Decomposition of large‐scale stochastic optimal control problems

Decomposition of large‐scale stochastic optimal control problems

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Article ID: iaor20112575
Volume: 44
Issue: 3
Start Page Number: 167
End Page Number: 183
Publication Date: Jul 2010
Journal: RAIRO - Operations Research
Authors: , ,
Keywords: heuristics
Abstract:

In this paper, we present an Uzawa‐based heuristic that is adapted to certain type of stochastic optimal control problems. More precisely, we consider dynamical systems that can be divided into small‐scale subsystems linked through a static almost sure coupling constraint at each time step. This type of problem is common in production/portfolio management where subsystems are, for instance, power units, and one has to supply a stochastic power demand at each time step. We outline the framework of our approach and present promising numerical results on a simplified power management problem.

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