Journées de l'optimisation 2024
HEC Montréal, Québec, Canada, 6 — 8 mai 2024
Plénière/Plenary 2
6 mai 2024 14h00 – 15h00
Salle: Amphithéâtre Banque Nationale
Présidée par Okan Arslan
1 présentation
-
14h00 - 15h00
The L-Shaped Method for Stochastic Programs with Decision-Dependent Uncertainty
We begin with a discussion of agribusiness and how optimization can play a role in planning its supply chain operations. We then discuss an optimization problem for one of those operations that is in use in practice and inspired the production planning problem considered in this research. In this problem, both the demand for finished goods of products is uncertain as well as the production yields at facilities that make those products. Further, the uncertainty in production yields is endogenous as it depends in part on production amounts at facilities. We present a simple technique for modeling endogenous uncertainty in this context and an adaptation of the L-shaped method to solve the resulting model. We finish with an overview of generalizing this modeling technique to other problems.