Title :
A fuzzy rule-based approach for water quality assessment in the distribution network
Author :
Aghaarabi, Elaheh ; Aminravan, Farzad ; Sadiq, Rehan ; Hoorfar, Mina ; Najjaran, Homayoun ; Rodriguez, Manuel J.
Author_Institution :
Sch. of Eng., Univ. of British Columbia, Vancouver, BC, Canada
Abstract :
In this paper, a fuzzy rule-based system with final evidential aggregation is proposed to perform the relative quality assessment of drinking water in the water distribution network (WDN). Partially reliable sensor measurements, incomplete assessments as well as subjective information on water quality parameters (WQP) introduce uncertainty to the water quality assessment process. Historical data recorded in a network are categorized into two groups including microbial and physicochemical parameters. Then, separate rule bases are developed to define microbial and physicochemical aspects of water quality. The distributed assessments of the water quality that result from two rule bases are aggregated using a fuzzy evidential reasoning algorithm. The proposed inference engine provides a decision support tool, which aids the decision makers to come up with management policies based on hundreds of water quality monitoring records. Statistical data on WQPs at fifty-two sampling locations of Quebec City main WDN were used to test the performance of the proposed framework.
Keywords :
case-based reasoning; fuzzy set theory; water quality; water supply; decision support tool; drinking water quality assessment; fuzzy evidential reasoning algorithm; fuzzy rule based system; historical data; inference engine; management policies; reliable sensor measurements; statistical data; water distribution network; water quality assessment process; water quality microbial aspects; water quality monitoring records; water quality parameters; water quality physicochemical aspects; Cities and towns; Cognition; Fuzzy sets; Pollution measurement; Pragmatics; Quality assessment; Water pollution;
Conference_Titel :
IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), 2013 Joint
Conference_Location :
Edmonton, AB
DOI :
10.1109/IFSA-NAFIPS.2013.6608562