N. Drouin et al., PIECEWISE AFFINE APPROXIMATIONS FOR THE CONTROL OF A ONE-RESERVOIR HYDROELECTRIC SYSTEM, European journal of operational research, 89(1), 1996, pp. 53-69
Citations number
19
Categorie Soggetti
Management,"Operatione Research & Management Science
We analyze the computation of optimal and approximately optimal polici
es for a discrete-time model of a single reservoir whose discharges ge
nerate hydroelectric power. Inflows in successive periods are random v
ariables. Revenue from hydroelectric production is represented by a pi
ecewise linear function. We use the special structure of optimal polic
ies, together with piecewise affine approximations of the optimal retu
rn functions at each stage of dynamic programming, to decrease the com
putational effort by an order of magnitude compared with ordinary valu
e iteration. The method is then used to obtain easily computable lower
and upper bounds on the value function of an optimal policy, and a po
licy whose value function is between the bounds.