TY - GEN
T1 - Stochastic optimization for feasibility determination
T2 - 2018 Winter Simulation Conference, WSC 2018
AU - Tsai, Yi An
AU - Pedrielli, Giulia
AU - Mathesen, Logan
AU - Zabinsky, Zelda B.
AU - Huang, Hao
AU - Candelieri, Antonio
AU - Perego, Riccardo
N1 - Publisher Copyright:
© 2018 IEEE
PY - 2019/1/31
Y1 - 2019/1/31
N2 - Water Distribution Networks are a particularly critical infrastructure for the high energy costs and frequent failures. Variable Speed Pumps have been introduced to improve the regulation of water pumps, a key for the overall infrastructure performance. This paper addresses the problem of analyzing the effect of the VSPs regulation on the pressure distribution of a WDN, which is highly correlated to leakages and energy costs. Due to the fact that water network behavior can only be simulated, we formulate the problem as a black box feasibility determination, which we solve with a novel stochastic partitioning algorithm, the Feasibility Set Approximation Probabilistic Branch and Bound, that extends the algorithm previously proposed by two of the authors. We use, as black box, EPANet, a widely adopted hydraulic simulator. The preliminary results, over theoretical functions as well as a water distribution network benchmark case, show the viability and advantages of the proposed approach.
AB - Water Distribution Networks are a particularly critical infrastructure for the high energy costs and frequent failures. Variable Speed Pumps have been introduced to improve the regulation of water pumps, a key for the overall infrastructure performance. This paper addresses the problem of analyzing the effect of the VSPs regulation on the pressure distribution of a WDN, which is highly correlated to leakages and energy costs. Due to the fact that water network behavior can only be simulated, we formulate the problem as a black box feasibility determination, which we solve with a novel stochastic partitioning algorithm, the Feasibility Set Approximation Probabilistic Branch and Bound, that extends the algorithm previously proposed by two of the authors. We use, as black box, EPANet, a widely adopted hydraulic simulator. The preliminary results, over theoretical functions as well as a water distribution network benchmark case, show the viability and advantages of the proposed approach.
UR - http://www.scopus.com/inward/record.url?scp=85062593529&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85062593529&partnerID=8YFLogxK
U2 - 10.1109/WSC.2018.8632513
DO - 10.1109/WSC.2018.8632513
M3 - Conference contribution
AN - SCOPUS:85062593529
T3 - Proceedings - Winter Simulation Conference
SP - 1945
EP - 1956
BT - WSC 2018 - 2018 Winter Simulation Conference
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 9 December 2018 through 12 December 2018
ER -