Temporal logic guided safe model-based reinforcement learning: A hybrid systems approach

MH Cohen, Z Serlin, K Leahy, C Belta - Nonlinear Analysis: Hybrid Systems, 2023 - Elsevier
This paper studies the problem of synthesizing control policies for uncertain continuous-time
nonlinear systems from linear temporal logic (LTL) specifications using model-based …

Mixed integer linear programming approach for control synthesis with weighted signal temporal logic

GA Cardona, D Kamale, CI Vasile - Proceedings of the 26th ACM …, 2023 - dl.acm.org
This work presents an optimization-based control synthesis approach for an extension of
Signal Temporal Logic (STL) called weighted Signal Temporal Logic (wSTL). wSTL was …

[图书][B] Adaptive and Learning-Based Control of Safety-Critical Systems

M Cohen, C Belta - 2023 - Springer
The rising levels of autonomy exhibited by complex cyber-physical systems have brought
questions related to safety and adaptation to the forefront of the minds of controls and …

Compositional synthesis of control barrier certificates for networks of stochastic systems against ω-regular specifications

M Anand, A Lavaei, M Zamani - Nonlinear Analysis: Hybrid Systems, 2024 - Elsevier
This paper is concerned with a compositional scheme for the construction of control barrier
certificates for interconnected discrete-time stochastic systems. The main objective is to …

Model-based reinforcement learning for approximate optimal control with temporal logic specifications

MH Cohen, C Belta - Proceedings of the 24th International Conference …, 2021 - dl.acm.org
In this paper we study the problem of synthesizing optimal control policies for uncertain
continuous-time nonlinear systems from syntactically co-safe linear temporal logic (scLTL) …

Preferences on partial satisfaction using weighted signal temporal logic specifications

GA Cardona, CI Vasile - 2023 European Control Conference …, 2023 - ieeexplore.ieee.org
This work presents partial satisfaction control synthesis over an extension of Weighted
Signal Temporal Logic wSTL called wSTL+. The new specification language wSTL+ …

Necessary and Sufficient Conditions for Satisfying Linear Temporal Logic Constraints Using Control Barrier Certificates

L Niu, A Clark, R Poovendran - 2023 62nd IEEE Conference on …, 2023 - ieeexplore.ieee.org
Temporal logic specifications have been used to express complex tasks for control systems.
Discretization-free approaches, which do not require discretizing the state and input spaces …

Multitask Synthesis of Hybrid Systems via Temporal Logic

Y Yao, J Sun, Y Zhang - IEEE Transactions on Automatic …, 2023 - ieeexplore.ieee.org
In this note, we propose a unified framework for the study of hybrid systems, where the tasks
of the systems are encoded as signal temporal logic (STL) specifications. First, we establish …

基于时序逻辑任务的人机融合异构多智能体协同控制研究进展

张心骜, 方浩, 赵欣悦, 陈仲瑶, 柯唯翎 - 科技导报, 2024 - kjdb.org
现有的基于时序逻辑任务的多体协同控制方法, 通常采用将时序任务描述为形式化语言后,
将其转化为自动机, 并与环境模型做乘积, 最后在乘积自动机中做图搜索等方式完成任务规划 …

Temporal Logic Guided Safe Model-Based Reinforcement Learning

M Cohen, C Belta - Adaptive and Learning-Based Control of Safety-Critical …, 2023 - Springer
Temporal logics are formal, expressive languages traditionally used in the computer science
area of formal methods to specify the correctness of digital circuits and computer programs …