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This paper introduces a Nonlinear Model Predictive Control (N-MPC) framework exploiting a Deep Neural Network for processing onboard-captured depth images for collision avoidance in trajectory-tracking tasks with UAVs. The network is…

机器人学 · 计算机科学 2024-02-21 Martin Jacquet , Kostas Alexis

This work investigates the challenge of ensuring safety guarantees in the presence of uncontrollable agents, whose behaviors are stochastic and depend on both their own and the system's states. We present a neural model predictive control…

系统与控制 · 电气工程与系统科学 2026-04-21 Shuqi Wang , Mingyang Feng , Yu Chen , Yue Gao , Xiang Yin

This paper presents an implementation of robust model predictive control (MPC) for collision-free reference trajectory tracking for mobile robots. The presented approach considers the robot motion to be subject to process noise bounded by…

系统与控制 · 电气工程与系统科学 2023-07-03 Yunfan Gao , Florian Messerer , Jonathan Frey , Niels van Duijkeren , Moritz Diehl

We address the challenge of enabling bipedal robots to traverse rough terrain by developing probabilistically safe planning and control strategies that ensure dynamic feasibility and centroidal robustness under terrain uncertainty.…

机器人学 · 计算机科学 2025-10-10 Kasidit Muenprasitivej , Ye Zhao , Glen Chou

Safety in obstacle avoidance is critical for autonomous driving. While model predictive control (MPC) is widely used, simplified prediction models such as linearized or single-track vehicle models introduce discrepancies between predicted…

系统与控制 · 电气工程与系统科学 2026-03-17 Shiming Fang , Xilin Li , Changzhi Wu , Kaiyan Yu

In this paper, we consider the multiple probabilistic covering location problem (MPCLP), which attempts to open a fixed number of facilities to maximize the total covered customer demand under a joint probabilistic coverage setting. We…

最优化与控制 · 数学 2025-11-24 Yan-Ru Wang , Wei-Kun Chen , Ivana Ljubić

The paper presents a receding horizon planning and control strategy for quadrotor-type \ac{mav}s to navigate reactively and intercept a moving target in a cluttered unknown and dynamic environment. Leveraging a lightweight short-range…

机器人学 · 计算机科学 2022-06-07 Indrajeet Yadav , Micheal Sebok , Herbert G Tanner

In unstructured urban canals, regulation-aware interactions with other vessels are essential for collision avoidance and social compliance. In this paper, we propose a regulations aware motion planning framework for Autonomous Surface…

机器人学 · 计算机科学 2023-01-20 Jitske de Vries , Elia Trevisan , Jules van der Toorn , Tuhin Das , Bruno Brito , Javier Alonso-Mora

This paper presents a novel method for reformulating non-differentiable collision avoidance constraints into smooth nonlinear constraints using strong duality of convex optimization. We focus on a controlled object whose goal is to avoid…

最优化与控制 · 数学 2018-06-12 Xiaojing Zhang , Alexander Liniger , Francesco Borrelli

This letter considers cascaded model predictive control (MPC) as a computationally lightweight method for controlling a tandem-rotor helicopter. A traditional single MPC structure is split into separate outer and inner-loops. The outer-loop…

最优化与控制 · 数学 2023-06-30 Faraaz Ahmed , Ludwik Sobiesiak , James Richard Forbes

An approach to resilient planning and control of autonomous vehicles in multi-vehicle traffic scenarios is proposed. The proposed method is based on model predictive control (MPC), where alternative predictions of the surrounding traffic…

系统与控制 · 电气工程与系统科学 2022-04-21 Victor Fors , Björn Olofsson , Erik Frisk

Avoiding collisions is the core problem in multi-agent navigation. In decentralized settings, when agents have limited communication and sensory capabilities, collisions are typically avoided in a reactive fashion, relying on local…

多智能体系统 · 计算机科学 2021-07-02 Stepan Dergachev , Konstantin Yakovlev

A model predictive control (MPC) framework is developed for station-keeping in spacecraft formation flight along libration point orbits. At each control period, the MPC policy solves a multi-vehicle optimal control problem (MVOCP) that…

系统与控制 · 电气工程与系统科学 2026-03-11 Yuri Shimane , Purnanand Elango , Avishai Weiss

Multi-robot systems (MRS) are essential for large-scale applications such as disaster response, material transport, and warehouse logistics, yet ensuring robust, safety-aware formation control in cluttered and dynamic environments remains a…

机器人学 · 计算机科学 2026-05-06 Qintong Xie , Weishu Zhan , Peter Chin

Safety is a core challenge of autonomous robot motion planning, especially in the presence of dynamic and uncertain obstacles. Many recent results use learning and deep learning-based motion planners and prediction modules to predict…

机器人学 · 计算机科学 2023-09-19 Sleiman Safaoui , Tyler H. Summers

In this paper, we describe the development process of autonomous navigation capabilities of a small cruise boat operating in a canal environment and present the results of a field experiment conducted in the Pohang Canal, South Korea.…

机器人学 · 计算机科学 2023-07-20 Changyu Lee , Dongha Chung , Jonghwi Kim , Jinwhan Kim

As the demand for transportation through waterways continues to rise, the number of vessels plying the waters has correspondingly increased. This has resulted in a greater number of accidents and collisions between ships, some of which lead…

机器人学 · 计算机科学 2023-10-26 Aditya Kailas Jadhav , Anantha Raj Pandi , Abhilash Somayajula

Collision-free planning is essential for bipedal robots operating within unstructured environments. This paper presents a real-time Model Predictive Control (MPC) framework that addresses both body and foot avoidance for dynamic bipedal…

机器人学 · 计算机科学 2025-05-21 Tianze Wang , Christian Hubicki

This paper presents a novel multi-robot coverage path planning (CPP) algorithm - aka SCoPP - that provides a time-efficient solution, with workload balanced plans for each robot in a multi-robot system, based on their initial states. This…

机器人学 · 计算机科学 2021-03-30 Leighton Collins , Payam Ghassemi , Ehsan T. Esfahani , David Doermann , Karthik Dantu , Souma Chowdhury

This paper presents a novel approach for collision avoidance in optimal and model predictive control, in which the environment is represented by a large number of points and the robot as a union of padded polygons. The conditions that none…

机器人学 · 计算机科学 2026-03-24 Yunfan Gao , Florian Messerer , Niels van Duijkeren , Rashmi Dabir , Moritz Diehl