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Proportional-Integrator-Derivative (PID) controller is used in a wide range of industrial and experimental processes. There are a couple of offline methods for tuning PID gains. However, due to the uncertainty of model parameters and…

系统与控制 · 电气工程与系统科学 2025-08-19 Iman Sharifi , Aria Alasty

Aerial robots can enhance their safe and agile navigation in complex and cluttered environments by efficiently exploiting the information collected during a given task. In this paper, we address the learning model predictive control problem…

机器人学 · 计算机科学 2024-01-10 Guanrui Li , Alex Tunchez , Giuseppe Loianno

This paper describes the design of a linear quadratic gaussian (LQG) for trajectory tracking control of UAV Bicopter. In this work, disturbance in the form of payload significantly affects the trajectory tracking control process on the UAV…

系统与控制 · 电气工程与系统科学 2023-09-18 Fahmizal , Hanung Adi Nugroho , Adha Imam Cahyadi , Igi Ardiyanto

This paper considers the problem of controlling a quadrotor to go through a window and land on a planar target, the landing pad, using an Image-Based Visual Servo (IBVS) controller that relies on sensing information from two on-board…

系统与控制 · 电气工程与系统科学 2021-10-14 Zhiqi Tang , Rita Cunha , David Cabecinhas , Tarek Hamel , Carlos Silvestre

The role of a motion planner is pivotal in quadrotor applications, yet existing methods often struggle to adapt to complex environments, limiting their ability to achieve fast, safe, and robust flight. In this letter, we introduce a…

机器人学 · 计算机科学 2024-03-20 Jiaxin Qiu , Qingchen Liu , Jiahu Qin , Dewang Cheng , Yawei Tian , Qichao Ma

This paper focuses on developing a bearings-only measurement-based three-dimensional window traversal guidance method for quadrotor Uninhabitated Aerial Vehicles (UAVs). The desired flight path and heading angles of the quadrotor are…

机器人学 · 计算机科学 2024-10-21 Midhun E K , Ashwini Ratnoo

Given the evolving application scenarios of current fixed-wing unmanned aerial vehicles (UAVs), it is necessary for UAVs to possess agile and rapid 3-dimensional flight capabilities. Typically, the trajectory of a tail-sitter is generated…

机器人学 · 计算机科学 2025-01-22 Mingyue Fan , Fangfang Xie , Tingwei Ji , Yao Zheng

We consider the problem of designing scalable and portable controllers for unmanned aerial vehicles (UAVs) to reach time-varying formations as quickly as possible. This brief confirms that deep reinforcement learning can be used in a…

机器人学 · 计算机科学 2017-06-06 Ronny Conde , José Ramón Llata , Carlos Torre-Ferrero

In this paper, we present a novel developmental reinforcement learning-based controller for a quadcopter with thrust vectoring capabilities. This multirotor UAV design has tilt-enabled rotors. It utilizes the rotor force magnitude and…

机器人学 · 计算机科学 2020-07-16 Aditya M. Deshpande , Rumit Kumar , Ali A. Minai , Manish Kumar

Quadrotors are one of the popular unmanned aerial vehicles (UAVs) due to their versatility and simple design. However, the tuning of gains for quadrotor flight controllers can be laborious, and accurately stable control of trajectories can…

机器人学 · 计算机科学 2022-03-29 Vu Phi Tran , M. A Mabrok , Sreenatha G. Anavatti , Matthew A. Garratt , Ian R. Petersen

In this paper, we present a method to control a quadrotor with a neural network trained using reinforcement learning techniques. With reinforcement learning, a common network can be trained to directly map state to actuator command making…

机器人学 · 计算机科学 2017-07-18 Jemin Hwangbo , Inkyu Sa , Roland Siegwart , Marco Hutter

Mars has been a prime candidate for planetary exploration of the solar system because of the science discoveries that support chances of future habitation on this planet. Martian caves and lava tubes like terrains, which consists of uneven…

机器人学 · 计算机科学 2022-08-16 Akash Patel , Avijit Banerjee , Bjorn Lindqvist , Christoforos Kanellakis , George Nikolakopoulos

This paper addresses the problem of real-time vision-based autonomous obstacle avoidance in unstructured environments for quadrotor UAVs. We assume that our UAV is equipped with a forward facing stereo camera as the only sensor to perceive…

机器人学 · 计算机科学 2020-10-20 Shakeeb Ahmad , Rafael Fierro

A rotorcraft-based unmanned aerial vehicle exhibits more complex properties compared to its full-size counterparts due to its increased sensitivity to control inputs and disturbances and higher bandwidth of its dynamics. As an aerial…

机器人学 · 计算机科学 2008-06-26 Agus Budiyono , H. Y Sutarto

We study a trajectory tracking problem for a multi-rotor in the presence of modeling error and external disturbances. The desired trajectory is unknown and generated from a reference system with unknown or partially known dynamics. We…

系统与控制 · 电气工程与系统科学 2020-04-29 C. J. Boss , V. Srivastava , H. K. Khalil

Existing FPV object tracking methods heavily rely on handcrafted modular pipelines, which incur high onboard computation and cumulative errors. While learning-based approaches have mitigated computational delays, most still generate only…

机器人学 · 计算机科学 2026-03-24 Fanxing Li , Shengyang Wang , Fangyu Sun , Shuyu Wu , Dexin Zuo , Yufei Yan , Wenxian Yu , Danping Zou

This paper investigates the position-tracking control problem for fixed-wing unmanned aerial vehicles (UAVs) equipped with a turbojet engine via an integrated flight and propulsion control scheme. To this end, a hierarchical control…

系统与控制 · 电气工程与系统科学 2026-02-27 Chong-Yi Sun , Heling Yuan , Xu Fang , Yan He , Xi-Ming Sun

Aerial manipulator, which is composed of an UAV (Unmanned Aerial Vehicle) and a multi-link manipulator and can perform aerial manipulation, has shown great potential of applications. However, dynamic coupling between the UAV and the…

机器人学 · 计算机科学 2024-01-12 Guangyu Zhang , Yuqing He , Bo Dai , Feng Gu , Jianda Han , Guangjun Liu

Autonomous landing on a moving platform presents unique challenges for multirotor vehicles, including the need to accurately localize the platform, fast trajectory planning, and precise/robust control. Previous works studied this problem…

系统与控制 · 电气工程与系统科学 2020-03-16 Aleix Paris , Brett T. Lopez , Jonathan P. How

To effectively control complex dynamical systems, accurate nonlinear models are typically needed. However, these models are not always known. In this paper, we present a data-driven approach based on Gaussian processes that learns models of…

机器学习 · 计算机科学 2017-10-17 Li Wang , Evangelos A. Theodorou , Magnus Egerstedt