TY - GEN
T1 - Comparison between fixed thresholds and genetic algorithm methods for water quality event detection
AU - Arad, Jonathan
AU - Housh, Mashor
AU - Perelman, Lina
AU - Ostfeld, Avi
PY - 2012
Y1 - 2012
N2 - This study compares two methods of identifying contamination events in water distribution systems. The GA dynamic threshold versus the fixed threshold method which both result in tools designed to provide the decision maker with a comprehensive yet understandable view point of all data available. Results of the comparison show that the GA approach performs better than the fixed threshold method in the identification of contamination events and that the fixed threshold mechanism results in lower false alarms. The sensitivity of the GA is the result of the dynamics of the threshold, while the lower number of false alarms in the fixed thresholds model are due to the constant values of the thresholds. Some pre-determined customized parameters must be set in order for the GA to reflect the utilities view of the water distribution system characteristics.
AB - This study compares two methods of identifying contamination events in water distribution systems. The GA dynamic threshold versus the fixed threshold method which both result in tools designed to provide the decision maker with a comprehensive yet understandable view point of all data available. Results of the comparison show that the GA approach performs better than the fixed threshold method in the identification of contamination events and that the fixed threshold mechanism results in lower false alarms. The sensitivity of the GA is the result of the dynamics of the threshold, while the lower number of false alarms in the fixed thresholds model are due to the constant values of the thresholds. Some pre-determined customized parameters must be set in order for the GA to reflect the utilities view of the water distribution system characteristics.
UR - http://www.scopus.com/inward/record.url?scp=84883108074&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84883108074
SN - 9781627481328
T3 - 14th Water Distribution Systems Analysis Conference 2012, WDSA 2012
SP - 1232
EP - 1244
BT - 14th Water Distribution Systems Analysis Conference 2012, WDSA 2012
T2 - 14th Water Distribution Systems Analysis Conference 2012, WDSA 2012
Y2 - 24 September 2012 through 27 September 2012
ER -