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Permissive controller synthesis for probabilistic systems

Abstract:
We propose novel controller synthesis techniques for probabilistic systems modelled using stochastic two-player games: one player acts as a controller, the second represents its environment, and probability is used to capture uncertainty arising due to, for example, unreliable sensors or faulty system components. Our aim is to generate robust controllers that are resilient to unexpected system changes at runtime, and flexible enough to be adapted if additional constraints need to be imposed. We develop a permissive controller synthesis framework, which generates multi-strategies for the controller, offering a choice of control actions to take at each time step. We formalise the notion of permissivity using penalties, which are incurred each time a possible control action is disallowed by a multi-strategy. Permissive controller synthesis aims to generate a multi-strategy that minimises these penalties, whilst guaranteeing the satisfaction of a specified system property. We establish several key results about the optimality of multi-strategies and the complexity of synthesising them. Then, we develop methods to perform permissive controller synthesis using mixed integer linear programming and illustrate their effectiveness on a selection of case studies.
Publication status:
Accepted
Peer review status:
Peer reviewed

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Institution:
University of Oxford
Oxford college:
Kellogg College
Role:
Author
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Institution:
University of Oxford
Oxford college:
Trinity College
Role:
Author
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Department:
Computer Science
Role:
Author
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Institution:
University of Oxford
Oxford college:
Wolfson College
Role:
Author


Journal:
Logical Methods in Computer Science More from this journal
Acceptance date:
2015-04-09
ISSN:
1860-5974


Language:
English
UUID:
uuid:2789a1a9-126b-43f0-923c-02904b9417eb
Deposit date:
2015-04-23


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