L. Bacaud et al., Bundle methods in stochastic optimal power management: A disaggregated approach using preconditioners, COMPUT OP A, 20(3), 2001, pp. 227-244
A specialized variant of bundle methods suitable for large-scale problems w
ith separable objective is presented. The method is applied to the resoluti
on of a stochastic unit-commitment problem solved by Lagrangian relaxation.
The model includes hydro- as well as thermal-powered plants. Uncertainties
lie in the demand, which evolves in time according to a tree of scenarios.
Dual variables are preconditioned by using probabilities associated to nod
es in the tree The approach is illustrated by numerical results, obtained o
n a model of the French production mix over a time horizon of 10 days and 1
month.