Automata for modeling the distributed probabilistic reversible processes

Arpit and Shafie, A. and Wan Ahmad, W.F. (2014) Automata for modeling the distributed probabilistic reversible processes. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 8321. pp. 122-136.

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Abstract

This paper presents the construction of an automaton termed the Concurrent Probabilistic Reversible Automata (CPRA). It models the distributed systems which exhibit probabilistic behaviour and also relies on backtracking as the basis to make a system fault tolerant. Here, the basic concepts of non-probabilistic automata have been extended by introducing the discrete probabilities on the set of transitions for modelling the probabilistic nature of computing environment. In addition, concurrency has been implemented by defining parallel joint(�) operator dealing with the odds of shared transitions. A memory structure has also been defined to keep track of past transitions in order to facilitate the backtracking without losing the initial computations, which may result in inconsistent states as well. The major contribution of this work can be seen in three aspects: first, defining an automaton to model full non-determinism along with probabilistic characterisation without making any distinctions between states and actions by which some of the previous formalism suffers; second, association of memory with the automata that preserves concurrency during backtracking; third, the implementation of the parallel joint operator to facilitate the concurrency. Although, the full probabilistic analysis of CPRA can be performed by applying the principles of measure theory on the traces of CPRA but it is reported as future work. © Springer International Publishing Switzerland 2014.

Item Type: Article
Impact Factor: cited By 1
Uncontrolled Keywords: Fault tolerant computer systems, Computing environments; Distributed systems; Memory structure; Non Determinism; Non-probabilistic; Probabilistic analysis; Reversible automata; Reversible process, Automata theory
Depositing User: Ms Sharifah Fahimah Saiyed Yeop
Date Deposited: 29 Mar 2022 03:36
Last Modified: 29 Mar 2022 03:36
URI: http://scholars.utp.edu.my/id/eprint/31767

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