G. Yin et al., Error bounds for occupation measure of singularly perturbed Markov chains including transient states, PROB ENG I, 14(4), 2000, pp. 511-531
Citations number
18
Categorie Soggetti
Engineering Mathematics
Journal title
PROBABILITY IN THE ENGINEERING AND INFORMATIONAL SCIENCES
Motivated by many applications in production planning, system reliability,
queueing networks, and wireless communication, this work is devoted to sing
ularly perturbed Markov chains with finite states. Focusing on nonstationar
y processes with the inclusion of transient states, asymptotic error bounds
of a sequence of suitably scaled occupation measures are derived. The main
tools used include martingales and differential equations. The results are
useful for analyzing structural properties of the underlying Markov chains
and for designing nearly optimal and hierarchical controls of large-scale
and complex systems.