N. Chan, PARTIAL INFEASIBILITY METHOD FOR CHANCE-CONSTRAINED AQUIFER MANAGEMENT, Journal of water resources planning and management, 120(1), 1994, pp. 70-89
A pump-and-treat system of extraction wells is modeled to create a hyd
raulic capture zone to immobilize a plume of contaminants in a confine
d aquifer with uncertain hydraulic transmissivity. The stochastic appr
oach is used to model the transmissivity as a random field and to gene
rate random realizations of the field. The linear-response-matrix meth
od is used to address a joint chance-constrained optimization problem
in which constraints on velocities must be simultaneously satisfied wi
th high probability. In the literature, the multiple-realization appro
ach provides a robust solution but does not allow for prespecification
of a desired reliability. We develop a partial-infeasibility method,
in which the pumping strategy is obtained through heuristic methods th
at require the designed reliability level to be satisfied for a traini
ng set consisting of multiple realizations of the uncertain transmissi
vity. Empirical Monte Carlo testing shows that as the size of the trai
ning set increases, the actual reliability approaches the design crite
rion. Thus, the method combines the intuitive appeal of the multiple-r
ealization method with the ability to prescribe a desired reliability
level.