Title :
Hybrid Limits of Continuous Time Markov Chains
Author :
Bortolussi, Luca
Author_Institution :
Dept. of Math. & Inf., Univ. of Trieste, Trieste, Italy
Abstract :
We consider the behaviour of sequences of Continuous Time Markov Chains (CTMC) based models of systems of interacting entities, for increasing population levels, in situations when some transitions of the system have rates that are discontinuous functions. This can happen, for instance, in presence of guarded actions. In this setting, standard deterministic approximation results do not apply. However, one can still derive a differential equation by syntactic means, de facto defining an hybrid (piecewise-smooth) dynamical system. We prove that the sequence of CTMC converges to the trajectories of this hybrid dynamical system, under (mild) regularity conditions on these limit trajectories.
Keywords :
Markov processes; convergence; differential equations; CTMC convergence; continuous time Markov chains; deterministic approximation; differential equation; hybrid dynamical system; piecewise-smooth dynamical system; Approximation methods; Computational modeling; Differential equations; Markov processes; Servers; Trajectory; Discontinuous Rate Functions; Fluid Approximation; Hybrid Systems; Mean Field; Piecewise Smooth Dynamical Systems;
Conference_Titel :
Quantitative Evaluation of Systems (QEST), 2011 Eighth International Conference on
Conference_Location :
Aachen
Print_ISBN :
978-1-4577-0973-9
DOI :
10.1109/QEST.2011.10