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Drones, Volume 9, Issue 10

2025 October - 63 articles

Cover Story: This paper proposes an enhanced decision-making algorithm for multi-agent unmanned aerial vehicles (UAVs) in island capture missions: Integrating the Rainbow reinforcement learning module into the MADDPG framework introduces prioritized experience replay, multi-step temporal difference updating, and behavioral cloning to improve long-term reward perception and accelerate convergence. Experimental results show a 40% faster convergence and double the combat power preservation rate, demonstrating superior adaptability and robustness in complex dynamic adversarial environments. View this paper
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Articles (63)

  • Article
  • Open Access
1 Citations
1,081 Views
21 Pages

Cooperative Encirclement and Obstacle Avoidance of Fixed-Wing UAVs via MADDPG with Curriculum Learning

  • Xinrui Zhao,
  • Jianwen Tan,
  • Wenyue Meng,
  • Ziping Yu,
  • Yongzhao Yan and
  • Zijian Zhang

21 October 2025

Multi-UAV cooperative encirclement tasks have attracted considerable attention in areas such as military defense and target interception. Fixed-wing UAVs face substantial challenges due to intrinsic dynamic limits, including their minimum velocity an...

  • Article
  • Open Access
586 Views
20 Pages

Temperature Field Distribution Testing and Improvement of Near Space Environment Simulation Test System for Unmanned Aerial Vehicles

  • Jinghui Gao,
  • Tianjin Cheng,
  • Qing Hao,
  • Chen Li,
  • Chunlian Duan,
  • Xiang Ma,
  • Yanchu Yang,
  • Hui Feng and
  • Yongxiang Li

21 October 2025

Temperature distribution inside the vacuum chamber of the TRX 2000(A) near space environment simulation test system (NSESTS) was investigated through both experimentation and computational fluid dynamics simulation. Comparison between the experimenta...

  • Article
  • Open Access
629 Views
34 Pages

20 October 2025

Fixed-time coordination is critical for networked unmanned aerial vehicle (UAV) systems to accomplish time-sensitive missions such as rapid target encirclement, cooperative search, and emergency response. However, dynamic topology variations, caused...

  • Article
  • Open Access
545 Views
19 Pages

18 October 2025

This manuscript presents a robust formation and collision-free containment control system designed for a quadrotor fleet operating under turbulent wind conditions. Emphasizing collision avoidance, we introduce a two-layer strategy in which a virtual...

  • Article
  • Open Access
2 Citations
1,178 Views
21 Pages

17 October 2025

Addressing the challenge of high-precision time-coordinated path planning for manned and unmanned aerial vehicle (UAV) clusters operating in complex dynamic environments during missions like high-level autonomous coordination, this paper proposes a r...

  • Article
  • Open Access
597 Views
20 Pages

17 October 2025

Target assignment for UAV swarms represents a pivotal and formidable endeavor, characterized by intricate combinatorial optimization and complex constraints. This study introduces an innovative and sophisticated constraint-handling method that adeptl...

  • Article
  • Open Access
735 Views
39 Pages

16 October 2025

Block-based hybrid video coders typically use inter-prediction and bidirectionally coded (B) frames to improve compression efficiency. For this purpose, they employ look-ahead buffers, perform out-of-sequence frame coding, and implement similarity se...

  • Article
  • Open Access
499 Views
20 Pages

A Machine Learning-Based Hybrid Approach for Safeguarding VLC-Enabled Drone Systems

  • Ge Shi,
  • Hongyang Zhou,
  • Huixin Wu,
  • Fupeng Wei and
  • Wei Cheng

16 October 2025

This paper explores the physical layer security performance of collaborative drone fleets enabled by visible light communication (VLC) in a multi-eavesdropper scenario, where multiple drones leverage VLC to serve terrestrial users. To strengthen syst...

  • Article
  • Open Access
1,376 Views
23 Pages

16 October 2025

This paper presents a dual-objective Model Predictive Control (MPC) framework for fixed-wing unmanned aerial vehicles (UAVs). The framework was designed with two goals in mind: improving longitudinal motion control and optimizing the flight trajector...

  • Article
  • Open Access
650 Views
16 Pages

Rapid Optimal Matching Design of Heterogeneous Propeller Propulsion Systems for High-Altitude Unmanned Airships

  • Miao Zhang,
  • Xiangyu Wang,
  • Zhiwei Zhang,
  • Bo Wang,
  • Junjie Cheng and
  • Jian Zhang

16 October 2025

In order to enhance the wind-resistance capability and achieve a lightweight design of high-altitude unmanned airships, this study proposes a rapid optimization method for a heterogeneous propeller propulsion system. This system integrates contra-rot...

  • Article
  • Open Access
1 Citations
1,140 Views
25 Pages

Integration of Field Data and UAV Imagery for Coffee Yield Modeling Using Machine Learning

  • Sthéfany Airane dos Santos Silva,
  • Gabriel Araújo e Silva Ferraz,
  • Vanessa Castro Figueiredo,
  • Margarete Marin Lordelo Volpato,
  • Danton Diego Ferreira,
  • Marley Lamounier Machado,
  • Fernando Elias de Melo Borges and
  • Leonardo Conti

16 October 2025

The integration of machine learning (ML) techniques with unmanned aerial vehicle (UAV) imagery holds strong potential for improving yield prediction in agriculture. However, few studies have combined biophysical field variables with UAV-derived spect...

  • Article
  • Open Access
2 Citations
1,585 Views
24 Pages

16 October 2025

Urban heritage documentation often separates 3D data acquisition from immersive interaction, limiting both accuracy and user impact. This study develops and validates an end-to-end workflow that integrates UAV photogrammetry with terrestrial LiDAR an...

  • Article
  • Open Access
1 Citations
961 Views
38 Pages

15 October 2025

This study focuses on the cooperative formation control problem of six-degree-of-freedom (6-DOF) fixed-wing unmanned aerial vehicles (UAVs) under constraints of limited communication resources and strict time requirements. The core innovation of the...

  • Article
  • Open Access
987 Views
29 Pages

An Underwater Salvage Robot for Retrieving Foreign Objects in Nuclear Reactor Pools

  • Ming Zhong,
  • Zihan Gao,
  • Zhengxiong Mao,
  • Ruifei Lyu and
  • Yaxin Liu

15 October 2025

In this paper, an underwater salvage robot is developed to retrieve foreign objects scattered in nuclear reactor pools. The robot mainly consists of an ROV platform and a 3-DOF Delta robotic arm. Utilizing fused IMU and LED beacon visual data for loc...

  • Article
  • Open Access
1 Citations
1,061 Views
18 Pages

15 October 2025

With the rapid proliferation of drone applications, multi-UAV formation flights are becoming increasingly prevalent. While most existing studies focus on the aerodynamics of a single drone, aerodynamic interactions within UAV formations—particu...

  • Article
  • Open Access
953 Views
28 Pages

14 October 2025

Cooperative longitudinal–lateral trajectory optimization is essential for unmanned ground vehicle (UGV) platoons to improve safety, capacity, and efficiency. However, existing approaches often face unstable formation under low penetration rates...

  • Article
  • Open Access
626 Views
19 Pages

Fixed-Time Formation Control for MAV/UAVs with Switching Threshold Event-Triggered Strategy

  • Xueyan Han,
  • Maolong Lv,
  • Di Shen,
  • Yuyuan Shi,
  • Boyang Zhang and
  • Peng Yu

14 October 2025

The cooperative flight of manned and unmanned aerial vehicles (MAV/UAVs) has recently become a focus in the research of civilian and humanitarian fields, in which formation control is crucial. This paper takes the improvement of convergence performan...

  • Article
  • Open Access
1 Citations
1,754 Views
23 Pages

Georeferenced UAV Localization in Mountainous Terrain Under GNSS-Denied Conditions

  • Inseop Lee,
  • Chang-Ky Sung,
  • Hyungsub Lee,
  • Seongho Nam,
  • Juhyun Oh,
  • Keunuk Lee and
  • Chansik Park

14 October 2025

In Global Navigation Satellite System (GNSS)-denied environments, unmanned aerial vehicles (UAVs) relying on Vision-Based Navigation (VBN) in high-altitude, mountainous terrain face severe challenges due to geometric distortions in aerial imagery. Th...

  • Article
  • Open Access
1,260 Views
30 Pages

14 October 2025

Urban drone operations are exposed to unpredictable risks, including engine failure and deliberate signal interference. A recent and ongoing disruption in Jeddah, Saudi Arabia, has seen widespread GPS spoofing that misleads devices by hundreds of kil...

  • Feature Paper
  • Article
  • Open Access
2 Citations
2,633 Views
26 Pages

ADG-YOLO: A Lightweight and Efficient Framework for Real-Time UAV Target Detection and Ranging

  • Hongyu Wang,
  • Zheng Dang,
  • Mingzhu Cui,
  • Hanqi Shi,
  • Yifeng Qu,
  • Hongyuan Ye,
  • Jingtao Zhao and
  • Duosheng Wu

13 October 2025

The rapid evolution of UAV technology has increased the demand for lightweight airborne perception systems. This study introduces ADG-YOLO, an optimized model for real-time target detection and ranging on UAV platforms. Building on YOLOv11n, we integ...

  • Article
  • Open Access
2,755 Views
21 Pages

Autonomous Navigation of Unmanned Ground Vehicles Based on Micro-Shell Resonator Gyroscope Rotary INS Aided by LDV

  • Hangbin Cao,
  • Yuxuan Wu,
  • Longkang Chang,
  • Yunlong Kong,
  • Hongfu Sun,
  • Wenqi Wu,
  • Jiangkun Sun,
  • Yongmeng Zhang,
  • Xiang Xi and
  • Tongqiao Miao

13 October 2025

Micro-Shell Resonator Gyroscopes have obvious SWaP (Size, Weight and Power) advantages and applicable accuracy for the autonomous navigation of Unmanned Ground Vehicles (UGVs), especially under GNSS-denied environments. When the Micro-Shell Resonator...

  • Article
  • Open Access
600 Views
27 Pages

13 October 2025

Due to the complexity of the marine environment and the uncertainty of ship movements, altitude control of UAV is particularly important when approaching and landing on the deck of a ship. This paper focuses on unmanned helicopters as its research su...

  • Article
  • Open Access
1 Citations
1,810 Views
33 Pages

13 October 2025

UAV accident investigation is essential for safeguarding the fast-growing low-altitude airspace. While near-daily incidents are reported, they were rarely analyzed in depth as current inquiries remain expert-dependent and time-consuming. Because most...

  • Article
  • Open Access
2 Citations
962 Views
22 Pages

12 October 2025

Swarm-based UAV cooperative ground target detection faces critical challenges including sensitivity to small targets, susceptibility to occlusion, and data heterogeneity across distributed platforms. To address these issues, we propose FedGTD-UAVs&md...

  • Article
  • Open Access
1 Citations
2,024 Views
19 Pages

An Intelligent Passive System for UAV Detection and Identification in Complex Electromagnetic Environments via Deep Learning

  • Guyue Zhu,
  • Cesar Briso,
  • Yuanjian Liu,
  • Zhipeng Lin,
  • Kai Mao,
  • Shuangde Li,
  • Yunhong He and
  • Qiuming Zhu

12 October 2025

With the rapid proliferation of unmanned aerial vehicles (UAVs) and the associated rise in security concerns, there is a growing demand for robust detection and identification systems capable of operating reliably in complex electromagnetic environme...

  • Article
  • Open Access
1 Citations
852 Views
21 Pages

12 October 2025

Unmanned aerial vehicles (UAVs) offer high mobility, cost-effectiveness and flexible deployment, but their limited computing and battery resources constrain their development. Mobile edge computing (MEC) can alleviate these constraints by computation...

  • Review
  • Open Access
2 Citations
2,660 Views
32 Pages

A Survey on UxV Swarms and the Role of Artificial Intelligence as a Technological Enabler

  • Alexandros Dimos,
  • Dimitrios N. Skoutas,
  • Nikolaos Nomikos and
  • Charalabos Skianis

12 October 2025

In recent years, there has been an ever increasing interest in UxVs and the technology surrounding them. A more recent area of interest within the UxV ecosystem is the development of UxV swarms. In these systems, multiple UxVs synchronize, continuous...

  • Article
  • Open Access
1 Citations
750 Views
21 Pages

Active Fault-Tolerant Cooperative Control for Multi-QUAVs Using Relative Measurement Information

  • Yujiang Zhong,
  • Xi Chen,
  • Ping Li,
  • Pinfan Hou,
  • Zhen Wang and
  • Kunlin Nie

11 October 2025

This paper investigates actuator fault-tolerant cooperative control of multiple quadrotor unmanned aerial vehicles (multi-QUAVs) under restricted communication conditions, where only relative output measurements are available. By appropriately transf...

  • Article
  • Open Access
1 Citations
1,317 Views
24 Pages

11 October 2025

This study presents a loop-shaping methodology for the attitude control of a fixed-wing unmanned aerial vehicle (UAV). The proposed controller design focuses on achieving desired frequency–domain characteristics—such as specified phase an...

  • Article
  • Open Access
1,431 Views
28 Pages

UAV Equipped with SDR-Based Doppler Localization Sensor for Positioning Tactical Radios

  • Kacper Bednarz,
  • Jarosław Wojtuń,
  • Rafał Szczepanik and
  • Jan M. Kelner

11 October 2025

The accurate localization of radio frequency (RF) emitters plays a critical role in spectrum monitoring, public safety, and defense applications, particularly in environments where global navigation satellite systems are limited. This study investiga...

  • Article
  • Open Access
4 Citations
1,005 Views
25 Pages

10 October 2025

Small unmanned aerial vehicles (UAVs) pose significant security challenges due to their low detectability in infrared imagery, particularly when appearing as small, low-contrast targets against complex backgrounds. This paper presents a novel infrare...

  • Article
  • Open Access
1 Citations
731 Views
19 Pages

10 October 2025

Unmanned Aerial Vehicle (UAV) photogrammetry technique offers significant potential for generating highly detailed digital surface models (DSM) of gullies. However, different flight schemes can considerably influence measurement accuracy. The objecti...

  • Article
  • Open Access
2,033 Views
19 Pages

TMRGBT-D2D: A Temporal Misaligned RGB-Thermal Dataset for Drone-to-Drone Target Detection

  • Hexiang Hao,
  • Yueping Peng,
  • Zecong Ye,
  • Baixuan Han,
  • Wei Tang,
  • Wenchao Kang,
  • Xuekai Zhang,
  • Qilong Li and
  • Wenchao Liu

10 October 2025

In the field of drone-to-drone detection tasks, the issue of fusing temporal information with infrared and visible light data for detection has been rarely studied. This paper presents the first temporal misaligned rgb-thermal dataset for drone-to-dr...

  • Article
  • Open Access
2 Citations
1,092 Views
21 Pages

Lightweight Group Signature Scheme Based on PUF for UAV Communication Security

  • Askar Sysoyev,
  • Karim Nauruzov,
  • Arijit Karati,
  • Olga Abramkina,
  • Yelizaveta Vitulyova,
  • Damelya Yeskendirova,
  • Yelena Popova and
  • Farida Abdoldina

10 October 2025

This paper presents a certificateless group signature scheme designed specifically for Unmanned Aerial Vehicle (UAV) communications in resource-constrained environments. The scheme leverages Physical Unclonable Functions (PUFs) and elliptic curve cry...

  • Review
  • Open Access
2,040 Views
27 Pages

Mapping the Integration of Urban Air Mobility into the Built Environment: A Bibliometric Analysis and a Scoping Review

  • Ludovica Maria Campagna,
  • Francesco Carlucci,
  • Francesco Fiorito,
  • Erika Rosella Marinelli,
  • Michele Ottomanelli and
  • Mario Marinelli

10 October 2025

Urban Air Mobility (UAM) has the potential to revolutionize urban transportation, largely with the deployment of Unmanned Aerial Vehicles (UAVs), commonly known as drones. After an initial stage focused on technology requirements, research is now shi...

  • Article
  • Open Access
1 Citations
1,045 Views
14 Pages

9 October 2025

Automated Road defect detection using Unmanned Aerial Vehicles (UAVs) has emerged as an efficient and safe solution for large-scale infrastructure inspection. However, object detection in aerial imagery poses unique challenges, including the prevalen...

  • Article
  • Open Access
1,978 Views
43 Pages

7 October 2025

A collectible rotor hybrid aircraft (CRHA) represents a novel type of vertical takeoff and landing (VTOL) unmanned aircraft configuration, combining the typical rotor and transmission systems of helicopters with the wing and propulsion systems of fix...

  • Review
  • Open Access
3 Citations
5,931 Views
28 Pages

6 October 2025

Thrust vectoring technology significantly improves the manoeuvrability and environmental adaptability of unmanned aerial vehicles by dynamically regulating the direction and magnitude of thrust. In this paper, the principles and applications of mecha...

  • Article
  • Open Access
1,495 Views
27 Pages

4 October 2025

To address the challenges of frequent path conflicts and prolonged computation times in path planning for large-scale multi-UAV operations within urban low-altitude airspace, this study proposes a conflict-free path planning method integrating 3D Jum...

  • Article
  • Open Access
1,502 Views
12 Pages

A Randomized Controlled Trial of ABCD-IN-BARS Drone-Assisted Emergency Assessments

  • Chun Kit Jacky Chan,
  • Fabian Ling Ngai Tung,
  • Shuk Yin Joey Ho,
  • Jeff Yip,
  • Zoe Tsui and
  • Alice Yip

3 October 2025

Emergency medical services confront significant challenges in delivering timely patient assessments within geographically isolated or disaster-impacted regions. While drones (unmanned aircraft systems, UAS) show transformative potential in healthcare...

  • Article
  • Open Access
839 Views
26 Pages

Pillar-Bin: A 3D Object Detection Algorithm for Communication-Denied UGVs

  • Cunfeng Kang,
  • Yukun Liu,
  • Junfeng Chen and
  • Siqi Tang

3 October 2025

Addressing the challenge of acquiring high-precision leader Unmanned Ground Vehicle (UGV) pose information in real time for communication-denied leader–follower formations, this study proposed Pillar-Bin, a 3D object detection algorithm based o...

  • Article
  • Open Access
1 Citations
665 Views
25 Pages

SCPL-TD3: An Intelligent Evasion Strategy for High-Speed UAVs in Coordinated Pursuit-Evasion

  • Xiaoyan Zhang,
  • Tian Yan,
  • Tong Li,
  • Can Liu,
  • Zijian Jiang and
  • Jie Yan

2 October 2025

The rapid advancement of kinetic pursuit technologies has significantly increased the difficulty of evasion for high-speed UAVs (HSUAVs), particularly in scenarios where two collaboratively operating pursuers approach from the same direction with opt...

  • Article
  • Open Access
1 Citations
666 Views
21 Pages

1 October 2025

With the increasing frequency and intensity of forest fires driven by climate change and human activities, efficient detection and rapid response have become critical for forest fire prevention. Effective fire detection, swift response, and timely re...

  • Article
  • Open Access
865 Views
26 Pages

1 October 2025

Crop canopy height is a key structural indicator that is strongly associated with crop development, biomass accumulation, and crop health. To overcome the limitations of time-consuming and labor-intensive traditional field measurements, Unmanned Aeri...

  • Systematic Review
  • Open Access
1 Citations
3,276 Views
52 Pages

AI-Enhanced Intrusion Detection for UAV Systems: A Taxonomy and Comparative Review

  • MD Sakibul Islam,
  • Ashraf Sharif Mahmoud and
  • Tarek Rahil Sheltami

1 October 2025

The diverse usage of Unmanned Aerial Vehicles (UAVs) across commercial, military, and civil domains has significantly heightened the need for robust cybersecurity mechanisms. Given their reliance on wireless communications, real-time control systems,...

  • Article
  • Open Access
818 Views
23 Pages

30 September 2025

Multiple unmanned aerial vehicle (UAV) systems have attracted considerable research interest due to their broad applications, such as formation control. However, decentralized UAV formation faces challenges stemming from limited local observations, w...

  • Article
  • Open Access
760 Views
25 Pages

29 September 2025

During the automatic leveling process of small low-cost unmanned aerial vehicles (UAVs) after airdrop, their state parameters and control surface efficiency undergo drastic changes. It is difficult to achieve good control effects using controllers wi...

  • Article
  • Open Access
761 Views
30 Pages

NMPC-Based Trajectory Optimization and Hierarchical Control of a Ducted Fan Flying Robot with a Robotic Arm

  • Yibo Zhang,
  • Bin Xu,
  • Yushu Yu,
  • Shouxing Tang,
  • Wei Fan,
  • Siqi Wang and
  • Tao Xu

29 September 2025

Ducted fan flying robots with robotic arms can perform physical interaction tasks in complex environments such as indoors. However, the coupling effects between the aerial platform, the robotic arm, and physical environment pose significant challenge...

  • Article
  • Open Access
740 Views
18 Pages

28 September 2025

With the development of drone technology in recent years, many studies have discussed how to leverage drones equipped with sensors and cameras to conduct inspections under bridges. To address positioning challenges caused by the lack of GPS signals u...

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Drones - ISSN 2504-446X