmi Mohd
Author_Institution :
Dept. of Control & Mechatron. Eng., Univ. Teknol. Malaysia, Skudai, Malaysia
Abstract :
This paper presents an investigation on the design of an optical tomography system for monitoring the water quality in the pipeline. The Independent Component Analysis (ICA) method has been utilised in this system in order to get the turbidity material (M) which represents the quality and the darkness of water. Comparison has been made between 3 litres of pure water samples and contaminated water samples in terms of average values (K) that related to turbidity material (M) on the 18 × 18 pixel tomogram. The sample of contaminated water is provided by adding 35 millilitres (ml) of food colouring into the pure water. Eighteen transmitters and eighteen receivers have been installed around the pipe whose outputs were then inputted into signal conditioning circuit and data acquisition system for data analysing process. The result has revealed that the system has the potential to contribute in the field of water quality monitoring or water treatment process.
Keywords :
contamination; environmental monitoring (geophysics); independent component analysis; level control; optical tomography; pipelines; turbidity; water quality; water treatment; ICA method; contaminated water; data acquisition system; data analysing process; food colouring; independent component analysis; optical tomography system design; pipeline; pure water; receivers; signal conditioning circuit; tomogram; transmitters; turbidity material; water darkness; water quality level estimation; water quality monitoring; water treatment process; Materials; Optical sensors; Optical transmitters; Receivers; Water pollution; Independent component analysis; optical tomography; turbidity material; water quality;
Conference_Titel :
Control and System Graduate Research Colloquium (ICSGRC), 2013 IEEE 4th
Conference_Location :
Shah Alam
Print_ISBN :
978-1-4799-0550-8
DOI :
10.1109/ICSGRC.2013.6653267