DocumentCode :
2315196
Title :
On-line monitoring of oil in water using transmitted-scattered lights and clustering-based hierarchical TSK fuzzy systems
Author :
Baek, Gyeongdong ; Cho, Jaewoo ; Choi, Moon-Ho ; Kim, Sungshin
Author_Institution :
Sch. of Electr. Eng., Pusan Nat. Univ., Busan, South Korea
fYear :
2010
fDate :
18-23 July 2010
Firstpage :
1
Lastpage :
8
Abstract :
This paper presents an online content prediction system of oil in water using transmitted-scattered lights and clustering based hierarchical Takagi-Sugeno-Kang (TSK) fuzzy systems. The measurement of transmitted-scattered lights would be suggested with methods that it can use rapidly, continuously, conveniently, and accurately. TSK fuzzy systems offer the prediction model that is the conversion of non-linear dynamic light intensities into oil content. The proposed clustering based hierarchical TSK fuzzy system is evaluated using measured light of oily water. When compared to the conventional adaptive network-based fuzzy inference system and proposed models, the developed method exhibits results with high accuracy and smaller size of fuzzy rules. This measurement method and prediction model would be applied oil discharge monitoring control equipment in oil tanker vessels.
Keywords :
adaptive systems; computerised monitoring; fuzzy reasoning; fuzzy set theory; fuzzy systems; hierarchical systems; light scattering; oil drilling; TSK fuzzy system; Takagi-Sugeno-Kang; adaptive system; fuzzy rule; hierarchical system; network-based fuzzy inference system; nonlinear dynamic light intensity; oil content; oil discharge monitoring control; oil tanker vessel; oily water; online monitoring; transmitted-scattered light; Computational modeling; Control systems; Fuzzy systems; Petroleum; Pollution measurement; Predictive models; Training;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems (FUZZ), 2010 IEEE International Conference on
Conference_Location :
Barcelona
ISSN :
1098-7584
Print_ISBN :
978-1-4244-6919-2
Type :
conf
DOI :
10.1109/FUZZY.2010.5584851
Filename :
5584851
Link To Document :
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