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Landing is the most challenging and risky aspect of multirotor drone flight, and only simple landing methods exist for autonomous drones. We explore methods for autonomous drone landing in two scenarios. In the first scenario, we examine…

Robotics · Computer Science 2023-02-03 Joshua Springer , Marcel Kyas

In the future, extraterrestrial expeditions will not only be conducted by rovers but also by flying robots. The technical demonstration drone Ingenuity, that just landed on Mars, will mark the beginning of a new era of exploration…

Autonomous terrain classification is an important problem in planetary navigation, whether the goal is to identify scientific sites of interest or to traverse treacherous areas safely. Past Martian rovers have relied on human operators to…

Robotics · Computer Science 2023-10-04 Anja Sheppard , Katherine A. Skinner

Precision landing is a remaining challenge in autonomous drone flight. Fiducial markers provide a computationally cheap way for a drone to locate a landing pad and autonomously execute precision landings. However, most work in this field…

Robotics · Computer Science 2022-11-14 Joshua Springer , Marcel Kyas

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…

Systems and Control · Electrical Eng. & Systems 2020-03-16 Aleix Paris , Brett T. Lopez , Jonathan P. How

In the field of autonomous Unmanned Aerial Vehicles (UAVs) landing, conventional approaches fall short in delivering not only the required precision but also the resilience against environmental disturbances. Yet, learning-based algorithms…

Computer Vision and Pattern Recognition · Computer Science 2024-05-22 Francisco Neves , Luís Branco , Maria Pereira , Rafael Claro , Andry Pinto

While autonomous multirotor micro aerial vehicles (MAVs) are uniquely well suited for certain types of missions benefiting from stationary flight capabilities, their more widespread usage still faces many hurdles, due in particular to their…

Landing a multirotor unmanned aerial vehicle (UAV) on an uncrewed surface vessel (USV) extends the operational range and offers recharging capabilities for maritime and limnology applications, such as search-and-rescue and environmental…

Robotics · Computer Science 2024-10-30 Jess Stephenson , William S. Stewart , Melissa Greeff

While Unmanned Aerial Vehicles (UAVs) are increasingly deployed in several missions, their inability of reliable and consistent autonomous landing poses a major setback for deploying such systems truly autonomously. In this paper we present…

Robotics · Computer Science 2022-10-18 Michalis Piponidis , Panayiotis Aristodemou , Theocharis Theocharides

A remaining challenge in multirotor drone flight is the autonomous identification of viable landing sites in unstructured environments. One approach to solve this problem is to create lightweight, appearance-based terrain classifiers that…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Joshua Springer , Gylfi Þór Guðmundsson , Marcel Kyas

Uncrewed Aerial Vehicles (UAVs) have become a focal point of research, with both established companies and startups investing heavily in their development. This paper presents our iterative process in developing a robust autonomous…

Aircraft that can launch ballistically and convert to autonomous, free flying drones have applications in many areas such as emergency response, defense, and space exploration, where they can gather critical situational data using onboard…

Systems and Control · Electrical Eng. & Systems 2020-05-19 Amanda Bouman , Paul Nadan , Matthew Anderson , Daniel Pastor , Jacob Izraelevitz , Joel Burdick , Brett Kennedy

Autonomous landing systems for Micro Aerial Vehicles (MAV) have been proposed using various combinations of GPS-based, vision, and fiducial tag-based schemes. Landing is a critical activity that a MAV performs and poor resolution of GPS,…

Robotics · Computer Science 2021-10-01 Pranay Mathur , Yash Jangir , Neena Goveas

We propose a method for autonomous precision drone landing with fiducial markers and a gimbal-mounted, multi-payload camera with wide-angle, zoom, and IR sensors. The method has minimal data requirements; it depends primarily on the…

Robotics · Computer Science 2024-03-07 Joshua Springer , Gylfi Þór Guðmundsson , Marcel Kyas

Autonomous spacecraft relative navigation technology has been planned for and applied to many famous space missions. The development of on-board electronics systems has enabled the use of vision-based and LiDAR-based methods to achieve…

Robotics · Computer Science 2021-11-24 Jianing Song , Duarte Rondao , Nabil Aouf

The next generation of Mars rotorcrafts requires on-board autonomous hazard avoidance landing. To this end, this work proposes a system that performs continuous multi-resolution height map reconstruction and safe landing spot detection.…

Robotics · Computer Science 2022-05-10 Pedro F. Proença , Jeff Delaune , Roland Brockers

Mapping and exploration of a Martian terrain with an aerial vehicle has become an emerging research direction, since the successful flight demonstration of the Mars helicopter Ingenuity. Although the autonomy and navigation capability of…

As UAV technology improves, more uses have been found for these versatile autonomous vehicles, from surveillance to aerial photography, to package delivery, and each of these applications poses unique challenges. This paper implements a…

Robotics · Computer Science 2022-09-30 Adarsh Salagame , Sushant Govindraj , S. N. Omkar

Autonomous landing of Unmanned Aerial Vehicles on maritime vessels is challenging due to the coupled motion of the vehicle and landing platform in open-sea conditions. This paper presents a reinforcement-learning-based approach for…

Robotics · Computer Science 2026-05-25 Dimosthenis Angelis , Leonard Bauersfeld , Davide Scaramuzza , Evangelos Boukas

Marker-based landing is widely used in drone delivery and return-to-base systems for its simplicity and reliability. However, most approaches assume idealized landing site visibility and sensor performance, limiting robustness in complex…

Robotics · Computer Science 2026-01-19 Jiaohong Yao , Linfeng Liang , Yao Deng , Xi Zheng , Richard Han , Yuankai Qi
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