Reachability analysis for incomplete networks of Markov decision processes

Ralf Wimmer; Ernst Moritz Hahn; Holger Hermanns; Bernd Becker

doi:10.1109/MEMCOD.2011.5970522

Reachability analysis for incomplete networks of Markov decision processes

Ralf Wimmer, Ernst Moritz Hahn, Holger Hermanns, Bernd Becker

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

Assume we have a network of discrete-time Markov decision processes (MDPs) which synchronize via common actions. We investigate how to compute probability measures in case the structure of some of the component MDPs (so-called blackbox MDPs) is not known. We then extend this computation to work on networks of MDPs that share integer data variables of finite domain. We use a protocol which spreads information within a network as a case study to show the feasibility and effectiveness of our approach.

Original language	English
Title of host publication	9th IEEE/ACM International Conference on Formal Methods and Models for Codesign, MEMOCODE 2011, Cambridge, UK, 11-13 July, 2011
Pages	151-160
Number of pages	10
DOIs	https://doi.org/10.1109/MEMCOD.2011.5970522
Publication status	Published - 2011
Externally published	Yes

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10.1109/MEMCOD.2011.5970522

https://doi.org/10.1109/MEMCOD.2011.5970522

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title = "Reachability analysis for incomplete networks of Markov decision processes",

abstract = "Assume we have a network of discrete-time Markov decision processes (MDPs) which synchronize via common actions. We investigate how to compute probability measures in case the structure of some of the component MDPs (so-called blackbox MDPs) is not known. We then extend this computation to work on networks of MDPs that share integer data variables of finite domain. We use a protocol which spreads information within a network as a case study to show the feasibility and effectiveness of our approach.",

author = "Ralf Wimmer and Hahn, \{Ernst Moritz\} and Holger Hermanns and Bernd Becker",

year = "2011",

doi = "10.1109/MEMCOD.2011.5970522",

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Reachability analysis for incomplete networks of Markov decision processes. / Wimmer, Ralf; Hahn, Ernst Moritz; Hermanns, Holger et al.
9th IEEE/ACM International Conference on Formal Methods and Models for Codesign, MEMOCODE 2011, Cambridge, UK, 11-13 July, 2011. 2011. p. 151-160.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

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AU - Wimmer, Ralf

AU - Hahn, Ernst Moritz

AU - Hermanns, Holger

AU - Becker, Bernd

PY - 2011

Y1 - 2011

N2 - Assume we have a network of discrete-time Markov decision processes (MDPs) which synchronize via common actions. We investigate how to compute probability measures in case the structure of some of the component MDPs (so-called blackbox MDPs) is not known. We then extend this computation to work on networks of MDPs that share integer data variables of finite domain. We use a protocol which spreads information within a network as a case study to show the feasibility and effectiveness of our approach.

AB - Assume we have a network of discrete-time Markov decision processes (MDPs) which synchronize via common actions. We investigate how to compute probability measures in case the structure of some of the component MDPs (so-called blackbox MDPs) is not known. We then extend this computation to work on networks of MDPs that share integer data variables of finite domain. We use a protocol which spreads information within a network as a case study to show the feasibility and effectiveness of our approach.

U2 - 10.1109/MEMCOD.2011.5970522

DO - 10.1109/MEMCOD.2011.5970522

M3 - Conference contribution

SP - 151

EP - 160

BT - 9th IEEE/ACM International Conference on Formal Methods and Models for Codesign, MEMOCODE 2011, Cambridge, UK, 11-13 July, 2011

ER -

Reachability analysis for incomplete networks of Markov decision processes

Abstract

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