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相关论文: Autonomous Drone for Dynamic Smoke Plume Tracking

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In recent years, consumer-grade UAVs have been widely adopted by first responders. In general, they are operated manually, which requires trained pilots, especially in unknown GNSS-denied environments and in the vicinity of structures.…

机器人学 · 计算机科学 2025-10-27 Daniel Schleich , Jan Quenzel , Sven Behnke

Autopilot systems are typically composed of an "inner loop" providing stability and control, while an "outer loop" is responsible for mission-level objectives, e.g. way-point navigation. Autopilot systems for UAVs are predominately…

机器人学 · 计算机科学 2018-04-13 William Koch , Renato Mancuso , Richard West , Azer Bestavros

We introduce SRDrone, a novel system designed for self-refinement task planning in industrial-grade embodied drones. SRDrone incorporates two key technical contributions: First, it employs a continuous state evaluation methodology to…

机器人学 · 计算机科学 2025-08-22 Deyu Zhang , Xicheng Zhang , Jiahao Li , Tingting Long , Xunhua Dai , Yongjian Fu , Jinrui Zhang , Ju Ren , Yaoxue Zhang

This paper presents a deep reinforcement learning (DRL) based controller for collective navigation of unmanned aerial vehicle (UAV) swarms in communication-denied environments, enabling robust operation in complex, obstacle-rich…

机器人学 · 计算机科学 2026-01-21 Myong-Yol Choi , Hankyoul Ko , Hanse Cho , Changseung Kim , Seunghwan Kim , Jaemin Seo , Hyondong Oh

The demand for accurate and fast trajectory tracking for multirotor Unmanned Aerial Vehicles (UAVs) have grown recently due to advances in UAV avionics technology and application domains. In many applications, the multirotor UAV is required…

机器人学 · 计算机科学 2021-10-12 Abdulaziz Y. Alkayas , Mohamad Chehadeh , Abdulla Ayyad , Yahya Zweiri

In trajectory planning and control design for unmanned air vehicles, highly simplified models are typically used to represent the vehicle dynamics and the operating environment. The goal of this work is to perform real-time, but realistic…

流体动力学 · 物理学 2019-02-06 Behdad Davoudi , Ehsan Taheri , Karthik Duraisamy , Balaji Jayaraman , Ilya Kolmanovsky

In this chapter, the regulation of Unmanned Aerial Vehicle (UAV) communication network is investigated in the presence of dynamic changes in the UAV lineup and user distribution. We target an optimal UAV control policy which is capable of…

系统与控制 · 电气工程与系统科学 2021-08-26 Ran Zhang , Duc Minh , Nguyen , Miao Wang , Lin X. Cai , Xuemin , Shen

We present a formal mathematical multi-agent modeling framework for autonomously combating a wildland fire with unmanned aerial vehicles. The problem is formulated as a collaboration between a drone and a helicopter equipped with a tanker.…

最优化与控制 · 数学 2023-01-18 Lawrence Thul , Warren B Powell

The Autonomy of Unmanned Aerial Vehicles (UAVs) in indoor environments poses significant challenges due to the lack of reliable GPS signals in enclosed spaces such as warehouses, factories, and indoor facilities. Micro Aerial Vehicles…

机器人学 · 计算机科学 2025-04-09 Amit Kumar Singh , Prasanth Kumar Duba , P. Rajalakshmi

Automated visual inspection of on-and offshore wind turbines using aerial robots provides several benefits, namely, a safe working environment by circumventing the need for workers to be suspended high above the ground, reduced inspection…

机器人学 · 计算机科学 2023-10-24 Abdelhakim Amer , Mohit Mehndiratta , Jonas le Fevre Sejersen , Huy Xuan Pham , Erdal Kayacan

Autonomous drones can operate in remote and unstructured environments, enabling various real-world applications. However, the lack of effective vision-based algorithms has been a stumbling block to achieving this goal. Existing systems…

机器人学 · 计算机科学 2022-10-28 Jiawei Fu , Yunlong Song , Yan Wu , Fisher Yu , Davide Scaramuzza

PiDrone is a quadrotor platform created to accompany an introductory robotics course. Students build an autonomous flying robot from scratch and learn to program it through assignments and projects. Existing educational robots do not have…

机器人学 · 计算机科学 2019-10-09 Luke Eller , Theo Guerin , Baichuan Huang , Garrett Warren , Sophie Yang , Josh Roy , Stefanie Tellex

We present NAVREN-RL, an approach to NAVigate an unmanned aerial vehicle in an indoor Real ENvironment via end-to-end reinforcement learning RL. A suitable reward function is designed keeping in mind the cost and weight constraints for…

机器学习 · 计算机科学 2018-07-24 Malik Aqeel Anwar , Arijit Raychowdhury

Swarm robotics plays a crucial role in enabling autonomous operations in dynamic and unpredictable environments. However, a major challenge remains ensuring safe and efficient navigation in environments filled with both dynamic alive (e.g.,…

Autonomous driving has experienced remarkable progress, bolstered by innovations in computational hardware and sophisticated deep learning methodologies. The foundation of these advancements rests on the availability and quality of…

计算机视觉与模式识别 · 计算机科学 2024-06-13 Joshua Tokarsky , Ibrahim Abdulhafiz , Satya Ayyalasomayajula , Mostafa Mohsen , Navya G. Rao , Adam Forbes

Particle robots are novel biologically-inspired robotic systems where locomotion can be achieved collectively and robustly, but not independently. While its control is currently limited to a hand-crafted policy for basic locomotion tasks,…

机器人学 · 计算机科学 2025-05-12 Jeremy Shen , Erdong Xiao , Yuchen Liu , Chen Feng

In recent years, teams of robot and Unmanned Aerial Vehicles (UAVs) have been commissioned by researchers to enable accurate, online wildfire coverage and tracking. While the majority of prior work focuses on the coordination and control of…

机器人学 · 计算机科学 2022-06-22 Esmaeil Seraj , Andrew Silva , Matthew Gombolay

This paper presents a novel trajectory tracker for autonomous quadrotor navigation in dynamic and complex environments. The proposed framework integrates a distributional Reinforcement Learning (RL) estimator for unknown aerodynamic effects…

系统与控制 · 电气工程与系统科学 2023-01-02 Yanran Wang , James O'Keeffe , Qiuchen Qian , David Boyle

Efficient segmentation of smoke plumes is crucial for environmental monitoring and industrial safety, enabling the detection and mitigation of harmful emissions from activities like quarry blasts and wildfires. Accurate segmentation…

计算机视觉与模式识别 · 计算机科学 2025-02-19 Xuesong Liu , Emmett J. Ientilucci

This paper presents a multi-step procedure to construct the dynamic motion model of an autonomous quadcopter, identify the model parameters, and design a model-based nonlinear trajectory tracking controller. The aim of the proposed method…

机器人学 · 计算机科学 2023-06-19 Péter Antal , Tamás Péni , Roland Tóth