TY - JOUR
T1 - Uncertainty quantification of pressure-driven analysis for water distribution network modeling
AU - Lee, Ho Min
AU - Yoo, Do Guen
AU - Kang, Doosun
AU - Jun, Hwandon
AU - Kim, Joong Hoon
N1 - Publisher Copyright:
© IWA Publishing 2016.
PY - 2016/6
Y1 - 2016/6
N2 - The hydraulic analysis of water distribution networks (WDNs) is divided into two approaches: namely, a demand-driven analysis (DDA) and a pressure-driven analysis (PDA). In the DDA, the basic assumption is that the nodal demand is fully supplied irrespective of the nodal pressure, which is mainly suitable for normal operating conditions. However, in abnormal conditions, such as pipe failures or unexpected increase in demand, the DDA approach may cause unrealistic results, such as negative pressure. To address the shortcomings of DDA, PDA has been considered in a number of studies. For PDA, however, the head-outflow relation (HOR) should be given, which is known to contain a high degree of uncertainty. Here, the DDA-based simulator, EPANET2 was modified to develop a PDA model simulating pressure deficient conditions and a Monte Carlo simulation (MCS) was performed to consider the quantitative uncertainty in HOR. The developed PDA model was applied to two networks (a well-known benchmark system and a real-life WDN) and the results showed that the proposed model is superior to other reported models when dealing with negative pressure under abnormal conditions. In addition, the MCS-based sensitivity analysis presents the ranges of pressure and available discharge, quantifying service reliability of water networks.
AB - The hydraulic analysis of water distribution networks (WDNs) is divided into two approaches: namely, a demand-driven analysis (DDA) and a pressure-driven analysis (PDA). In the DDA, the basic assumption is that the nodal demand is fully supplied irrespective of the nodal pressure, which is mainly suitable for normal operating conditions. However, in abnormal conditions, such as pipe failures or unexpected increase in demand, the DDA approach may cause unrealistic results, such as negative pressure. To address the shortcomings of DDA, PDA has been considered in a number of studies. For PDA, however, the head-outflow relation (HOR) should be given, which is known to contain a high degree of uncertainty. Here, the DDA-based simulator, EPANET2 was modified to develop a PDA model simulating pressure deficient conditions and a Monte Carlo simulation (MCS) was performed to consider the quantitative uncertainty in HOR. The developed PDA model was applied to two networks (a well-known benchmark system and a real-life WDN) and the results showed that the proposed model is superior to other reported models when dealing with negative pressure under abnormal conditions. In addition, the MCS-based sensitivity analysis presents the ranges of pressure and available discharge, quantifying service reliability of water networks.
KW - Hydraulic analysis
KW - Pressure-driven analysis
KW - Uncertainty analysis
KW - Water distribution network
UR - http://www.scopus.com/inward/record.url?scp=84979516928&partnerID=8YFLogxK
U2 - 10.2166/ws.2015.168
DO - 10.2166/ws.2015.168
M3 - Article
AN - SCOPUS:84979516928
SN - 1606-9749
VL - 16
SP - 599
EP - 610
JO - Water Science and Technology: Water Supply
JF - Water Science and Technology: Water Supply
IS - 3
ER -