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Quadcopters are increasingly used for applications ranging from hobby to industrial products and services. This paper serves as a tutorial on the design, simulation, implementation, and experimental outdoor testing of digital quadcopter…

Systems and Control · Electrical Eng. & Systems 2021-06-03 Juan Paredes , Prashin Sharma , Brian Ha , Manuel Lanchares , Ella Atkins , Peter Gaskell , Ilya Kolmanovsky

Mechanics of materials is a classic course of engineering presenting the fundamentals of strain and stress analysis to junior undergraduate students in several engineering majors. So far, material deformation and strain have been only…

Physics Education · Physics 2022-01-21 Harshvardhan Uppaluru , Hossein Rastgoftar

Learning to control robots without requiring engineered models has been a long-term goal, promising diverse and novel applications. Yet, reinforcement learning has only achieved limited impact on real-time robot control due to its high…

Robotics · Computer Science 2020-08-05 Philip Becker-Ehmck , Maximilian Karl , Jan Peters , Patrick van der Smagt

A flight trajectory defines how exactly a quadrocopter moves in the three-dimensional space from one position to another. Automatic flight trajectory planning faces challenges such as high computational effort and a lack of precision.…

Software Engineering · Computer Science 2024-11-07 Leonhard Alkewitz , Timo Zuccarello , Alexander Raschke , Matthias Tichy

This paper explains the integration process of an autonomous quadcopter platform and the design of Arduino based novel software architecture that enables the execution of advanced control laws on low-cost off-the-shelf products based…

Optimization and Control · Mathematics 2015-08-21 Ankyda Ji , Kamran Turkoglu

Quadcopters have been studied for decades thanks to their maneuverability and capability of operating in a variety of circumstances. However, quadcopters suffer from dynamical nonlinearity, actuator saturation, as well as sensor noise that…

Robotics · Computer Science 2024-06-19 Truong-Dong Do , Nguyen Xuan Mung , Sung Kyung Hong

To properly simulate and implement a quadcopter flight control for intended load and flight conditions, the quadcopter model must have parameters on various relationships including propeller thrust-torque, thrust-PWM, and thrust--angular…

Robotics · Computer Science 2020-10-20 Gene Patrick S. Rible , Nicolette Ann A. Arriola , Manuel C. Ramos

Majority of today's fixed-pitch, electric-power quadrotors have short flight endurance ($<$ 1 hour) which greatly limits their applications. This paper presents a design methodology for the construction of a long-endurance quadrotor using…

Robotics · Computer Science 2017-08-10 T. Pang , K. Peng , F. Lin , B. M. Chen

Flying quadrotors in tight formations is a challenging problem. It is known that in the near-field airflow of a quadrotor, the aerodynamic effects induced by the propellers are complex and difficult to characterize. Although machine…

Robotics · Computer Science 2024-10-15 Kong Yao Chee , Pei-An Hsieh , George J. Pappas , M. Ani Hsieh

Capstone courses in undergraduate software engineering are a critical final milestone for students. These courses allow students to create a software solution and demonstrate the knowledge they accumulated in their degrees. However, a…

Software Engineering · Computer Science 2023-02-14 Ze Shi Li , Nowshin Nawar Arony , Kezia Devathasan , Daniela Damian

In this work, we specialize contributions from prior work on data-driven trajectory generation for a quadrotor system with motor saturation constraints. When motors saturate in quadrotor systems, there is an ``uncontrolled drift" of the…

Robotics · Computer Science 2025-05-16 Anusha Srikanthan , Hanli Zhang , Spencer Folk , Vijay Kumar , Nikolai Matni

Autonomous drone racing has attracted increasing interest as a research topic for exploring the limits of agile flight. However, existing studies primarily focus on obstacle-free racetracks, while the perception and dynamic challenges…

Robotics · Computer Science 2026-03-02 Fangyu Sun , Fanxing Li , Yu Hu , Linzuo Zhang , Yueqian Liu , Wenxian Yu , Danping Zou

This paper proposes the ProxFly, a residual deep Reinforcement Learning (RL)-based controller for close proximity quadcopter flight. Specifically, we design a residual module on top of a cascaded controller (denoted as basic controller) to…

Robotics · Computer Science 2025-05-02 Ruiqi Zhang , Dingqi Zhang , Mark W. Mueller

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…

Robotics · Computer Science 2020-07-16 Aditya M. Deshpande , Rumit Kumar , Ali A. Minai , Manish Kumar

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…

Robotics · Computer Science 2023-06-19 Péter Antal , Tamás Péni , Roland Tóth

Quadrotors have demonstrated remarkable versatility, yet their full aerobatic potential remains largely untapped due to inherent underactuation and the complexity of aggressive maneuvers. Traditional approaches, separating trajectory…

Robotics · Computer Science 2025-06-02 Zhichao Han , Xijie Huang , Zhuxiu Xu , Jiarui Zhang , Yuze Wu , Mingyang Wang , Tianyue Wu , Fei Gao

This work presents a structured systematic process for undergraduate capstone research projects embodying computational thinking (CT) practices. Students learn to conduct research with a decision support system utilizing CT. The system is…

Physics Education · Physics 2022-03-31 Graham Wild

Quadrotors are highly nonlinear dynamical systems that require carefully tuned controllers to be pushed to their physical limits. Recently, learning-based control policies have been proposed for quadrotors, as they would potentially allow…

Robotics · Computer Science 2022-02-23 Elia Kaufmann , Leonard Bauersfeld , Davide Scaramuzza

This paper introduces a learning-based low-level controller for quadcopters, which adaptively controls quadcopters with significant variations in mass, size, and actuator capabilities. Our approach leverages a combination of imitation…

Robotics · Computer Science 2025-06-10 Dingqi Zhang , Antonio Loquercio , Jerry Tang , Ting-Hao Wang , Jitendra Malik , Mark W. Mueller

Landing a quadrotor on an inclined surface is a challenging maneuver. The final state of any inclined landing trajectory is not an equilibrium, which precludes the use of most conventional control methods. We propose a deep reinforcement…

Robotics · Computer Science 2022-07-29 Jacob E. Kooi , Robert Babuška
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