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We present metrics for measuring the similarity of states in a finite Markov decision process (MDP). The formulation of our metrics is based on the notion of bisimulation for MDPs, with an aim towards solving discounted infinite horizon…

人工智能 · 计算机科学 2012-07-19 Norman Ferns , Prakash Panangaden , Doina Precup

Cyber-physical systems often encompass complex concurrent behavior with timing constraints and probabilistic failures on demand. The analysis whether such systems with probabilistic timed behavior ad-here to a given specification is…

软件工程 · 计算机科学 2021-06-17 Sven Schneider , Maria Maximova , Holger Giese

We investigate the satisfiability and finite satisfiability problem for probabilistic computation-tree logic (PCTL) where operators are not restricted by any step bounds. We establish decidability for several fragments containing…

计算机科学中的逻辑 · 计算机科学 2018-07-02 Jan Křetínský , Alexej Rotar

State-space models can be used to incorporate subject knowledge on the underlying dynamics of a time series by the introduction of a latent Markov state-process. A user can specify the dynamics of this process together with how the state…

统计计算 · 统计学 2017-09-14 Paul Fearnhead , Hans Künsch

The aim of this paper is to study differential and spectral properties of the infinitesimal operator of two dimensional Markov processes with diffusion and discrete components. The infinitesimal operator is now a second-order differential…

经典分析与常微分方程 · 数学 2011-07-20 Manuel D. de la Iglesia

We design temporal description logics suitable for reasoning about temporal conceptual data models and investigate their computational complexity. Our formalisms are based on DL-Lite logics with three types of concept inclusions (ranging…

计算机科学中的逻辑 · 计算机科学 2014-05-05 Alessandro Artale , Roman Kontchakov , Vladislav Ryzhikov , Michael Zakharyaschev

We introduce a framework for reasoning about the security of computer systems using modal logic. This framework is sufficiently expressive to capture a variety of known security properties, while also being intuitive and independent of…

密码学与安全 · 计算机科学 2023-09-19 Matvey Soloviev , Musard Balliu , Roberto Guanciale

Verification of temporal logic properties plays a crucial role in proving the desired behaviors of continuous systems. In this paper, we propose an interval method that verifies the properties described by a bounded signal temporal logic.…

计算机科学中的逻辑 · 计算机科学 2016-02-09 Daisuke Ishii , Naoki Yonezaki , Alexandre Goldsztejn

While model checking PCTL for Markov chains is decidable in polynomial-time, the decidability of PCTL satisfiability, as well as its finite model property, are long standing open problems. While general satisfiability is an intriguing…

计算机科学中的逻辑 · 计算机科学 2015-03-20 Nathalie Bertrand , John Fearnley , Sven Schewe

We consider the notion of resilience for cyber-physical systems, that is, the ability of the system to withstand adverse events while maintaining acceptable functionality. We use finite temporal logic to express the requirements on the…

系统与控制 · 电气工程与系统科学 2024-05-01 Adnane Saoud , Pushpak Jagtap , Sadegh Soudjani

In this work, we propose a Model Predictive Control (MPC) formulation incorporating two distinct horizons: a prediction horizon and a constraint horizon. This approach enables a deeper understanding of how constraints influence key system…

系统与控制 · 电气工程与系统科学 2025-03-25 Allan Andre Do Nascimento , Han Wang , Antonis Papachristodoulou , Kostas Margellos

A new construction of an absorbing boundary condition for indefinite Helmholtz problems on unbounded domains is presented. This construction is based on a near-best uniform rational interpolant of the inverse square root function on the…

数值分析 · 数学 2015-07-23 Vladimir Druskin , Stefan Güttel , Leonid Knizhnerman

We present a formalisation of finite Markov decision processes with rewards in the Isabelle theorem prover. We focus on the foundations required for dynamic programming and the use of reinforcement learning agents over such processes. In…

计算机科学中的逻辑 · 计算机科学 2021-12-14 Mark Chevallier , Jacques Fleuriot

We consider a risk-sensitive continuous-time Markov decision process over a finite time duration. Under the conditions that can be satisfied by unbounded transition and cost rates, we show the existence of an optimal policy, and the…

最优化与控制 · 数学 2018-11-29 Xin Guo , Qiuli Liu , Yi Zhang

A continuous-time Markov chain (CTMC) execution is a continuous class of probability distributions over states. This paper proposes a probabilistic linear-time temporal logic, namely continuous-time linear logic (CLL), to reason about the…

计算机科学中的逻辑 · 计算机科学 2022-04-15 Ji Guan , Nengkun Yu

We develop model checking algorithms for Temporal Stream Logic (TSL) and Hyper Temporal Stream Logic (HyperTSL) modulo theories. TSL extends Linear Temporal Logic (LTL) with memory cells, functions and predicates, making it a convenient and…

计算机科学中的逻辑 · 计算机科学 2023-03-28 Bernd Finkbeiner , Hadar Frenkel , Jana Hofmann , Janine Lohse

This paper concerns discrete-time infinite-horizon stochastic control systems with Borel state and action spaces and universally measurable policies. We study optimization problems on strategic measures induced by the policies in these…

最优化与控制 · 数学 2023-12-22 Huizhen Yu

We present metrics for measuring state similarity in Markov decision processes (MDPs) with infinitely many states, including MDPs with continuous state spaces. Such metrics provide a stable quantitative analogue of the notion of…

人工智能 · 计算机科学 2012-07-09 Norman Ferns , Prakash Panangaden , Doina Precup

We develop a timeout based extension of propositional linear temporal logic (which we call TLTL) to specify timing properties of timeout based models of real time systems. TLTL formulas explicitly refer to a running global clock together…

计算机科学中的逻辑 · 计算机科学 2010-12-20 Janardan Misra , Suman Roy

Mission-time Linear Temporal Logic (MLTL) is rapidly increasing in popularity as a specification logic, e.g., for runtime verification and model checking, driving a need for a trustworthy tool base for analyzing MLTL. In this work, we…

计算机科学中的逻辑 · 计算机科学 2025-03-03 Katherine Kosaian , Zili Wang , Elizabeth Sloan , Kristin Rozier