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For performing robotic manipulation tasks, the core problem is determining suitable trajectories that fulfill the task requirements. Various approaches to compute such trajectories exist, being learning and optimization the main driving…

机器人学 · 计算机科学 2022-09-08 Akshay Dhonthi , Philipp Schillinger , Leonel Rozo , Daniele Nardi

Signal Temporal Logic (STL) is a convenient formalism to express bounded horizon properties of autonomous critical systems. STL extends LTL to real-valued signals and associates a non-singleton bound interval to each temporal operators. In…

计算机科学中的逻辑 · 计算机科学 2023-11-17 Céline Bellanger , Pierre-Loïc Garoche , Matthieu Martel , Célia Picard

We consider multi-robot systems under recurring tasks formalized as linear temporal logic (LTL) specifications. To solve the planning problem efficiently, we propose a bottom-up approach combining offline plan synthesis with online…

机器人学 · 计算机科学 2025-02-25 Davide Peron , Victor Nan Fernandez-Ayala , Eleftherios E. Vlahakis , Dimos V. Dimarogonas

Signal Temporal Logic (STL) is a widely recognized formal specification language to express rigorous temporal requirements on mixed analog signals produced by cyber-physical systems (CPS). A relevant problem in CPS design is how to…

计算机科学中的逻辑 · 计算机科学 2025-07-30 Beatrice Melani , Ezio Bartocci , Michele Chiari

We investigate how formal temporal logic specifications can enhance the safety and robustness of reinforcement learning (RL) control in aerospace applications. Using the open source AeroBench F-16 simulation benchmark, we train a Proximal…

机器学习 · 计算机科学 2026-02-24 Hani Beirami , M M Manjurul Islam

In many practical scenarios, multi-robot systems are envisioned to support humans in executing complicated tasks within structured environments, such as search-and-rescue tasks. We propose a framework for a multi-robot swarm to fulfill…

系统与控制 · 电气工程与系统科学 2023-09-19 Shuhao Qi , Zengjie Zhang , Sofie Haesaert , Zhiyong Sun

In this paper, we consider the automated planning of optimal paths for a robotic team satisfying a high level mission specification. Each robot in the team is modeled as a weighted transition system where the weights have associated…

机器人学 · 计算机科学 2015-03-13 Alphan Ulusoy , Stephen L. Smith , Calin Belta

This paper investigates the planning and control problems for multi-robot systems under linear temporal logic (LTL) specifications. In contrast to most of existing literature, which presumes a static and known environment, our study focuses…

机器人学 · 计算机科学 2023-07-13 Pian Yu , Gianmarco Fedeli , Dimos V. Dimarogonas

Formulating the intended behavior of a dynamic system can be challenging. Signal temporal logic (STL) is frequently used for this purpose due to its suitability in formalizing comprehensible, modular, and versatile spatiotemporal…

系统与控制 · 电气工程与系统科学 2025-03-04 Patrick Halder , Hannes Homburger , Lothar Kiltz , Johannes Reuter , Matthias Althoff

This paper presents a spatiotemporal tube (STT)-based control framework for satisfying Signal Temporal Logic (STL) specifications in unknown control-affine systems. We formulate STL constraints as a robust optimization problem (ROP) and…

系统与控制 · 电气工程与系统科学 2025-12-05 Ratnangshu Das , Subhodeep Choudhury , Pushpak Jagtap

Temporal Logic (TL) guided control problems have gained interests in recent years. By using the TL, one can specify a wide range of temporal constraints on the system and is widely used in cyber-physical systems. On the other hand, Control…

系统与控制 · 计算机科学 2019-03-12 Guang Yang , Roberto Tron , Calin Belta

In multi-agent systems, signal temporal logic (STL) is widely used for path planning to accomplish complex objectives with formal safety guarantees. However, as the number of agents increases, existing approaches encounter significant…

系统与控制 · 电气工程与系统科学 2025-06-18 Shiyu Cheng , Luyao Niu , Bhaskar Ramasubramanian , Andrew Clark , Radha Poovendran

We present a robust control framework for time-critical systems in which satisfying real-time constraints robustly is of utmost importance for the safety of the system. Signal Temporal Logic (STL) provides a formal means to express a large…

系统与控制 · 电气工程与系统科学 2021-12-15 Alena Rodionova , Lars Lindemann , Manfred Morari , George J. Pappas

This study investigates formal-method-based trajectory optimization (TO) for bipedal locomotion, focusing on scenarios where the robot encounters external perturbations at unforeseen times. Our key research question centers around the…

机器人学 · 计算机科学 2023-10-18 Zhaoyuan Gu , Rongming Guo , William Yates , Yipu Chen , Ye Zhao

Continuous-time control of multiple quadrotors in constrained environments under signal temporal logic (STL) specifications is critical due to their nonlinear dynamics, safety constraints, and the requirement to ensure continuous-time…

系统与控制 · 电气工程与系统科学 2026-03-31 Yating Yuan , Yu Liu

This work presents a novel co-design strategy that integrates trajectory planning and control to handle STL-based tasks in autonomous robots. The method consists of two phases: $(i)$ learning spatio-temporal motion primitives to encapsulate…

机器人学 · 计算机科学 2025-07-28 Manas Sashank Juvvi , Tushar Dilip Kurne , Vaishnavi J , Shishir Kolathaya , Pushpak Jagtap

Linear temporal logic (LTL) is a compelling framework for specifying complex, structured tasks for reinforcement learning (RL) agents. Recent work has shown that interpreting LTL instructions as finite automata, which can be seen as…

人工智能 · 计算机科学 2025-12-03 Mattia Giuri , Mathias Jackermeier , Alessandro Abate

We address multi-robot motion planning under Signal Temporal Logic (STL) specifications with kinodynamic constraints. Exact approaches face scalability bottlenecks and limited adaptability, while conventional sampling-based methods require…

This paper presents an iterative approach for heterogeneous multi-agent route planning in environments with unknown resource distributions. We focus on a team of robots with diverse capabilities tasked with executing missions specified…

机器人学 · 计算机科学 2025-08-28 Gustavo A. Cardona , Kaier Liang , Cristian-Ioan Vasile

Control and communication are often tightly coupled in motion planning of networked mobile robots, due to the fact that robotic motions will affect the overall communication quality, and the quality of service (QoS) of the communication…

系统与控制 · 计算机科学 2018-12-05 Zhiyu Liu , Bo Wu , Jin Dai , Hai Lin