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233 Results Found

  • Article
  • Open Access
34 Citations
6,731 Views
20 Pages

Decentralized 3D Collision Avoidance for Multiple UAVs in Outdoor Environments

  • Eduardo Ferrera,
  • Alfonso Alcántara,
  • Jesús Capitán,
  • Angel R. Castaño,
  • Pedro J. Marrón and
  • Aníbal Ollero

23 November 2018

The use of multiple aerial vehicles for autonomous missions is turning into commonplace. In many of these applications, the Unmanned Aerial Vehicles (UAVs) have to cooperate and navigate in a shared airspace, becoming 3D collision avoidance a relevan...

  • Article
  • Open Access
22 Citations
7,000 Views
23 Pages

Velocity Obstacle Based 3D Collision Avoidance Scheme for Low-Cost Micro UAVs

  • Myungwhan Choi,
  • Areeya Rubenecia,
  • Taeshik Shon and
  • Hyo Hyun Choi

An unmanned aerial vehicle (UAV) must be able to safely reach its destination even, when it can only gather limited information about its environment. When an obstacle is detected, the UAV must be able to choose a path that will avoid collision with...

  • Article
  • Open Access
17 Citations
5,970 Views
20 Pages

25 February 2019

This paper presents a novel collision avoidance (CA) algorithm for a cooperative fixed-wing unmanned aerial vehicle (UAV). The method is based on maneuver coordination and planned trajectory prediction. Each aircraft in a conflict generates three ava...

  • Article
  • Open Access
1,644 Views
24 Pages

19 September 2023

Fixed-wing Unmanned Aerial Vehicles (UAVs) cannot fly at speeds lower than critical stall speeds. As a result, hovering during a potential collision scenario, like with rotary-wing UAVs, is impossible. Moreover, hovering is not an optimal solution fo...

  • Feature Paper
  • Article
  • Open Access
11 Citations
3,724 Views
14 Pages

A Novel Collision Avoidance Strategy with D2D Communications for UAV Systems

  • Lin Shan,
  • Huan-Bang Li,
  • Ryu Miura,
  • Takashi Matsuda and
  • Takeshi Matsumura

22 April 2023

In recent years, safety operation issues related to the autonomous flight of unmanned aerial vehicles (UAVs) have become popular research and development topics worldwide. Among all UAV applications, multiple UAV-related applications are emerging due...

  • Article
  • Open Access
16 Citations
3,179 Views
22 Pages

10 December 2023

This paper investigates the cooperative formation trajectory tracking problem for heterogeneous unmanned aerial vehicle (UAV) and multiple unmanned surface vessel (USV) systems with collision avoidance performance. Firstly, a formation control protoc...

  • Article
  • Open Access
10 Citations
3,248 Views
18 Pages

20 September 2019

The conflict resolution problem in cooperative unmanned aerial vehicle (UAV) clusters sharing a three-dimensional airspace with increasing air traffic density is very important. This paper innovatively solves this problem by employing the complex net...

  • Article
  • Open Access
6 Citations
5,216 Views
22 Pages

22 August 2024

In order to address the potential collision issue arising from multiple fixed-wing unmanned aerial vehicles (UAVs) intercepting targets in n-on-n and n-on-1 pursuit-evasion scenarios, we propose a collision-avoidance guidance strategy for UAVs based...

  • Article
  • Open Access
14 Citations
4,261 Views
22 Pages

Adaptive Collision Avoidance for Multiple UAVs in Urban Environments

  • Jinpeng Zhang,
  • Honghai Zhang,
  • Jinlun Zhou,
  • Mingzhuang Hua,
  • Gang Zhong and
  • Hao Liu

27 July 2023

The increasing number of unmanned aerial vehicles (UAVs) in low-altitude airspace is seriously threatening the safety of the urban environment. This paper proposes an adaptive collision avoidance method for multiple UAVs (mUAVs), aiming to provide a...

  • Review
  • Open Access
146 Citations
22,980 Views
29 Pages

A Review on IoT Deep Learning UAV Systems for Autonomous Obstacle Detection and Collision Avoidance

  • Paula Fraga-Lamas,
  • Lucía Ramos,
  • Víctor Mondéjar-Guerra and
  • Tiago M. Fernández-Caramés

14 September 2019

Advances in Unmanned Aerial Vehicles (UAVs), also known as drones, offer unprecedented opportunities to boost a wide array of large-scale Internet of Things (IoT) applications. Nevertheless, UAV platforms still face important limitations mainly relat...

  • Article
  • Open Access
20 Citations
4,737 Views
25 Pages

A Distributed Approach for Collision Avoidance between Multirotor UAVs Following Planned Missions

  • Francisco Fabra,
  • Willian Zamora,
  • Julio Sangüesa,
  • Carlos T. Calafate,
  • Juan-Carlos Cano and
  • Pietro Manzoni

26 May 2019

As the number of potential applications for Unmanned Aerial Vehicles (UAVs) keeps rising steadily, the chances that these devices get close to each other during their flights also increases, causing concerns regarding potential collisions. This paper...

  • Article
  • Open Access
13 Citations
5,894 Views
14 Pages

17 January 2017

A critical requirement for unmanned aerial vehicles (UAV) is the collision avoidance (CA) capability to meet safety and flexibility issues in an environment of increasing air traffic densities. This paper proposes two efficient algorithms: conflict d...

  • Article
  • Open Access
701 Views
26 Pages

Lightweight and Compact Pulse Radar for UAV Platforms for Mid-Air Collision Avoidance

  • Dawid Sysak,
  • Arkadiusz Byndas,
  • Tomasz Karas and
  • Grzegorz Jaromi

4 December 2025

Small and medium Unmanned Aerial Vehicles (UAVs) are commonly equipped with diverse sensors for situational awareness, including cameras, Frequency-Modulated Continuous-Wave (FMCW) radars, Light Detection and Ranging (LiDAR) systems, and ultrasonic s...

  • Article
  • Open Access
20 Citations
5,837 Views
15 Pages

28 March 2017

Unmanned Aerial Vehicles (UAVs) have recently received notable attention because of their wide range of applications in urban civilian use and in warfare. With air traffic densities increasing, it is more and more important for UAVs to be able to pre...

  • Article
  • Open Access
10 Citations
3,675 Views
20 Pages

21 February 2024

With the increasing demand for unmanned aerial vehicles (UAVs), the number of UAVs in the airspace and the risk of mid-air collisions caused by UAVs are increasing. Therefore, detect and avoid (DAA) technology for UAVs has become a crucial element fo...

  • Article
  • Open Access
20 Citations
3,907 Views
19 Pages

Real-Time Collision-Free Navigation of Multiple UAVs Based on Bounding Boxes

  • Paloma Sánchez,
  • Rafael Casado and
  • Aurelio Bermúdez

Predictably, future urban airspaces will be crowded with autonomous unmanned aerial vehicles (UAVs) offering different services to the population. One of the main challenges in this new scenario is the design of collision-free navigation algorithms t...

  • Article
  • Open Access
62 Views
27 Pages

23 January 2026

Collision avoidance between unmanned aerial vehicles (UAVs) and non-cooperative targets (e.g., off-nominal operations or birds) presents significant challenges in urban air mobility (UAM). This difficulty arises due to the highly dynamic and unpredic...

  • Article
  • Open Access
17 Citations
6,331 Views
29 Pages

System Identification and Nonlinear Model Predictive Control with Collision Avoidance Applied in Hexacopters UAVs

  • Luis F. Recalde,
  • Bryan S. Guevara,
  • Christian P. Carvajal,
  • Victor H. Andaluz,
  • José Varela-Aldás and
  • Daniel C. Gandolfo

22 June 2022

Accurate trajectory tracking is a critical property of unmanned aerial vehicles (UAVs) due to system nonlinearities, under-actuated properties and constraints. Specifically, the use of unmanned rotorcrafts with accuracy trajectory tracking controller...

  • Article
  • Open Access
16 Citations
5,464 Views
23 Pages

FFAU—Framework for Fully Autonomous UAVs

  • Dário Pedro,
  • João P. Matos-Carvalho,
  • Fábio Azevedo,
  • Ricardo Sacoto-Martins,
  • Luís Bernardo,
  • Luís Campos,
  • José M. Fonseca and
  • André Mora

28 October 2020

Unmanned Aerial Vehicles (UAVs), although hardly a new technology, have recently gained a prominent role in many industries being widely used not only among enthusiastic consumers, but also in high demanding professional situations, and will have a m...

  • Article
  • Open Access
6 Citations
3,029 Views
15 Pages

27 November 2022

This paper proposes a collision avoidance algorithm for the detection and avoidance capabilities of Unmanned Aerial Vehicles (UAVs). The proposed algorithm aims to ensure minimum separation between UAVs and geofencing with multiple no-fly zones, cons...

  • Article
  • Open Access
37 Citations
7,753 Views
28 Pages

17 September 2020

Distance information of an obstacle is important for obstacle avoidance in many applications, and could be used to determine the potential risk of object collision. In this study, the detection of a moving fixed-wing unmanned aerial vehicle (UAV) wit...

  • Article
  • Open Access
1,449 Views
19 Pages

18 October 2024

With the proliferation of Unmanned Aerial Vehicle (UAV) technology, the demand for effective collision avoidance technology has intensified. The DAIDALUS algorithm, devised by NASA Langley Research Center under the Detect-and-Avoid (DAA) framework, p...

  • Article
  • Open Access
2 Citations
4,813 Views
33 Pages

16 June 2025

Path planning in multi-agent UAV swarms is a crucial issue that involves avoiding collisions in dynamic, obstacle-filled environments while consuming the least amount of time and energy possible. This work comprehensively evaluates reinforcement lear...

  • Article
  • Open Access
11 Citations
3,995 Views
19 Pages

18 November 2022

Mission planning for multiple unmanned aerial vehicles (UAVs) is a complex problem that is expected to be solved by quantum computing. With the increasing application of UAVs, the demand for efficient conflict management strategies to ensure airspace...

  • Article
  • Open Access
7 Citations
3,873 Views
26 Pages

25 April 2022

This paper presents a methodology that can be used to avoid collisions of aerial drones. Even though there are many collision avoidance methods available in literature, collision cone is a proven method that can be used to predict a collision beforeh...

  • Review
  • Open Access
90 Citations
12,280 Views
35 Pages

26 May 2021

Over the last decade, Unmanned Aerial Vehicles (UAVs), also known as drones, have been broadly utilized in various agricultural fields, such as crop management, crop monitoring, seed sowing, and pesticide spraying. Nonetheless, autonomy is still a cr...

  • Article
  • Open Access
5 Citations
2,491 Views
20 Pages

21 March 2024

Due to CPU and memory limitations, mobile IoT devices face challenges in handling delay-sensitive and computationally intensive tasks. Mobile edge computing addresses this issue by offloading tasks to the wireless network edge, reducing latency and e...

  • Article
  • Open Access
9 Citations
4,439 Views
19 Pages

Vehicle-to-Vehicle Based Autonomous Flight Coordination Control System for Safer Operation of Unmanned Aerial Vehicles

  • Lin Shan,
  • Ryu Miura,
  • Takashi Matsuda,
  • Miho Koshikawa,
  • Huan-Bang Li and
  • Takeshi Matsumura

9 November 2023

The exponential growth of unmanned aerial vehicles (UAVs) or drones in recent years has raised concerns about their safe operation, especially in beyond-line-of-sight (BLOS) scenarios. Existing unmanned aircraft system traffic management (UTM) heavil...

  • Article
  • Open Access
1,199 Views
22 Pages

Robust UAV Path Planning Using RSS in GPS-Denied and Dense Environments Based on Deep Reinforcement Learning

  • Kyounghun Kim,
  • Joonho Seon,
  • Jinwook Kim,
  • Jeongho Kim,
  • Youngghyu Sun,
  • Seongwoo Lee,
  • Soohyun Kim,
  • Byungsun Hwang,
  • Mingyu Lee and
  • Jinyoung Kim

28 September 2025

A wide range of research has been conducted on path planning and collision avoidance to enhance the operational efficiency of unmanned aerial vehicles (UAVs). The existing works have mainly assumed an environment with static obstacles and global posi...

  • Article
  • Open Access
31 Citations
6,664 Views
23 Pages

5 July 2021

Unmanned Autonomous Vehicles (UAV), while not a recent invention, have recently acquired a prominent position in many industries, and they are increasingly used not only by avid customers, but also in high-demand technical use-cases, and will have a...

  • Article
  • Open Access
59 Citations
10,137 Views
19 Pages

15 November 2016

Unmanned aerial vehicles (UAVs) are an emerging technology with the potential to revolutionize commercial industries and the public domain outside of the military. UAVs would be able to speed up rescue and recovery operations from natural disasters a...

  • Article
  • Open Access
11 Citations
5,721 Views
30 Pages

Path Planning for Unmanned Aerial Vehicles in Complex Environments

  • César Gómez Arnaldo,
  • María Zamarreño Suárez,
  • Francisco Pérez Moreno and
  • Raquel Delgado-Aguilera Jurado

26 June 2024

This paper introduces a comprehensive framework for generating obstacle-free flight paths for unmanned aerial vehicles (UAVs) in intricate 3D environments. The system leverages the Rapidly Exploring Random Tree (RRT) algorithm to design trajectories...

  • Abstract
  • Open Access
474 Views
4 Pages

This study presents an improved UAV-based structure inspection method that integrates advanced 3D modeling and optimized path planning with obstacle avoidance. The system uses Meshroom, an open-source software, to combine multiple sets of 3D point cl...

  • Article
  • Open Access
107 Citations
17,168 Views
22 Pages

Obstacle Detection and Avoidance System Based on Monocular Camera and Size Expansion Algorithm for UAVs

  • Abdulla Al-Kaff,
  • Fernando García,
  • David Martín,
  • Arturo De La Escalera and
  • José María Armingol

7 May 2017

One of the most challenging problems in the domain of autonomous aerial vehicles is the designing of a robust real-time obstacle detection and avoidance system. This problem is complex, especially for the micro and small aerial vehicles, that is due...

  • Article
  • Open Access
5 Citations
2,022 Views
25 Pages

11 July 2024

This paper investigates the target fencing control problem of fixed-wing Unmanned Aerial Vehicle (UAV) swarms with collision avoidance and connectivity maintenance in obstacle environments. A distributed cooperative fencing scheme for maneuvering tar...

  • Article
  • Open Access
7 Citations
2,536 Views
16 Pages

This paper investigates the time-varying formation tracking (TVFT) problems for unmanned aerial vehicle (UAV) swarm systems with the leader’s unknown input and collision and obstacle avoidance mechanism. To solve the TVFT control problem which...

  • Article
  • Open Access
13 Citations
5,518 Views
26 Pages

Efficient Reactive Obstacle Avoidance Using Spirals for Escape

  • Fábio Azevedo,
  • Jaime S. Cardoso,
  • André Ferreira,
  • Tiago Fernandes,
  • Miguel Moreira and
  • Luís Campos

7 June 2021

The usage of unmanned aerial vehicles (UAV) has increased in recent years and new application scenarios have emerged. Some of them involve tasks that require a high degree of autonomy, leading to increasingly complex systems. In order for a robot to...

  • Review
  • Open Access
1 Citations
3,583 Views
46 Pages

Toward Autonomous UAV Swarm Navigation: A Review of Trajectory Design Paradigms

  • Kaleem Arshid,
  • Ali Krayani,
  • Lucio Marcenaro,
  • David Martin Gomez and
  • Carlo Regazzoni

19 September 2025

The development of efficient and reliable trajectory-planning strategies for swarms of unmanned aerial vehicles (UAVs) is an increasingly important area of research, with applications in surveillance, search and rescue, smart agriculture, defence ope...

  • Article
  • Open Access
30 Citations
6,919 Views
21 Pages

Path Planning and Collision Risk Management Strategy for Multi-UAV Systems in 3D Environments

  • Blanca López,
  • Javier Muñoz,
  • Fernando Quevedo,
  • Concepción A. Monje,
  • Santiago Garrido and
  • Luis E. Moreno

28 June 2021

Multi-UAV systems are attracting, especially in the last decade, the attention of researchers and companies of very different fields due to the great interest in developing systems capable of operating in a coordinated manner in complex scenarios and...

  • Article
  • Open Access
32 Citations
5,699 Views
32 Pages

Decentralized Mesh-Based Model Predictive Control for Swarms of UAVs

  • Salvatore Rosario Bassolillo,
  • Egidio D’Amato,
  • Immacolata Notaro,
  • Luciano Blasi and
  • Massimiliano Mattei

3 August 2020

This paper deals with the design of a decentralized guidance and control strategy for a swarm of unmanned aerial vehicles (UAVs), with the objective of maintaining a given connection topology with assigned mutual distances while flying to a target ar...

  • Article
  • Open Access
1 Citations
1,468 Views
19 Pages

Improving Generalization in Collision Avoidance for Multiple Unmanned Aerial Vehicles via Causal Representation Learning

  • Che Lin,
  • Gaofei Han,
  • Qingling Wu,
  • Boxi Wang,
  • Jiafan Zhuang,
  • Wenji Li,
  • Zhifeng Hao and
  • Zhun Fan

24 May 2025

Deep-reinforcement-learning-based multi-UAV collision avoidance and navigation methods have made significant progress. However, the fundamental challenge of those methods is their restricted capability to generalize beyond the specific scenario in wh...

  • Article
  • Open Access
52 Citations
6,063 Views
35 Pages

8 May 2018

In this paper, we mainly study a cooperative search and coverage algorithm for a given bounded rectangle region, which contains several unknown stationary targets, by a team of unmanned aerial vehicles (UAVs) with non-ideal sensors and limited commun...

  • Article
  • Open Access
13 Citations
4,429 Views
19 Pages

Designing a Reliable UAV Architecture Operating in a Real Environment

  • Krzysztof Andrzej Gromada and
  • Wojciech Marcin Stecz

29 December 2021

The article presents a method of designing a selected unmanned aerial platform flight scenario based on the principles of designing a reliable (Unmanned Aerial Vehicle) UAV architecture operating in an environment in which other platforms operate. Th...

  • Article
  • Open Access
12 Citations
4,025 Views
16 Pages

An ADS-B Information-Based Collision Avoidance Methodology to UAV

  • Liang Tong,
  • Xusheng Gan,
  • Yarong Wu,
  • Nan Yang and
  • Maolong Lv

6 April 2023

A collision avoidance method that is specifically tailored for UAVs (unmanned aerial vehicles) operating in converging airspace is proposed. The method is based on ADS-B messages and it aims to detect and resolve conflicts between UAVs. The proposed...

  • Article
  • Open Access
1,175 Views
25 Pages

Research on Collision Avoidance Method of USV Based on UAV Visual Assistance

  • Tongbo Hu,
  • Wei Guan,
  • Chunqi Luo,
  • Sheng Qu,
  • Zhewen Cui and
  • Shuhui Hao

13 October 2025

Collision avoidance technology serves as a critical enabler for autonomous navigation of unmanned surface vehicles (USVs). To address the limitations of incomplete environmental perception and inefficient decision-making for collision avoidance in US...

  • Feature Paper
  • Article
  • Open Access
2 Citations
3,546 Views
17 Pages

Event-Triggered Hierarchical Planner for Autonomous Navigation in Unknown Environment

  • Changhao Chen,
  • Bifeng Song,
  • Qiang Fu,
  • Dong Xue and
  • Lei He

27 November 2023

End-to-end deep neural network (DNN)-based motion planners have shown great potential in high-speed autonomous UAV flight. Yet, most existing methods only employ a single high-capacity DNN, which typically lacks generalization ability and suffers fro...

  • Article
  • Open Access
8 Citations
9,064 Views
35 Pages

25 February 2020

The operation of Unmanned Aerial Vehicles (UAVs) in civil airspace is restricted by the aviation authorities, which require full compliance with regulations that apply for manned aircraft. This paper proposes control algorithms for a collision avoida...

  • Review
  • Open Access
752 Views
66 Pages

26 December 2025

Collaborative multi-UAV swarms are central to many missions. This review covers the most recent two years. It organizes the literature with a scenario-aligned taxonomy. The taxonomy has 12 cells (Path/Distribution/Coverage × offline/online &tim...

  • Article
  • Open Access
32 Citations
5,047 Views
15 Pages

13 September 2019

The problem of collision avoidance of an unmanned aerial vehicle (UAV) group is studied in this paper. A collision avoidance method of UAV group formation based on second-order consensus algorithm and improved artificial potential field is proposed....

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