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Little innovation has been made to low-level attitude flight control used by uncrewed aerial vehicles (UAVs), which still predominantly uses the classical PID controller. In this work we introduce Neuroflight, the first open source…

机器人学 · 计算机科学 2019-09-18 William Koch , Renato Mancuso , Azer Bestavros

Drones, like most airborne aerial vehicles, face inherent disadvantages in achieving agile flight due to their limited thrust capabilities. These physical constraints cannot be fully addressed through advancements in control algorithms…

机器人学 · 计算机科学 2025-05-09 Dohyeon Lee , Jun-Gill Kang , Soohee Han

Autonomous unpowered flight is a challenge for control and guidance systems: all the energy the aircraft might use during flight has to be harvested directly from the atmosphere. We investigate the design of an algorithm that optimizes the…

机器学习 · 计算机科学 2017-07-19 Erwan Lecarpentier , Sebastian Rapp , Marc Melo , Emmanuel Rachelson

Nano-size drones hold enormous potential to explore unknown and complex environments. Their small size makes them agile and safe for operation close to humans and allows them to navigate through narrow spaces. However, their tiny size and…

机器人学 · 计算机科学 2024-10-28 Hanna Müller , Vlad Niculescu , Tommaso Polonelli , Michele Magno , Luca Benini

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…

系统与控制 · 电气工程与系统科学 2021-06-03 Juan Paredes , Prashin Sharma , Brian Ha , Manuel Lanchares , Ella Atkins , Peter Gaskell , Ilya Kolmanovsky

This paper proposes an adaptive near-hover position controller for quadcopters, which can be deployed to quadcopters of very different mass, size and motor constants, and also shows rapid adaptation to unknown disturbances during runtime.…

机器人学 · 计算机科学 2023-05-04 Dingqi Zhang , Antonio Loquercio , Xiangyu Wu , Ashish Kumar , Jitendra Malik , Mark W. Mueller

The utilisation of unmanned aerial vehicles has witnessed significant growth in real-world applications including surveillance tasks, military missions, and transportation deliveries. This letter investigates practical problems of formation…

系统与控制 · 电气工程与系统科学 2021-07-29 Anh Tung Nguyen , Ji-Won Lee , Thanh Binh Nguyen , Sung Kyung Hong

The main objective of this work is demonstrated through two main aspects. The first is the design of an adaptive neuro-fuzzy inference system (ANFIS) controller to develop the attitude and altitude of a quadcopter. The second is to…

机器人学 · 计算机科学 2020-12-10 Mohammad Al-Fetyani , Mones Azazma

A key step in the development of lightweight, high performance robotic systems is the modeling and selection of permanent magnet brushless direct current (BLDC) electric motors. Typical modeling analyses are completed a priori, and provide…

机器人学 · 计算机科学 2023-10-03 Ung Hee Lee , Tor Shepherd , Sangbae Kim , Avik De , Hao Su , Robert Gregg , Luke Mooney , Elliott Rouse

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…

机器人学 · 计算机科学 2025-05-02 Ruiqi Zhang , Dingqi Zhang , Mark W. Mueller

Current control algorithms for aerial robots struggle with robustness in dynamic environments and adverse conditions. Model-based reinforcement learning (RL) has shown strong potential in handling these challenges while remaining…

机器人学 · 计算机科学 2025-11-25 Eashan Vytla , Bhavanishankar Kalavakolanu , Andrew Perrault , Matthew McCrink

In this experimental work, we implement the control design from our earlier work on a swarm of Crazyflie 2.1 quad-copters by deriving the original control in terms of variables that are available to the user in this practical system. A…

系统与控制 · 电气工程与系统科学 2024-02-01 Gaurav Singh Bhati , KKN Shyam Sathvik , Anuj Patil , Anoop Jain

This study focuses on designing and developing a mathematically based quadcopter rotational dynamics simulation framework for testing reinforcement learning (RL) algorithms in many flexible configurations. The design of the simulation…

机器学习 · 计算机科学 2022-02-22 Burak Han Demirbilek

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…

机器人学 · 计算机科学 2022-02-23 Elia Kaufmann , Leonard Bauersfeld , Davide Scaramuzza

Autonomous, agile quadrotor flight raises fundamental challenges for robotics research in terms of perception, planning, learning, and control. A versatile and standardized platform is needed to accelerate research and let practitioners…

The flight of biological butterflies represents a unique aerodynamic regime where high-amplitude, low-frequency wingstrokes induce significant body undulations and inertial fluctuations. While existing tailless flapping-wing micro air…

机器人学 · 计算机科学 2026-03-11 Weibin Gu , Chenrui Feng , Lian Liu , Chen Yang , Xingchi Jiao , Yuhe Ding , Xiaofei Shi , Chao Gao , Alessandro Rizzo , Guyue Zhou

Quadruped robots have emerged as an evolving technology that currently leverages simulators to develop a robust controller capable of functioning in the real-world without the need for further training. However, since it is impossible to…

机器人学 · 计算机科学 2023-11-14 Giovanni Minelli , Vassilis Vassiliades

Designing robust controllers for precise trajectory tracking with quadrotors is challenging due to nonlinear dynamics and underactuation, and becomes harder with flexible cable-suspended payloads that add degrees of freedom and hybrid…

机器人学 · 计算机科学 2025-10-02 Mintae Kim , Jiaze Cai , Koushil Sreenath

Quadrotors are agile. Unlike most other machines, they can traverse extremely complex environments at high speeds. To date, only expert human pilots have been able to fully exploit their capabilities. Autonomous operation with on-board…

机器人学 · 计算机科学 2021-10-12 Antonio Loquercio , Elia Kaufmann , René Ranftl , Matthias Müller , Vladlen Koltun , Davide Scaramuzza

In this paper we present a study of a specific class of vibration-driven robots: the brushbots. In a bottom-up fashion, we start by deriving dynamic models of the brushes and we discuss the conditions under which these models can be…

机器人学 · 计算机科学 2019-03-05 Gennaro Notomista , Siddharth Mayya , Anirban Mazumdar , Seth Hutchinson , Magnus Egerstedt