Control of UAV quadrotor using reinforcement learning and robust controller

نویسندگان

چکیده

The control of unmanned aerial vehicle quadrotor is challenging because non-linearities, coupling and disturbance. Here, a novel method which includes reinforcement learning (RL) component robust proposed. In this method, the RL only relies on collected data instead modelling to handle disturbance from aerodynamics model. To ensure safety during training improve speed, used reduce .The stability system with our controller proven by Lyapunov method. results simulation exhibit advanced performance controller.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Dynamic Modeling, Assembly and implementing Quadrotor UAV Using PID Controller

in the past decade, paying attention to the vertical fliers has been noted by most of the scientist and researchers, because of their exclusive features. The special capabilities of these, reducing radar identifier, low risk for human life, no restrictions on size and uses such as photography, survey, press coverage, checking, power lines, meteorological analysis, traffic, monitoring, in urban ...

متن کامل

Reinforcement Learning-based Quadrotor Control

Analysis of quadrotor dynamics and control is conducted. A linearized quadrotor system is controlled using modern techniques. A MATLAB quadrotor control toolbox is presented for rapid visualization of system response. Waypoint-based trajectory control of a quadrotor is performed and appended to the MATLAB toolbox. Finally, an investigation of control using reinforcement learning is conducted.

متن کامل

Robust Control of a Quadrotor

In this paper, a robust tracking control method for automatic take-off and trajectory tracking of a quadrotor helicopter is presented. The designed controller includes two parts: a position controller and an attitude controller. The attitude controller is designed by using the sliding mode control (SMC) method to track the desired pitch and roll angles, which are the output of position controll...

متن کامل

Autonomous Quadrotor Control with Reinforcement Learning

Based on the same principles as a single-rotor helicopter, a quadrotor is a flying vehicle that is propelled by four horizontal blades surrounding a central chassis. Because of this vehicle’s symmetry and propulsion mechanism, a quadrotor is capable of simultaneously moving and steering by simple modulation of motor speeds [1]. This stability and relative simplicity makes quadrotors ideal for r...

متن کامل

Autonomous Quadrotor Landing using Deep Reinforcement Learning

Landing an unmanned aerial vehicle (UAV) on a ground marker is an open problem despite the effort of the research community. Previous attempts mostly focused on the analysis of hand-crafted geometric features and the use of external sensors in order to allow the vehicle to approach the land-pad. In this article, we propose a method based on deep reinforcement learning that only requires low-res...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Iet Control Theory and Applications

سال: 2023

ISSN: ['1751-8644', '1751-8652']

DOI: https://doi.org/10.1049/cth2.12496