Mo. Hongler et F. Dusonchet, Optimal stopping and Gittins' indices for piecewise deterministic evolution processes, DISCR EVENT, 11(3), 2001, pp. 235-248
Citations number
20
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
DISCRETE EVENT DYNAMIC SYSTEMS-THEORY AND APPLICATIONS
We study the optimal stopping problem for a class of continuous time random
evolutions described by stochastic differential equations with alternating
renewal processes as noise sources. The exact solution of this stopping pr
oblem provides, in explicit form, an expression for the Gittins' indices ne
eded to derive the optimal scheduling of a class of multi-armed bandit prob
lems in continuous time. The underlying random processes to which the bandi
ts' arms obey are random velocity models. Such processes are commonly used
to describe, in the fluid limit, the random production flows delivered by f
ailure prone machines.