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Drones, Volume 7, Issue 7

2023 July - 81 articles

Cover Story: Recent advancements in Micro Aerial Vehicle (MAV) technology have broadened their applications across various fields ranging from agriculture to industry, where MAVs are utilized for data acquisition and monitoring tasks, as well as hazardous operations. However, these systems must provide the operator with autonomous flight capabilities to be effectively deployed in challenging real-world scenarios. We propose a comprehensive framework for autonomous UAV missions in partially unknown GNSS-denied environments. The framework integrates key modules for localization, perception, global planning, local re-planning to avoid obstacles, and a state machine to orchestrate the mission sequence. The system has been validated in simulation and tested in real-world scenarios during an autonomous drone challenge. View this paper
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Articles (81)

  • Feature Paper
  • Article
  • Open Access
6 Citations
3,221 Views
13 Pages

24 July 2023

The current state of the art in small Unmanned Aerial System (sUAS) testing and evaluation exists mainly in the realm of outdoor flight. Operating small flying sUAS in constrained indoor or subterranean environments places different constraints on th...

(This article belongs to the Special Issue Advances of Unmanned Aerial Vehicle Communication)
  • Article
  • Open Access
40 Citations
11,460 Views
32 Pages

Digital Twin Development for the Airspace of the Future

  • Toufik Souanef,
  • Saba Al-Rubaye,
  • Antonios Tsourdos,
  • Samuel Ayo and
  • Dimitrios Panagiotakopoulos

23 July 2023

The UK aviation industry is committed to achieving net zero emissions by 2050 through sustainable measures and one of the key aspects of this effort is the implementation of Unmanned Traffic Management (UTM) systems. These UTM systems play a crucial...

(This article belongs to the Section Drone Communications)
  • Article
  • Open Access
5 Citations
3,088 Views
27 Pages

21 July 2023

Unmanned aerial vehicles (UAVs) visual object tracking under low-light conditions serves as a crucial component for applications, such as night surveillance, indoor searches, night combat, and all-weather tracking. However, the majority of the existi...

  • Article
  • Open Access
8 Citations
4,268 Views
19 Pages

Joint Task Offloading and Resource Allocation for Space–Air–Ground Collaborative Network

  • Chengli Mei,
  • Cheng Gao,
  • Heng Wang,
  • Yanxia Xing,
  • Ningyao Ju and
  • Bo Hu

21 July 2023

The space–air–ground collaborative network can provide computing service for ground users in remote areas by deploying edge servers on satellites and high-altitude platform (HAP) drones. However, with the growing number of ground devices...

(This article belongs to the Section Drone Communications)
  • Article
  • Open Access
1 Citations
2,203 Views
23 Pages

Fast Tube-Based Robust Compensation Control for Fixed-Wing UAVs

  • Lixin Wang,
  • Sizhuang Zheng,
  • Weijia Wang,
  • Hao Wang,
  • Hailiang Liu and
  • Ting Yue

21 July 2023

When considering the robust control of fixed-wing Unmanned Aerial Vehicles (UAVs), a conflict often arises between addressing nonlinearity and meeting fast-solving requirements. In existing studies, the less nonlinear robust control methods have show...

  • Article
  • Open Access
1 Citations
2,410 Views
22 Pages

20 July 2023

To improve the limited number of fixed access points (APs) and the inability to dynamically adjust them in fingerprint localization, this paper attempted to use drones to replace these APs. Drones have higher flexibility and accuracy, can hover in di...

(This article belongs to the Section Drone Communications)
  • Article
  • Open Access
24 Citations
4,110 Views
26 Pages

20 July 2023

We present a novel and first-of-its-kind information-theoretic framework for the key design consideration and implementation of a ground-to-unmanned Aerial Vehicle (UAV) (G2U) communication network with an aim to minimize end-to-end transmission dela...

(This article belongs to the Special Issue UAVs Communications for 6G)
  • Review
  • Open Access
42 Citations
10,022 Views
31 Pages

20 July 2023

Unmanned aerial system/unmanned aircraft system (UAS) operations have increased exponentially in recent years. With the creation of new air mobility concepts, industries use cutting-edge technology to create unmanned aerial vehicles (UAVs) for variou...

(This article belongs to the Special Issue Urban Air Mobility (UAM))
  • Feature Paper
  • Article
  • Open Access
9 Citations
3,375 Views
27 Pages

20 July 2023

The protection of heritage sites is one of the keys that our civilisation presents. That is why great efforts have been invested in order to protect and preserve movable and immovable property with a certain historical value, as is the case of archae...

(This article belongs to the Special Issue Digital Twins and Extended Reality: Opportunities and Challenges of Integrated Applications)
  • Feature Paper
  • Article
  • Open Access
32 Citations
6,714 Views
22 Pages

20 July 2023

Multiple unmanned aerial vehicles (Multi-UAV) systems have recently demonstrated significant advantages in some real-world scenarios, but the limited communication range of UAVs poses great challenges to multi-UAV collaborative decision-making. By co...

(This article belongs to the Special Issue Advanced Unmanned System Control and Data Processing)
  • Article
  • Open Access
4 Citations
2,604 Views
18 Pages

19 July 2023

Reconnaissance unmanned aerial vehicles are specifically designed to estimate parameters and process intercepted signals for the purpose of identifying and locating radars. However, distinguishing quasi-simultaneous arrival signals (QSAS) has become...

  • Article
  • Open Access
5 Citations
2,427 Views
20 Pages

Multi-Group Tracking Control for MASs of UAV with a Novel Event-Triggered Scheme

  • Can Zhao,
  • Kaibo Shi,
  • Yiqian Tang,
  • Jianying Xiao and
  • Nanrong He

18 July 2023

The flight control of UAVs can be implemented and theoretically analyzed using multi-agent systems (MASs), and tracking control is one of the important control technologies. This paper studies multi-group tracking control for multi-agent systems of U...

(This article belongs to the Special Issue UAV Trajectory Generation, Optimization and Cooperative Control)
  • Article
  • Open Access
6 Citations
2,595 Views
21 Pages

18 July 2023

This paper focuses on distributed state estimation (DSE) and unmanned aerial vehicle (UAV) path optimization for target tracking. First, a diffusion cubature Kalman filter with intermittent measurements based on covariance intersection (DCKFI-CI) is...

(This article belongs to the Special Issue Advanced Unmanned System Control and Data Processing)
  • Article
  • Open Access
5 Citations
3,530 Views
13 Pages

Modulation Recognition of Low-SNR UAV Radar Signals Based on Bispectral Slices and GA-BP Neural Network

  • Xuemin Liu,
  • Yaoliang Song,
  • Kuiyu Chen,
  • Shihao Yan,
  • Si Chen and
  • Baihua Shi

18 July 2023

In this paper, we address the challenge of low recognition rates in existing methods for radar signals from unmanned aerial vehicles (UAV) with low signal-to-noise ratios (SNRs). To overcome this challenge, we propose the utilization of the bispectra...

  • Feature Paper
  • Article
  • Open Access
16 Citations
8,174 Views
18 Pages

An Efficient Framework for Autonomous UAV Missions in Partially-Unknown GNSS-Denied Environments

  • Michael Mugnai,
  • Massimo Teppati Losé,
  • Edwin Paúl Herrera-Alarcón,
  • Gabriele Baris,
  • Massimo Satler and
  • Carlo Alberto Avizzano

18 July 2023

Nowadays, multirotors are versatile systems that can be employed in several scenarios, where their increasing autonomy allows them to achieve complex missions without human intervention. This paper presents a framework for autonomous missions with lo...

(This article belongs to the Special Issue Navigation, Control and Mission Planning Advances for Safe, Efficient and Autonomous Drones)
  • Article
  • Open Access
13 Citations
5,838 Views
22 Pages

16 July 2023

Detecting, tracking, and classifying unmanned aerial vehicles (UAVs) in a swarm presents significant challenges due to their small and diverse radar cross-sections, multiple flight altitudes, velocities, and close trajectories. To overcome these chal...

(This article belongs to the Special Issue Autonomous Flight of Drone: Control, Trajectory Optimization and Mission Planning)
  • Article
  • Open Access
14 Citations
7,344 Views
14 Pages

14 July 2023

Multirotor UAVs are becoming increasingly important in both civilian and military fields. In the plateau environment, the endurance time of multirotor UAVs is still too short for mission requirements. Thus, the optimisation of the efficiency of the p...

  • Article
  • Open Access
6 Citations
2,098 Views
17 Pages

13 July 2023

A mathematical model for the target tracking problem is proposed. The model makes it possible to describe conditions when the time for an observer to receive the results of indirect observations of a moving object depends not only on the state of the...

(This article belongs to the Topic Target Tracking, Guidance, and Navigation for Autonomous Systems)
  • Article
  • Open Access
23 Citations
10,042 Views
22 Pages

Flow Structure around a Multicopter Drone: A Computational Fluid Dynamics Analysis for Sensor Placement Considerations

  • Mauro Ghirardelli,
  • Stephan T. Kral,
  • Nicolas Carlo Müller,
  • Richard Hann,
  • Etienne Cheynet and
  • Joachim Reuder

13 July 2023

This study presents a computational fluid dynamics (CFD) based approach to determine the optimal positioning for an atmospheric turbulence sensor on a rotary-wing uncrewed aerial vehicle (UAV) with X8 configuration. The vertical (zBF) and horizontal...

(This article belongs to the Section Drone Communications)
  • Article
  • Open Access
15 Citations
5,392 Views
14 Pages

12 July 2023

Unmanned aerial vehicle (UAV) based object detection plays a pivotal role in civil and military fields. Unfortunately, the problem is more challenging than general visual object detection due to the significant appearance deterioration in images capt...

(This article belongs to the Special Issue Multi-UAV Networks)
  • Article
  • Open Access
3 Citations
2,492 Views
24 Pages

Two-Hop Cooperative Caching and UAVs Deployment Based on Potential Game

  • Yuan Bian,
  • Jianbo Hu,
  • Shuo Wang,
  • Yukai Hao,
  • Wenjie Liu and
  • Chaoqi Fu

11 July 2023

This paper explores the joint cache placement and 3D deployment of Unmanned Aerial Vehicle (UAV) groups, utilizing potential game theory and a two-hop UAV cooperative caching mechanism, which could create a tradeoff between latency and coverage. The...

(This article belongs to the Section Drone Communications)
  • Article
  • Open Access
36 Citations
11,235 Views
29 Pages

11 July 2023

This study examines the impact of wind/gust speed conditions on airside traffic flows at vertiports in the context of on-demand urban air mobility based on the Vertidrome Airside Level of Service Framework. A wind-dependent operational concept introd...

(This article belongs to the Section Drone Communications)
  • Article
  • Open Access
7 Citations
2,916 Views
27 Pages

11 July 2023

This paper is concerned with the problem of multi-UAV roundup inspired by hierarchical cognition consistency learning based on an interaction mechanism. First, a dynamic communication model is constructed to address the interactions among multiple ag...

(This article belongs to the Special Issue Advanced Intelligent Decision-Making and Flight Control of Unmanned Aerial Vehicles)
  • Article
  • Open Access
1 Citations
4,044 Views
15 Pages

11 July 2023

This study investigates the use of generative adversarial network (GAN)-based data augmentation to enhance data discretization for smoother drone input. The goal is to improve unmanned aerial vehicles’ (UAVs) performance and maneuverability by...

(This article belongs to the Special Issue AAM Integration: Strategic Insights and Goals)
  • Article
  • Open Access
14 Citations
7,266 Views
24 Pages

A GPS-Adaptive Spoofing Detection Method for the Small UAV Cluster

  • Lianxiao Meng,
  • Long Zhang,
  • Lin Yang and
  • Wu Yang

11 July 2023

The small UAV (unmanned aerial vehicle) cluster has become an important trend in the development of UAVs because it has the advantages of being unmanned, having a small size and low cost, and ability to complete many collaborative tasks. Meanwhile, t...

(This article belongs to the Special Issue Intelligent Coordination of UAV Swarm Systems)
  • Article
  • Open Access
1 Citations
2,134 Views
17 Pages

11 July 2023

This paper investigates the throughput optimization strategy in an unmanned aerial vehicle (UAV)-enabled emergency outdoor–indoor fairness communication scenario, with the UAV as a mobile relay station in the air, to provide outdoor–indoo...

(This article belongs to the Special Issue Wireless Networks and UAV)
  • Article
  • Open Access
17 Citations
3,513 Views
24 Pages

QEHLR: A Q-Learning Empowered Highly Dynamic and Latency-Aware Routing Algorithm for Flying Ad-Hoc Networks

  • Qiubei Xue,
  • Yang Yang,
  • Jie Yang,
  • Xiaodong Tan,
  • Jie Sun,
  • Gun Li and
  • Yong Chen

10 July 2023

With the growing utilization of intelligent unmanned aerial vehicle (UAV) clusters in both military and civilian domains, the routing protocol of flying ad-hoc networks (FANETs) has promised a crucial role in facilitating cluster communication. Howev...

(This article belongs to the Section Drone Communications)
  • Article
  • Open Access
8 Citations
3,813 Views
22 Pages

Omni-Directional Capture for Multi-Drone Based on 3D-Voronoi Tessellation

  • Kai Cao,
  • Yang-Quan Chen,
  • Song Gao,
  • Kun Yan,
  • Jiahao Zhang and
  • Di An

10 July 2023

This paper addresses the multi-drone formation capture in three-dimensional (3D) environments. The omni-directional minimum volume (ODMV) 3D-Voronoi diagram algorithm is proposed for the first time to achieve the two goals of (1) forming and keeping...

(This article belongs to the Topic Target Tracking, Guidance, and Navigation for Autonomous Systems)
  • Article
  • Open Access
6 Citations
3,490 Views
25 Pages

9 July 2023

Due to the advantages of low cost and high flexibility, drones have been applied to urban surveillance, vegetation monitoring, and other fields with the need for coverage of regions. To expand UAVs’ coverage, we designed the Capsule Airport (CA...

(This article belongs to the Section Drone Communications)
  • Article
  • Open Access
25 Citations
3,671 Views
21 Pages

9 July 2023

Forest fires are one of the most serious natural disasters that threaten forest resources. The early and accurate identification of forest fires is crucial for reducing losses. Compared with satellites and sensors, unmanned aerial vehicles (UAVs) are...

  • Article
  • Open Access
10 Citations
3,654 Views
15 Pages

Urban Forest Above-Ground Biomass Estimation Based on UAV 3D Real Scene

  • Yinyin Zhao,
  • Lv Zhou,
  • Chao Chen,
  • Xuejian Li,
  • Huaqiang Du,
  • Jiacong Yu,
  • Lujin Lv,
  • Lei Huang and
  • Meixuan Song

8 July 2023

(1) Background: A three-dimensional (3D) real scene is a digital representation of the multidimensional dynamic real-world structure that enables the realistic and stereoscopic expression of actual scenarios, and is an important technological tool fo...

(This article belongs to the Section Drones in Agriculture and Forestry)
  • Article
  • Open Access
11 Citations
3,779 Views
29 Pages

Using Ground and UAV Vegetation Indexes for the Selection of Fungal-Resistant Bread Wheat Varieties

  • Yassine Hamdane,
  • Joel Segarra,
  • Maria Luisa Buchaillot,
  • Fatima Zahra Rezzouk,
  • Adrian Gracia-Romero,
  • Thomas Vatter,
  • Nermine Benfredj,
  • Rana Arslan Hameed,
  • Nieves Aparicio Gutiérrez and
  • Shawn Carlisle Kefauver
  • + 2 authors

8 July 2023

The productivity of wheat in the Mediterranean region is under threat due to climate-change-related environmental factors, including fungal diseases that can negatively impact wheat yield and quality. Wheat phenotyping tools utilizing affordable, hig...

  • Article
  • Open Access
28 Citations
4,586 Views
27 Pages

7 July 2023

The application of 3D UAV path planning algorithms in smart cities and smart buildings can improve logistics efficiency, enhance emergency response capabilities as well as provide services such as indoor navigation, thus bringing more convenience and...

(This article belongs to the Topic 3D Computer Vision and Smart Building and City)
  • Article
  • Open Access
1 Citations
3,299 Views
18 Pages

On IRS-Assisted Covert Communication with a Friendly UAV

  • Xiaobei Xu,
  • Linzi Hu,
  • Sha Wei,
  • Yuwen Qian,
  • Shihao Yan,
  • Feng Shu and
  • Jun Li

7 July 2023

Driven by the rapidly growing demand for information security, covert wireless communication has become an essential technology and attracted tremendous attention. However, traditional wireless covert communication is continuously exposing the inhere...

  • Article
  • Open Access
20 Citations
5,960 Views
19 Pages

UAV Localization in Low-Altitude GNSS-Denied Environments Based on POI and Store Signage Text Matching in UAV Images

  • Yu Liu,
  • Jing Bai,
  • Gang Wang,
  • Xiaobo Wu,
  • Fangde Sun,
  • Zhengqiang Guo and
  • Hujun Geng

6 July 2023

Localization is the most important basic information for unmanned aerial vehicles (UAV) during their missions. Currently, most UAVs use GNSS to calculate their own position. However, when faced with complex electromagnetic interference situations or...

(This article belongs to the Special Issue The Application of Image Processing and Signal Processing Techniques in Unmanned Aerial Vehicles)
  • Article
  • Open Access
12 Citations
4,623 Views
28 Pages

6 July 2023

The unmanned aerial manipulator (UAM) is a kind of aerial robot that combines a quadrotor aircraft and an onboard manipulator. This paper focuses on the problems of structure design, system modeling, and motion control of an UAM applied for water sam...

(This article belongs to the Section Innovative Urban Mobility)
  • Article
  • Open Access
11 Citations
3,304 Views
20 Pages

Hierarchical Maneuver Decision Method Based on PG-Option for UAV Pursuit-Evasion Game

  • Bo Li,
  • Haohui Zhang,
  • Pingkuan He,
  • Geng Wang,
  • Kaiqiang Yue and
  • Evgeny Neretin

6 July 2023

Aiming at the autonomous decision-making problem in an Unmanned aerial vehicle (UAV) pursuit-evasion game, this paper proposes a hierarchical maneuver decision method based on the PG-option. Firstly, considering various situations of the relationship...

(This article belongs to the Special Issue Intelligent Recognition and Detection for Unmanned Systems)
  • Article
  • Open Access
60 Citations
7,416 Views
21 Pages

TGC-YOLOv5: An Enhanced YOLOv5 Drone Detection Model Based on Transformer, GAM & CA Attention Mechanism

  • Yuliang Zhao,
  • Zhongjie Ju,
  • Tianang Sun,
  • Fanghecong Dong,
  • Jian Li,
  • Ruige Yang,
  • Qiang Fu,
  • Chao Lian and
  • Peng Shan

6 July 2023

Drone detection is a significant research topic due to the potential security threats posed by the misuse of drones in both civilian and military domains. However, traditional drone detection methods are challenged by the drastic scale changes and co...

  • Review
  • Open Access
56 Citations
13,296 Views
26 Pages

UAV Ad Hoc Network Routing Algorithms in Space–Air–Ground Integrated Networks: Challenges and Directions

  • Yuxi Lu,
  • Wu Wen,
  • Kostromitin Konstantin Igorevich,
  • Peng Ren,
  • Hongxia Zhang,
  • Youxiang Duan,
  • Hailong Zhu and
  • Peiying Zhang

6 July 2023

With the rapid development of 5G and 6G communications in recent years, there has been significant interest in space–air–ground integrated networks (SAGINs), which aim to achieve seamless all-area, all-time coverage. As a key component of...

(This article belongs to the Topic Future Internet Architecture: Difficulties and Opportunities)
  • Article
  • Open Access
16 Citations
7,656 Views
25 Pages

6 July 2023

Considering the vibration generated by a propeller-driven UAV or encountering gust, the propeller will perform a very complex follower motion. A pitch and rotating coupled motion is proposed in the present work that can take more complex unsteady per...

(This article belongs to the Section Drone Design and Development)
  • Article
  • Open Access
50 Citations
8,838 Views
18 Pages

Deep Reinforcement Learning for Truck-Drone Delivery Problem

  • Zhiliang Bi,
  • Xiwang Guo,
  • Jiacun Wang,
  • Shujin Qin and
  • Guanjun Liu

6 July 2023

Utilizing drones for delivery is an effective approach to enhancing delivery efficiency and lowering expenses. However, to overcome the delivery range and payload capacity limitations of drones, the combination of trucks and drones is gaining more at...

  • Article
  • Open Access
6 Citations
3,832 Views
29 Pages

U-Space Utilisation of Airspace under Various Layer Function Assignments and Allocations

  • Andres Morfin Veytia,
  • Calin Andrei Badea,
  • Niki Patrinopoulou,
  • Ioannis Daramouskas,
  • Joost Ellerbroek,
  • Vaios Lappas,
  • Vassilios Kostopoulos and
  • Jacco Hoekstra

5 July 2023

The interest in urban air mobility as a potential solution for urban congestion is steadily growing. Air operations in urban areas can present added complexity as compared with traditional air traffic management. As a result, it is necessary to test...

(This article belongs to the Special Issue Unmanned Traffic Management Systems)
  • Article
  • Open Access
10 Citations
4,088 Views
22 Pages

5 July 2023

Solar power is a popular option for powering Unmanned Aerial Vehicles (UAVs) due to its ability to provide power for long-endurance flight. However, solar-powered UAVs face challenges, including operational reliability problems. To address their oper...

(This article belongs to the Special Issue Conceptual Design, Modeling, and Control Strategies of Drones-II)
  • Article
  • Open Access
9 Citations
3,285 Views
20 Pages

Joint Trajectory Planning, Service Function Deploying, and DAG Task Scheduling in UAV-Empowered Edge Computing

  • Runa Jia,
  • Kuang Zhao,
  • Xianglin Wei,
  • Guoliang Zhang,
  • Yangang Wang and
  • Gangyi Tu

5 July 2023

Efficient task scheduling plays a key role in unmanned aerial vehicle (UAV)-empowered edge computing due to the limitation in energy supply and computation resource on the UAV platforms. This problem becomes much more complicated when the processing-...

(This article belongs to the Special Issue Edge Computing and IoT Technologies for Drones)
  • Article
  • Open Access
13 Citations
7,626 Views
19 Pages

DroneNet: Rescue Drone-View Object Detection

  • Xiandong Wang,
  • Fengqin Yao,
  • Ankun Li,
  • Zhiwei Xu,
  • Laihui Ding,
  • Xiaogang Yang,
  • Guoqiang Zhong and
  • Shengke Wang

3 July 2023

Recently, the research on drone-view object detection (DOD) has predominantly centered on efficiently identifying objects through cropping high-resolution images. However, it has overlooked the distinctive challenges posed by scale imbalance and a hi...

  • Article
  • Open Access
8 Citations
4,081 Views
21 Pages

An Augmented Sliding Mode Control for Fixed-Wing UAVs with External Disturbances and Model Uncertainties

  • Yu Pan,
  • Ni Li,
  • Wanyong Zou,
  • Ban Wang,
  • Kaibo Wang,
  • Xiaojun Tang,
  • Shuhui Bu and
  • Ling Qin

2 July 2023

Model uncertainties and external disturbances present significant challenges for controlling fixed-wing unmanned aerial vehicles (UAVs). An adaptive smooth second-order time-varying nonsingular fast terminal sliding mode control method is proposed in...

(This article belongs to the Special Issue Autonomous Flight of Drone: Control, Trajectory Optimization and Mission Planning)
  • Article
  • Open Access
10 Citations
2,909 Views
17 Pages

2 July 2023

Uncrewed Aerial Vehicles (UAVs) are instrumental in advancing the field of remote sensing. Nevertheless, the complexity of the background and the dense distribution of objects both present considerable challenges for object detection in UAV remote se...

(This article belongs to the Special Issue The Application of Image Processing and Signal Processing Techniques in Unmanned Aerial Vehicles)
  • Article
  • Open Access
8 Citations
4,902 Views
28 Pages

1 July 2023

Geoinformation and aerial data collection are essential during post-earthquake emergency response. This research focuses on the long-lasting spatial impacts of temporary solutions, which have persisted in regions of Central Italy affected by catastro...

  • Article
  • Open Access
24 Citations
5,226 Views
26 Pages

Deep Learning-Based Robust Actuator Fault Detection and Isolation Scheme for Highly Redundant Multirotor UAVs

  • Yisak Debele,
  • Ha-Young Shi,
  • Assefinew Wondosen,
  • Tae-Wan Ku and
  • Beom-Soo Kang

1 July 2023

This article presents a novel approach for detecting and isolating faulty actuators in highly redundant Multirotor UAVs using cascaded Deep Neural Network (DNN) models. The proposed Fault Detection and Isolation (FDI) framework combines Long Short-Te...

  • Article
  • Open Access
13 Citations
5,395 Views
32 Pages

30 June 2023

In an area where unmanned aerial system (UAS) traffic is high, a conflict detection system is one of the important components for the safety of UAS operations. A novel UAS traffic management (UTM) monitoring application was developed, including a con...

(This article belongs to the Section Innovative Urban Mobility)

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Drones - ISSN 2504-446X