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We consider the synthesis of control policies for probabilistic systems, modeled by Markov decision processes, operating in partially known environments with temporal logic specifications. The environment is modeled by a set of Markov…

计算机科学中的逻辑 · 计算机科学 2012-03-07 Tichakorn Wongpiromsarn , Emilio Frazzoli

We present the first study of non-deterministic weighted automata under probabilistic semantics. In this semantics words are random events, generated by a Markov chain, and functions computed by weighted automata are random variables. We…

形式语言与自动机理论 · 计算机科学 2019-11-01 Jakub Michaliszyn , Jan Otop

Probabilistic model checking for systems with large or unbounded state space is a challenging computational problem in formal modelling and its applications. Numerical algorithms require an explicit representation of the state space, while…

计算机科学中的逻辑 · 计算机科学 2018-06-12 Dimitrios Milios , Guido Sanguinetti , David Schnoerr

Markov automata combine non-determinism, probabilistic branching, and exponentially distributed delays. This compositional variant of continuous-time Markov decision processes is used in reliability engineering, performance evaluation and…

计算机科学中的逻辑 · 计算机科学 2017-05-11 Tim Quatmann , Sebastian Junges , Joost-Pieter Katoen

We propose a new abstract formalism for probabilistic timed systems, Parametric Interval Probabilistic Timed Automata, based on an extension of Parametric Timed Automata and Interval Markov Chains. In this context, we consider the…

形式语言与自动机理论 · 计算机科学 2019-06-13 Étienne André , Benoît Delahaye , Paulin Fournier

In this paper, we propose a new logic for expressing and reasoning about probabilistic hyperproperties. Hyperproperties characterize the relation between different independent executions of a system. Probabilistic hyperproperties express…

计算机科学中的逻辑 · 计算机科学 2018-04-06 Erika Abraham , Borzoo Bonakdarpour

Clock-dependent probabilistic timed automata extend classical timed automata with discrete probabilistic choice, where the probabilities are allowed to depend on the exact values of the clocks. Previous work has shown that the quantitative…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Jeremy Sproston

We study decidability of verification problems for timed automata extended with unbounded discrete data structures. More detailed, we extend timed automata with a pushdown stack. In this way, we obtain a strong model that may for instance…

计算机科学中的逻辑 · 计算机科学 2017-01-11 Karin Quaas

In this paper we prove that all the existing conditional event algebras embed into a three-valued extension of temporal logic of discrete past time, which the authors of this paper have proposed in anothe paper as a general model of…

人工智能 · 计算机科学 2007-05-23 Jerzy Tyszkiewicz , Achim Hoffmann , Arthur Ramer

This article introduces a fully automated verification technique that permits to analyze real-time systems described using a continuous notion of time and a mixture of operational (i.e., automata-based) and descriptive (i.e., logic-based)…

计算机科学中的逻辑 · 计算机科学 2013-08-14 Carlo A. Furia , Matteo Pradella , Matteo Rossi

In this paper we work on (bi)simulation semantics of processes that exhibit both nondeterministic and probabilistic behaviour. We propose a probabilistic extension of the modal mu-calculus and show how to derive characteristic formulae for…

计算机科学中的逻辑 · 计算机科学 2015-05-19 Yuxin Deng , Rob van Glabbeek

Temporal logic rules are often used in control and robotics to provide structured, human-interpretable descriptions of trajectory data. These rules have numerous applications including safety validation using formal methods, constraining…

机器学习 · 计算机科学 2025-04-29 Emi Soroka , Rohan Sinha , Sanjay Lall

Continuous-time Markov decision processes are an important class of models in a wide range of applications, ranging from cyber-physical systems to synthetic biology. A central problem is how to devise a policy to control the system in order…

系统与控制 · 计算机科学 2016-06-01 Ezio Bartocci , Luca Bortolussi , Tomǎš Brázdil , Dimitrios Milios , Guido Sanguinetti

Recent works in Learning-Based Model Predictive Control of dynamical systems show impressive sample complexity performances using criteria from Information Theory to accelerate the learning procedure. However, the sequential exploration…

机器学习 · 计算机科学 2026-02-25 Rémy Hosseinkhan-Boucher , Onofrio Semeraro , Lionel Mathelin

Timed automata are the formal model for real-time systems. Extensions with discrete probabilistic branching have been considered in the literature and successfully applied. Probabilistic timed automata (PTA) do require all branching…

计算机科学中的逻辑 · 计算机科学 2024-03-05 Darion Haase , Joost-Pieter Katoen

Continuous-time Markov processes over finite state-spaces are widely used to model dynamical processes in many fields of natural and social science. Here, we introduce an maximum likelihood estimator for constructing such models from data…

数据分析、统计与概率 · 物理学 2015-07-01 Robert T. McGibbon , Vijay S. Pande

We present a formulation of the problem of probabilistic model checking as one of query evaluation over probabilistic logic programs. To the best of our knowledge, our formulation is the first of its kind, and it covers a rich class of…

计算机科学中的逻辑 · 计算机科学 2012-04-24 Andrey Gorlin , C. R. Ramakrishnan , Scott A. Smolka

Symbolic event recognition systems have been successfully applied to a variety of application domains, extracting useful information in the form of events, allowing experts or other systems to monitor and respond when significant events are…

人工智能 · 计算机科学 2013-08-16 Anastasios Skarlatidis , Georgios Paliouras , Alexander Artikis , George A. Vouros

Sampled semantics of timed automata is a finite approximation of their dense time behavior. While the former is closer to the actual software or hardware systems with a fixed granularity of time, the abstract character of the latter makes…

形式语言与自动机理论 · 计算机科学 2015-07-01 Pavel Krcal , Parosh Aziz Abdulla , Wang Yi

In this short note, we are concerned with the fairness condition "A and B hold almost equally often", which is important for specifying and verifying the correctness of non-terminating processes and protocols. We introduce the logic of…

计算机科学中的逻辑 · 计算机科学 2023-06-05 Thomas Studer