Title :
On the Relations between Lumpability and Reversibility
Author :
Marin, Andrea ; Rossi, Sabina
Author_Institution :
DAIS, Univ. Ca´ Foscari Venezia, Venice, Italy
Abstract :
In the literature devoted to the efficient solution of Continuous Time Markov Chains (CTMCs) the notions of lump ability and reversibility have a central role. In the context of lump able Markov chains several definitions have been introduced: strong, exact and strict, just to mention a few of them. On the side of the analysis of reversible CTMCs the research community has shown great interest in the application of this notion with the aim of efficiently computing the stationary distribution of large models (e.g., obtained by composition of several processes). In this paper we show for the first time the relations between the above mentioned notions of lump ability and the concept of reversibility. The major outcome of our research is proving a strong connection between the notion of strict lump ability and that of reversibility.
Keywords :
Markov processes; computer network performance evaluation; CTMC; continuous time Markov chains; large models stationary distribution; lumpability; performance evaluation; reversibility; Analytical models; Computational modeling; Generators; Markov processes; Space stations; Steady-state; Markov chains; lumping; reversibility;
Conference_Titel :
Modelling, Analysis & Simulation of Computer and Telecommunication Systems (MASCOTS), 2014 IEEE 22nd International Symposium on
Conference_Location :
Paris
DOI :
10.1109/MASCOTS.2014.59