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Drones, Volume 10, Issue 8

2026 August - 83 articles

Cover Story: Artificial Intelligence (AI) is transforming Unmanned Aerial Vehicle (UAV)-based defense systems by enabling greater autonomy, adaptability, and resilience in complex and contested environments. This paper provides an up-to-date perspective on AI-enabled UAV-based defense systems, covering autonomous air combat and cooperative UAV operations, path planning and autonomous navigation, target tracking, detection and classification, cybersecurity, electronic warfare protection, and resilient operation. Moreover, this paper presents an integrated system architecture and functional classification framework, analyzes major AI paradigms and recent technological advances, and identifies key challenges and future research directions toward secure, scalable, resilient, and intelligent next-generation UAV-based defense systems. View this paper
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Articles (83)

  • Article
  • Open Access
406 Views
28 Pages

Multi-Objective Distributed Task Allocation for UAV Swarms with Limited Interactions

  • Wei Xia,
  • Peng Chen,
  • Feifei Song,
  • Kai Li,
  • Tong Zhang and
  • Kun Zhu

21 August 2026

Unmanned Aerial Vehicles (UAVs) have experienced rapid development due to their advantages of low cost, high efficiency, flexibility, reliability, and strong environmental adaptability. To fully leverage the potential of UAV swarms in multi-task scen...

(This article belongs to the Special Issue Resilient Networking and Task Allocation for Drone Swarms: 2nd Edition)
  • Article
  • Open Access
383 Views
35 Pages

20 August 2026

Automatic carrier landing of fixed-wing UAVs remains challenging under deck motion, carrier airwake, gusts, and actuator faults. This paper proposes a robust flexible predefined-time prescribed performance control (RFPTPPC) framework with beneficial...

  • Article
  • Open Access
705 Views
51 Pages

E’CHIT: Identity-Stable Operator-Centric UAV Tracking for Disaster Response

  • Aykut Sirma,
  • Angelos Plastropoulos,
  • Gilbert Tang and
  • Argyrios Zolotas

20 August 2026

Search-and-rescue (SAR) missions following earthquakes and other disasters require aerial video perception systems that do more than detect objects in isolated frames. Operators must maintain the identities of access points, vehicles, responders, haz...

(This article belongs to the Topic Advanced Technologies and Applications for Unmanned Systems)
  • Article
  • Open Access
473 Views
38 Pages

20 August 2026

Unauthorized low-altitude UAVs can challenge conventional fixed-parameter interception algorithms through agile maneuvers. This study develops a three-dimensional one-on-one terminal-interception simulation environment that incorporates protected-zon...

(This article belongs to the Topic Civil and Public Domain Applications of Unmanned Aviation 2025)
  • Article
  • Open Access
835 Views
33 Pages

20 August 2026

Wildfires need a fast response, and a small unmanned aerial vehicle (UAV) carrying its own detector is an appealing way to find them early. Almost every published UAV fire detector is validated on a single corpus, which leaves open the question that...

  • Systematic Review
  • Open Access
778 Views
41 Pages

20 August 2026

Atmospheric icing is one of the most critical meteorological hazards for unmanned aerial vehicles (UAV), whose operation under adverse conditions—high latitudes, elevated altitudes, long-endurance missions without pilot intervention—parti...

(This article belongs to the Topic Advanced Methods in Unmanned Aerial Vehicle Control, Navigation, and Safety)
  • Article
  • Open Access
464 Views
23 Pages

19 August 2026

In view of the task allocation problem under communication constraints, this paper proposes a distributed performance impact (DPI) algorithm for heterogeneous multi-UAV cooperation. First, the task allocation problem is modelled, incorporating task r...

(This article belongs to the Section Drone Communications)
  • Article
  • Open Access
527 Views
32 Pages

DFSA: Dynamic-Feature Collaborative Optimization and Semantic-Alignment Network for UAV Cross-View Geo-Localization

  • Xiaojia Yan,
  • Zhangsong Shi,
  • Shiyan Sun,
  • Huihui Xu,
  • Huimin Zhu,
  • Qingping Hu,
  • Weiming Zhu and
  • Yinglei Li

19 August 2026

Cross-view geo-localization (CVGL) is a critical technology used in unmanned aerial vehicles (UAVs) and widely applied in navigation and target localization tasks. However, owing to the extreme perspective disparity between UAV oblique views and sate...

(This article belongs to the Topic Advanced Methods in Unmanned Aerial Vehicle Control, Navigation, and Safety)
  • Article
  • Open Access
318 Views
35 Pages

18 August 2026

For malicious distributed unmanned aerial vehicle (UAV) swarms operating in civilian airspace, this paper proposes a novel dual-channel induced countermeasure strategy (DCICS) with prescribed countermeasure flight trajectories, in which the designabl...

  • Review
  • Open Access
529 Views
28 Pages

Progress in Lift Vector Control Technologies for Autorotating Rotors of Autogyro UAVs in Extreme Environments

  • Wenbiao Gan,
  • Chenxi Guan,
  • Junjie Zhuang,
  • Jingwei Ma,
  • Xiaozhang Liu,
  • Shaojiang Dong,
  • Zihan Song,
  • Jiangtao Zhang and
  • Guoqi Zeng

17 August 2026

Owing to its inherent flight safety, low takeoff and landing requirements, and favorable economic efficiency, the autogyro UAV, especially its electric and hybrid-electric variants, has become a core platform for low-altitude aviation missions such a...

(This article belongs to the Special Issue Electric-Powered and Hybrid-Powered Unmanned Aerial Vehicle Technology and Applications of Low-Altitude Aviation: 2nd Edition)
  • Article
  • Open Access
522 Views
24 Pages

UAV-Based Classification of Crop Phenological Stages Using Deep Learning

  • Ravil I. Mukhamediev,
  • Valentin Smurygin,
  • Liudmila Gorodetskaya,
  • Yan Kuchin,
  • Adilet Dauletuly,
  • Nursultan Kuldeyev,
  • Adilkhan Symagulov and
  • Irina Fedorovich

17 August 2026

This study investigates the automatic classification of crop phenological stages from low-altitude UAV RGB imagery. The dataset included 11,489 images of five crops: sunflower, rapeseed, soybean, wheat, and barley. The images were annotated using the...

(This article belongs to the Special Issue Advances in the Use of UAVs for Monitoring and Analysis of Forage and Agricultural Crops: Technologies, Methods and Applications)
  • Article
  • Open Access
442 Views
27 Pages

G3M-SLAM: Anchor-Guided Gaussian Memory for UAV-Oriented Dense SLAM with Representation-Level Submap Fusion

  • Tianyu Yang,
  • Mingyang Zhai,
  • Qisheng Wen,
  • Yifei Ma,
  • Shaoshuai Zhi and
  • Shuangfeng Wei

17 August 2026

Single-UAV dense visual SLAM is often limited by long trajectory accumulation, incomplete local observations, redundant map growth, and onboard computation constraints. Collaborative mapping can distribute a large mission across several local submaps...

(This article belongs to the Special Issue Collaborative UAV SLAM: Methods and Applications)
  • Article
  • Open Access
426 Views
25 Pages

17 August 2026

UAV fleet configuration for truck–drone collaborative delivery requires deployment-oriented drone specification choice under wind. In this study, a UAV configuration is defined as a specific hardware parameter bundle comprising cruise speed, ba...

(This article belongs to the Section Innovative Urban Mobility)
  • Article
  • Open Access
554 Views
23 Pages

An Edge-Deployable Lightweight UAV Detection and Net-Capture System Based on NCDet-YOLO

  • Jinting Ye,
  • Jie Lang,
  • Kefei Liao,
  • Ningbo Xie,
  • Jiansheng Huang,
  • Ranjun Yang,
  • Xiansui Wei and
  • Ming Li

16 August 2026

The growing frequency of unauthorized UAV activities has increased the demand for real-time perception and rapid response on resource-constrained edge devices. This study proposes an edge-deployable UAV detection and net-capture system based on Net-C...

  • Article
  • Open Access
488 Views
23 Pages

15 August 2026

Abandoned, lost, or otherwise discarded fishing gear (ALDFG) is a persistent form of marine pollution requiring survey approaches capable of resolving individual items across large spatial extents. While uncrewed aerial vehicles (UAVs) can capture im...

  • Article
  • Open Access
419 Views
31 Pages

15 August 2026

Detecting small unmanned aerial vehicles (UAVs) in ground-to-air imagery is challenging because their weak visual cues must be preserved without imposing excessive computation on resource-constrained platforms. To address the unresolved trade-off bet...

(This article belongs to the Special Issue Detection, Identification and Tracking of UAVs and Drones: 2nd Edition)
  • Article
  • Open Access
489 Views
34 Pages

14 August 2026

We propose a high-quality and computationally efficient trajectory replanning method for Unmanned Aerial Vehicle (UAV) swarms, termed RHCR-Opt, which is designed to continuously and efficiently generate multiple collision-free trajectories in dense o...

(This article belongs to the Special Issue Distributed Control, Optimization, and Game of UAV Swarm Systems (2nd Edition))
  • Article
  • Open Access
526 Views
33 Pages

14 August 2026

Fixed-wing UAVs operating in long-range missions often fly through airspace subject to heterogeneous multi-source constraints that vertically compress the flyable space into a constraint corridor of continuously varying thickness. Conventional path p...

(This article belongs to the Section Artificial Intelligence in Drones (AID))
  • Article
  • Open Access
378 Views
17 Pages

14 August 2026

Underwater vehicles must operate efficiently within the limits of their onboard resources, and travel time is a primary operational objective for extending submerged endurance and range. Ocean currents significantly affect vehicle motion and travel t...

(This article belongs to the Section Unmanned Surface and Underwater Drones)
  • Article
  • Open Access
582 Views
37 Pages

13 August 2026

With the increasing scale and density of low-altitude unmanned aerial vehicle (UAV) operations, safety separation between multirotor UAVs has become a critical parameter for low-altitude airspace management. Existing studies mainly consider aircraft...

  • Article
  • Open Access
1 Citations
427 Views
32 Pages

Transformer-Guided Interference-Aware 3D Path Planning for UAV Navigation in Urban Voxel Environments

  • Mingxuan Li,
  • Liang Xu,
  • Shuo Wang,
  • Yu Han,
  • Huayong Xu and
  • Juyong Zhang

13 August 2026

Urban unmanned aerial vehicle (UAV) navigation may require path planning that accounts for geometric obstacles and spatially varying communication-related risk. This paper presents a transformer-guided interference-aware 3D path-planning method for u...

(This article belongs to the Section Innovative Urban Mobility)
  • Article
  • Open Access
397 Views
22 Pages

12 August 2026

Hierarchical multi-UAV planning can produce scheduled paths that become unsafe during execution because tracking dynamics, actuator limits, sampling, and communication are not fully represented upstream. We introduce a certificate-guided safe-trackin...

  • Article
  • Open Access
518 Views
20 Pages

12 August 2026

The Traveling Salesman Problem (TSP) and the Vehicle Routing Problem (VRP) are two classical combinatorial optimization problems. In recent years, their drone-assisted variants, the Traveling Salesman Problem with Drones (TSP-D) and the Vehicle Routi...

(This article belongs to the Section Artificial Intelligence in Drones (AID))
  • Article
  • Open Access
351 Views
20 Pages

12 August 2026

Thruster health monitoring is essential for unmanned underwater vehicles (UUVs), where propulsion degradation can reduce manoeuvrability, tracking accuracy, and mission safety. Practical diagnosis remains difficult because labelled vibration samples...

  • Article
  • Open Access
467 Views
28 Pages

Structure-Aware Heterogeneous Dual-Stream Network with Wavelet-Guided Fusion for UAV Infrared–Visible Object Detection

  • Weijian Jia,
  • Fenghua Wang,
  • Haiwen Zheng,
  • Penglei Hu,
  • Xiaobing Wang,
  • Yao Zhao,
  • Pengdong Zhang and
  • Yufei Gao

11 August 2026

To address the susceptibility of single-modality approaches to illumination variations and imaging conditions in low-altitude unmanned aerial vehicle (UAV) detection, this study proposes a structure-aware heterogeneous dual-stream detection network b...

(This article belongs to the Special Issue Detection, Identification and Tracking of UAVs and Drones: 2nd Edition)
  • Article
  • Open Access
348 Views
25 Pages

10 August 2026

In maritime safety regulation, conventional ballast water inspection faces critical time-window violations due to manual sampling delays across dispersed inspection points. While drone-based inspection significantly enhances multi-point accessibility...

  • Article
  • Open Access
481 Views
30 Pages

Underwater Vehicle Path Planning Based on the Improved Bidirectional APF-RRT* Algorithm

  • Chenrui Bai,
  • Ya Zhang,
  • Zehui Yuan,
  • Shuwen Zhao and
  • Chenghao Yang

10 August 2026

Aiming at the problems of traditional Rapidly exploring Random Tree Star (RRT*), its modified algorithms in the three-dimensional complex underwater path planning of autonomous underwater vehicles (AUVs), including sampling redundancy, simplistic exp...

(This article belongs to the Section Unmanned Surface and Underwater Drones)
  • Article
  • Open Access
491 Views
50 Pages

LiDAR-Based Multi-Modal UAV Navigation Dataset for Robust Benchmarking in Complex-Structured, GNSS-Denied Industrial Environments

  • Ziyi Qiu,
  • Defu Lin,
  • Bo Liu,
  • Hui Han,
  • Wen Guo,
  • Jianjian Liang,
  • Zhaojiang Chen,
  • Ziheng Yan,
  • Haolong Wang and
  • Liuhang Zhao
  • + 2 authors

9 August 2026

To address the problem of lacking effective evaluation benchmarks for UAV navigation algorithms in complex-structured, GNSS-denied industrial environments (e.g., fully enclosed stockyards), this paper proposes and open-sources a multi-modal UAV navig...

  • Article
  • Open Access
440 Views
27 Pages

7 August 2026

Autonomous UAV landing in urban scenes requires a perception module that can identify candidate landing surfaces, reject structural and dynamic hazards, and express uncertainty before a downstream controller commits to a landing maneuver. This study...

(This article belongs to the Section Innovative Urban Mobility)
  • Article
  • Open Access
596 Views
23 Pages

Adaptive Control for UAV Landing on Moving Vehicles

  • Cuauhtemoc Acosta Lúa,
  • Bernardino Castillo-Toledo,
  • Stefano Di Gennaro and
  • Ulises Larios

7 August 2026

This paper addresses the problem of autonomous landing of a quadrotor unmanned aerial vehicle (UAV) on a moving ground vehicle subjected to unknown vertical oscillations generated by road irregularities. The proposed approach considers simultaneous l...

  • Article
  • Open Access
648 Views
36 Pages

Predefined-Time Direct Lift/Side-Force Control for Carrier Landing

  • Zishuang Pan,
  • Dazhao Yu,
  • Wei Han,
  • Xichao Su,
  • Jie Wang,
  • Shansong Song and
  • Bing Wan

6 August 2026

Carrier-based fixed-wing UAV landing is challenged by deck motion, carrier airwake, gust disturbances, strong trajectory–attitude coupling, and actuator constraints. To address these issues, this paper proposes a Predefined-Time Direct Lift/Sid...

  • Article
  • Open Access
476 Views
20 Pages

Geometric and Semantic Coherence for UAV Path Planning and Safety Assessment

  • Ahmed Alamouri,
  • Cosima Berger,
  • Mohammad Shafi Bajauri and
  • Konstantin Wenzlaff

6 August 2026

Risk assessment of Unmanned Aerial Vehicle (UAV) path planning is a crucial step towards ensuring a safe UAV operation. However, achieving a reasonable risk assessment of UAV flight paths remains challenging because it involves multiple responsibilit...

  • Article
  • Open Access
391 Views
23 Pages

6 August 2026

In multi-UAV airborne radar sensing, target-level fusion cannot start until detections reported in different UAV coordinate frames have been associated. This paper focuses on a single-epoch case: two UAV-mounted radars observe a common target group,...

(This article belongs to the Section Drone Communications)
  • Article
  • Open Access
1 Citations
703 Views
30 Pages

5 August 2026

Urban low-altitude unmanned aerial vehicle (UAV) navigation combines partial observability, building occlusion, wind disturbance, and continuous control. This study develops and evaluates HW-GA-SAC, a multimodal history-window Soft Actor-Critic (SAC)...

(This article belongs to the Section Innovative Urban Mobility)
  • Article
  • Open Access
1,188 Views
30 Pages

5 August 2026

This paper presents a distributed counter-UAV early-warning and response-decision support framework for low-altitude UAV defense. Acoustic–visual edge nodes generate local state packets and exchange compact information-filter parameters through...

(This article belongs to the Section Artificial Intelligence in Drones (AID))
  • Article
  • Open Access
409 Views
34 Pages

5 August 2026

Low-aspect-ratio flying-wing unmanned aerial vehicles (UAVs) are attractive drone platforms for civilian remote sensing, environmental monitoring, infrastructure inspection, disaster assessment, and persistent public-service monitoring because their...

  • Article
  • Open Access
638 Views
42 Pages

5 August 2026

Urban low-altitude UAV missions require efficient, risk-aware path planning and rapid response to dynamic airspace changes. This study proposes a hierarchical planning and dynamic replanning framework based on the Geographic coordinate Subdivision gr...

(This article belongs to the Special Issue Path Planning, Trajectory Tracking and Guidance for UAVs: 4th Edition)
  • Review
  • Open Access
1,885 Views
55 Pages

A Review of AI-Enabled UAV-Based Systems for Defense Applications

  • Emmanouel T. Michailidis and
  • Irene S. Karanasiou

5 August 2026

Unmanned aerial vehicles have become indispensable components of modern defense systems by conducting Intelligence, Surveillance, and Reconnaissance (ISR) missions to collect critical operational information through onboard sensing technologies, supp...

(This article belongs to the Special Issue The Conceptual Design Methodology for UAV: New Research and New Development (2nd Edition))
  • Article
  • Open Access
416 Views
29 Pages

4 August 2026

With the increasing deployment of multi-unmanned aerial vehicle (multi-UAV) systems in dynamic environments, the problem of efficient cooperative path planning has emerged as a critical challenge requiring urgent solutions. To address this issue, thi...

(This article belongs to the Topic Advanced Methods in Unmanned Aerial Vehicle Control, Navigation, and Safety)
  • Article
  • Open Access
475 Views
29 Pages

3 August 2026

In complex operational environments, signal ambiguity and false alarms make task allocation for multiple unmanned aerial vehicles (UAVs) challenging. To address this problem, we propose the Bayesian Rolling Information-Theoretic Reconnaissance Action...

(This article belongs to the Special Issue Advanced Optimization Strategies for UAV Mission Planning and Operation)
  • Article
  • Open Access
403 Views
36 Pages

3 August 2026

Reliable fault detection and isolation (FDI) for actuators and sensors in underactuated autonomous underwater vehicles (AUVs) is challenging because nonlinear hydrodynamic coupling redistributes fault signatures, and persistent ocean currents can tri...

(This article belongs to the Section Unmanned Surface and Underwater Drones)
  • Article
  • Open Access
371 Views
34 Pages

3 August 2026

Motion control of tilt-servo fully vectoring UAVs (TSFV-UAVs) is challenging due to their highly nonlinear dynamics. This paper proposes a reinforcement-learning-based training framework for the hierarchical control architecture of TSFV-UAVs. The fra...

(This article belongs to the Section Artificial Intelligence in Drones (AID))
  • Systematic Review
  • Open Access
1,630 Views
28 Pages

3 August 2026

Unmanned Aerial Vehicle (UAV) swarms are increasingly deployed in search and rescue (SAR) missions to rapidly locate survivors. However, deploying autonomous swarms in low-altitude airspace shared with crewed rescue aircraft poses significant algorit...

(This article belongs to the Special Issue Advanced Optimization Strategies for UAV Mission Planning and Operation)
  • Article
  • Open Access
456 Views
29 Pages

3 August 2026

Air-ground collaborative missions impose coupled constraints on unmanned aerial vehicles (UAVs), including restricted platform envelopes, rapid payload reconfiguration, transient interface impacts, and center of gravity (CG) shifts. Conventional seri...

(This article belongs to the Special Issue Dynamics Modeling and Conceptual Design of UAVs—2nd Edition)
  • Article
  • Open Access
1 Citations
928 Views
55 Pages

2 August 2026

Unmanned surface vehicle (USV) swarms operating in communication-denied maritime environments face degraded formation control when inter-agent state exchange is disrupted. This paper presents a three-layer control architecture integrating (1) LLM-ass...

(This article belongs to the Section Unmanned Surface and Underwater Drones)
  • Article
  • Open Access
513 Views
26 Pages

Robust Trajectory Inference for Quadrotor UAVs Under External Disturbances via a Sliding-Mode-Enhanced CLOE Approach

  • Fabrizio Ricardo Cahuas-Talledo,
  • Juan Eduardo Velázquez-Velázquez and
  • Alberto Luviano-Juárez

2 August 2026

This article examines the challenge of trajectory inference for an unknown system affected by external disturbances, with the objective of reconstructing the trajectory of a quadrotor using a reference model. The proposed methodology extends the Clos...

(This article belongs to the Special Issue Path Planning, Trajectory Tracking and Guidance for UAVs: 3rd Edition)
  • Article
  • Open Access
325 Views
25 Pages

2 August 2026

To address the performance degradation of UAV object detection under low-light conditions, we develop an end-to-end object detection network. This proposed method integrates contrastive learning into the detection framework and establishes feature co...

(This article belongs to the Special Issue Detection, Identification and Tracking of UAVs and Drones: 2nd Edition)
  • Article
  • Open Access
526 Views
40 Pages

Research on a Digital Twin-Based Local Penetration Algorithm for UAV Swarms

  • Shaochun Qu,
  • Yuhuan Cai,
  • Shiyan Wan and
  • Yanfang Fu

1 August 2026

To address the challenges faced by UAV swarms in local narrow-space penetration missions, including constrained passages, dense obstacles, and the difficulty of balancing formation stability and traversability, this paper proposes a local penetration...

  • Article
  • Open Access
560 Views
29 Pages

Detection of Stationary Human Targets on the Ground Using UAV-Borne Fully Polarimetric SAR: Proof of Concept and Preliminary Results

  • Minghao Bai,
  • Xiaojin Lv,
  • Haomeng Ma,
  • Chenghai Gu,
  • Peiyan Liu,
  • Yang Zhang and
  • Fulai Liang

1 August 2026

Bio-radar is widely used for casualty search and rescue. However, its short-range and handheld operation mode limits the efficiency of wide-area detection. This paper applies UAV-borne fully polarimetric synthetic aperture radar (PolSAR) to the detec...

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Drones - ISSN 2504-446X