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Drones, Volume 10, Issue 6

2026 June - 79 articles

Cover Story: Vision–Language–Action (VLA) models let a single foundation model turn a camera image and an instruction “fold the towel” or “fly to the red building” directly into robot motion. This review is the first to treat bimanual manipulation and unmanned aerial robotics as two faces of one VLA problem. Surveying 183 works from 2017–2026, it maps the field across architectures, training recipes, and action representations, and shows that the coordination strategies, flow-matching action heads, and chunking methods perfected for two-armed robots transfer naturally to drones that must fly, perceive, and grasp at once. We close by charting fourteen open directions across both domains, from real-time control and safety certification to end-to-end aerial VLAs. View this paper
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Articles (79)

  • Article
  • Open Access
1,017 Views
45 Pages

Experimental Investigation of Alcohol-Blended Aviation Fuels for Hybrid Power Sources in UAV Applications

  • Maria Căldărar,
  • Tiberius-Florian Frigioescu,
  • Mădălin Dombrovschi,
  • Gabriel-Petre Badea,
  • Laurențiu Ceatră,
  • Flavia-Elena Blaga and
  • Răzvan Roman

22 June 2026

The development of low-emission and reliable propulsion systems is essential for extending the operational capability of unmanned aerial vehicles (UAVs). Although aviation decarbonization is widely recognized as an important objective, it must be con...

(This article belongs to the Special Issue Hydrogen and Hybrid Propulsion Systems for UAV Applications)
  • Review
  • Open Access
1 Citations
1,227 Views
46 Pages

22 June 2026

The detection and localization of large underwater targets are important for maritime security, marine resource exploration, and underwater situational awareness, while the increasing acoustic stealth of underwater vehicles has limited conventional a...

(This article belongs to the Special Issue Advances in Autonomous Underwater Drones: 2nd Edition)
  • Article
  • Open Access
510 Views
25 Pages

22 June 2026

In the task planning of heterogeneous unmanned aerial vehicle formations, problems such as dynamic topological instability and sparse Pareto front exist, which affect the robustness of the planning. To address this, this paper proposes a cooperative...

  • Article
  • Open Access
861 Views
34 Pages

U-Plan: An Integrated Framework for the Coordination and Real-Time Supervision of Heterogeneous Unmanned Aerial Systems

  • Ehsan Kouchaki,
  • Miguel Angel de Frutos Carro,
  • Jose Ramiro Martinez-de Dios and
  • Anibal Ollero

20 June 2026

Despite the large amount of successful existing methods and frameworks for planning sets of multiple unmanned aerial systems (UASs), there is still a lack of coordination frameworks that are capable of coping with real-world operational conditions. T...

  • Article
  • Open Access
972 Views
29 Pages

19 June 2026

Spatially explicit water-quality information is critical for precision management in pond aquaculture but point sampling alone cannot capture pond-to-pond heterogeneity in multi-unit farms. This single-date, single-farm study re-evaluated the potenti...

(This article belongs to the Section Drones in Ecology)
  • Article
  • Open Access
1,370 Views
43 Pages

19 June 2026

Complex urban scenarios impose high demands on the environmental perception capabilities of unmanned systems, which serve as a prerequisite for executing autonomous missions such as disaster response, infrastructure inspection, and smart city operati...

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

18 June 2026

Autonomous navigation of unmanned surface vehicles (USVs) in complex obstacle scenarios remains challenging due to redundant perception inputs, unstable value estimation, and inefficient policy convergence. To address these problems, this paper propo...

(This article belongs to the Special Issue Intelligent Cooperative Control and Application of Unmanned Surface/Underwater Vehicles)
  • Article
  • Open Access
2 Citations
718 Views
49 Pages

18 June 2026

Planning a low-detectability route for a fixed-wing UAV in mountainous environments with radar-based sensing constraints remains highly challenging. Conventional approaches struggle to simultaneously ensure both path quality and operational safety. T...

(This article belongs to the Collection Drones for Security and Defense Applications)
  • Article
  • Open Access
3 Citations
522 Views
26 Pages

18 June 2026

Efficient cooperative task allocation is essential for multiple unmanned aerial vehicles (UAVs) performing complex missions. However, diverse dynamic events in real-world scenarios require rapid response through dynamic task allocation (DTA). Althoug...

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

17 June 2026

Existing truck–drone collaborative routing models predominantly assume fixed flight speeds, overlooking the non-linear coupling among speed, payload, and energy consumption, which limits urban delivery efficiency. To bridge this gap, this paper...

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

17 June 2026

This paper proposes a dual-loop layered control mechanism for the dynamic trajectory tracking of non-holonomic unmanned ground vehicles (UGVs). The proposed scheme enhances steady-state precision while guaranteeing parameter convergence under specifi...

  • Article
  • Open Access
488 Views
17 Pages

15 June 2026

A novel hybrid ISSA-GWO (Improved Sparrow Search Algorithm–Grey Wolf Optimizer) is proposed for the path planning of Unmanned Wing-in-Ground-Effect Craft (UWIGC), integrating ground-effect constraints and island-reef environments into a unified...

(This article belongs to the Special Issue Swarm Intelligence-Inspired Planning and Control for Drones)
  • Review
  • Open Access
1,319 Views
36 Pages

14 June 2026

Future planetary exploration missions are expected to employ increasingly sophisticated aerial, ground, and hybrid robotic systems that must interact directly with extraterrestrial regolith during landing, takeoff, mobility, anchoring, sampling, and...

  • Article
  • Open Access
747 Views
31 Pages

13 June 2026

Next-generation unmanned aerial vehicles require compact propulsion systems capable of providing efficient vertical lift, rapid thrust vectoring, and improved maneuverability. Cyclorotors represent a promising alternative to conventional propellers,...

(This article belongs to the Special Issue Computational Fluid Dynamics for Next-Generation Unmanned Aerial Vehicles)
  • Article
  • Open Access
925 Views
32 Pages

13 June 2026

Urban Unmanned Aerial Vehicle (UAV) logistics operations are frequently constrained by the intersection of limited battery endurance and dynamic ground traffic. When mobile depots are delayed by congestion, onboard drone fleets experience extended id...

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

12 June 2026

In complex low-altitude environments, unmanned aerial vehicles (UAVs) require reliable positioning, yet Global Navigation Satellite System (GNSS) signals are vulnerable to occlusion and interference. Pseudolite-augmented cooperative localization, whi...

(This article belongs to the Topic Navigation and Positioning System: Opportunities and Obstacles)
  • Article
  • Open Access
708 Views
23 Pages

TriCross-D2D: A Cross-Scene, Cross-View, and Cross-Weather Dataset for Drone-to-Drone Detection

  • Wei Tang,
  • Qilong Li,
  • Yueping Peng,
  • Hexiang Hao,
  • Wenchao Kang,
  • Xuekai Zhang,
  • Liming Hou and
  • Hongyan Lu

12 June 2026

Drone-to-drone (D2D) detection is a critical yet underexplored task in low-altitude intelligent perception, where UAV targets are often small, weakly textured, motion-affected, and disturbed by complex backgrounds and environmental changes. Existing...

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

11 June 2026

UAV remote sensing provides centimetre-level imagery for fine-grained cotton growth monitoring, yet existing segmentation models face three challenges: cotton fields exhibit a pronounced row and column structure that standard convolutions struggle to...

(This article belongs to the Section Drones in Agriculture and Forestry)
  • Article
  • Open Access
1 Citations
953 Views
34 Pages

RETRACTED: A Multimodal Data Fusion Algorithm for Urban Low-Altitude UAV Perception

  • Bowen Xu,
  • Peinan He,
  • Xu Wang,
  • Yixiao Zhang and
  • Yuanjie Zhao

11 June 2026

Accurate Unmanned Aerial Vehicle (UAV) position estimation is the cornerstone of urban low-altitude safety management systems. Time Difference of Arrival (TDOA) and Remote Identification (Remote ID) are widely used surveillance technologies with comp...

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

11 June 2026

City-scale unmanned aerial vehicle vision-and-language navigation (UAV-VLN) requires accurate upstream target localization from an overhead map, onboard observation, and language description. Existing VLM-based methods often treat road names, landmar...

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

Intelligent Maintenance and Routing Decision Making for UAV Clusters in Harsh Environments

  • Sujunjie Sun,
  • Cong Cao,
  • Yan Lyu,
  • Xueyong Xu,
  • Renzhi Huang,
  • Yuhang Xu,
  • Shenquan Tang,
  • Chenchen Fu and
  • Weiwei Wu

10 June 2026

UAV clusters operating in harsh environments must maintain connectivity under sudden node failures and dynamic traffic demands. Existing studies often address maintenance and routing separately, which leads to unnecessary reorganization overhead and...

  • Article
  • Open Access
510 Views
14 Pages

10 June 2026

Synthetic aperture radar (SAR) can acquire navigation data to correct inertial navigation system (INS) errors even under global navigation satellite system (GNSS)-denied conditions. However, when unmanned aerial vehicles (UAVs) may deactivate the SAR...

  • Article
  • Open Access
1,062 Views
24 Pages

10 June 2026

This paper is concerned with cooperative multi-UAV navigation in a planar obstacle environment. A hierarchical embodied swarm framework with leader, subleader, and follower roles is proposed. At the high level, a passable-corridor-driven decision lay...

(This article belongs to the Special Issue UAV Swarm Intelligent Control and Decision-Making)
  • Feature Paper
  • Article
  • Open Access
2 Citations
1,158 Views
49 Pages

Comparative Evaluation of Classical, Hybrid, and RL-Based 3D Trajectory Planning for Multi-UAV Systems

  • Ilya Mashkov,
  • Angelika Kochetkova,
  • Valerii Serpiva,
  • Grigoriy Yashin and
  • Pavel Golikov

9 June 2026

This study investigates offline trajectory planning strategies for multi-UAV missions in complex 3D environments, with the aim of systematically comparing classical, hybrid, and reinforcement learning-based approaches under unified evaluation conditi...

(This article belongs to the Special Issue Advances in Cartography, Mission Planning, Path Search, and Path Following for Drones: 2nd Edition)
  • Review
  • Open Access
1 Citations
1,441 Views
35 Pages

9 June 2026

Unmanned aerial vehicle (UAV)-based remote sensing combined with artificial intelligence (AI) has emerged as a key enabler of climate-smart agriculture (CSA). However, the extent to which these technologies operationalize CSA’s three pillars, p...

(This article belongs to the Section Drones in Agriculture and Forestry)
  • Article
  • Open Access
505 Views
30 Pages

9 June 2026

Collision avoidance in maritime unmanned aerial vehicle (UAV) operations must satisfy two competing objectives: ensuring reliable safety separation and minimizing unnecessary maneuver commands that increase operator burden and communication overhead....

(This article belongs to the Special Issue Artificial Intelligence-Driven Drones Systems for Marine Engineering Applications)
  • Article
  • Open Access
627 Views
24 Pages

9 June 2026

Infrared and visible image fusion is critical for unmanned aerial vehicle (UAV) wilderness search and rescue. By integrating thermal radiation of the targets and texture details of the scenario, it enables accurate search for the wounded and comprehe...

  • Review
  • Open Access
1 Citations
1,247 Views
33 Pages

8 June 2026

As unmanned aerial vehicle (UAV) systems evolve from automated execution toward autonomous decision-making, multirotor UAVs increasingly face complex dynamics, uncertain sensing conditions, and task-level autonomy demands. Reinforcement learning (RL)...

(This article belongs to the Special Issue Advances in Deep Learning for Drones and Its Applications: 2nd Edition)
  • Article
  • Open Access
1 Citations
1,263 Views
22 Pages

CPD-UAV: A Benchmark Dataset for Detecting Personnel Visually Blended with the Environment Under UAV Perspective

  • Xuekai Zhang,
  • Wenchao Kang,
  • Yueping Peng,
  • Wei Tang,
  • Qilong Li,
  • Hexiang Hao,
  • Liming Hou and
  • Xin Ying

8 June 2026

Camouflaged object detection (COD) is important for intelligent UAV monitoring and search-and-rescue operations. However, existing benchmarks focus primarily on natural camouflage, creating a noticeable domain shift for specific applications such as...

(This article belongs to the Special Issue Advances in Deep Learning for Drones and Its Applications: 2nd Edition)
  • Article
  • Open Access
512 Views
21 Pages

7 June 2026

This paper investigates joint deployment of unmanned aerial vehicle (UAV)-borne linear-array angle-of-arrival (AOA) sensors for localizing a target UAV in three-dimensional space. Since each sensing UAV carries a lightweight one-dimensional (1-D) AOA...

(This article belongs to the Section Drone Communications)
  • Article
  • Open Access
1,913 Views
28 Pages

6 June 2026

Global Navigation Satellite Systems (GNSS)-denied environments pose significant challenges for autonomous drone navigation, requiring robust visual localization systems capable of real-time performance. Existing approaches either sacrifice accuracy f...

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

6 June 2026

Long-horizon trajectory prediction for unmanned aerial vehicles (UAVs) operating in constrained environments remains challenging because of strongly nonlinear dynamics, hidden control effects, and evolving destination-oriented behavior. This challeng...

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

5 June 2026

Current urban logistics models often struggle to reconcile diurnal traffic dynamics with rigid spatial–temporal regulations. This decoupling causes “cascading infeasibility,” where traffic delays trigger structural regulatory violat...

(This article belongs to the Special Issue Urban Air Mobility Solutions: UAVs for Smarter Cities)
  • Article
  • Open Access
996 Views
30 Pages

5 June 2026

To enhance path planning efficiency in unmanned aerial vehicle (UAV) search missions in complex environments, this paper proposes a coverage path planning (CPP) algorithm for a UAV that integrates the deep Q-network (DQN) with the A* algorithm (DQN-A...

  • Article
  • Open Access
1 Citations
698 Views
24 Pages

4 June 2026

This paper investigates trajectory tracking and collision-avoidance problems for unmanned surface vehicles (USVs) in maritime sports support scenarios. These tasks require accurate tracking, disturbance rejection, safe motion around static and moving...

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

4 June 2026

Autonomous navigation on unknown uneven terrain remains a critical challenge for unmanned ground vehicle (UGV) deployed in unstructured environments such as disaster relief, wilderness exploration, and off-road logistics. Existing motion planning met...

(This article belongs to the Section Innovative Urban Mobility)
  • Article
  • Open Access
2 Citations
1,043 Views
33 Pages

3 June 2026

Cooperative localization for multi-Unmanned Aerial Vehicle (UAV) systems in GPS-degraded environments is often compromised by ideal-communication or uniform-quality assumptions. This paper proposes Quality-Aware Distributed State Estimation (QA-DSE),...

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

3 June 2026

Aiming at the problem that it is difficult for existing path planning methods to plan UAV paths in real time in complex atmospheric turbulence environments, this work proposes a dynamic path planning method for UAVs based on an improved artificial le...

  • Article
  • Open Access
7 Citations
1,236 Views
36 Pages

CPFL: Resilient Continuous UAV Localization via Cross-View Perception and Particle Filtering

  • Chao Su,
  • Jiayu Yuan,
  • Enhui Zheng,
  • Wangpin Xu,
  • Zhanghua Liu and
  • Jianhong Hu

3 June 2026

Achieving long-term, continuous, and accurate localization for Unmanned Aerial Vehicles (UAVs) in outdoor GNSS-denied environments where pre-existing reference maps are available is challenging. To this end, this paper proposes a Cross-view Particle...

  • Article
  • Open Access
1 Citations
527 Views
22 Pages

3 June 2026

The surging need for public security risk mitigation has placed stricter demands on the modernization of emergency response capacities. Unmanned aircraft systems (UASs) offer a promising solution for liquid anti-riot agent dispersion, yet the complex...

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

An Integrated UAV and Satellite Remote Sensing Approach for Monitoring Thermal Effects on Bridge Behavior

  • Orkan Özcan,
  • Semih Sami Akay,
  • Yusuf Gedik,
  • Esra Erten and
  • Okan Özcan

3 June 2026

Precise and continuous monitoring of thermal effects are critical for ensuring the structural safety of bridges and preventing potential failures. This study presents a methodology integrating unmanned aerial vehicle (UAV)-based thermal measurements...

  • Article
  • Open Access
1 Citations
1,128 Views
32 Pages

3 June 2026

Reliable beam management in Unmanned Aerial Vehicle (UAV)-assisted Integrated Sensing and Communication (ISAC) systems needs accurate trajectory prediction and a clear sense of prediction risk. Most existing methods use deterministic future positions...

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

2 June 2026

Wing rock motion observed in low-aspect-ratio flying-wing unmanned aerial vehicles (UAVs) severely degrades maneuverability and flight safety, making effective recovery control a challenging task. This paper proposes an Enhanced Incremental Nonlinear...

(This article belongs to the Topic Advanced Methods in Unmanned Aerial Vehicle Control, Navigation, and Safety)
  • Article
  • Open Access
1 Citations
1,136 Views
16 Pages

Single-Shot Laser Triangulation for Drone-Based Geometry Measurements

  • Ahraar Shareef,
  • Axel von Freyberg and
  • Andreas Fischer

2 June 2026

Small surface defects on large structures such as wind turbine blades, bridges, and pipelines pose significant safety risks if left undetected. Therefore, a laser triangulation system is designed for contactless surface geometry inspection from a fly...

(This article belongs to the Section Drone Design and Development)
  • Article
  • Open Access
526 Views
22 Pages

2 June 2026

In vehicular ad hoc networks (VANETs), using vehicle platooning can improve traffic efficiency, reduce driving energy consumption, and ease traffic congestion. However, since land-based stations have limited coverage (about 7% of the Earth’s su...

(This article belongs to the Special Issue Low-Latency Communication for Real-Time UAV Applications)
  • Article
  • Open Access
1 Citations
1,596 Views
35 Pages

2 June 2026

Unmanned aerial vehicle (UAV) routing under realistic operational conditions requires simultaneous consideration of distance- and payload-dependent energy consumption, limited battery capacity, and multi-trip mission feasibility—factors that ar...

  • Article
  • Open Access
1,459 Views
28 Pages

ATA: A Benchmark for Vision–Language Tracking in Air-to-Air Counter-UAV of Tiny Drones

  • Wenchao Kang,
  • Xuekai Zhang,
  • Yueping Peng,
  • Wei Tang,
  • Qilong Li,
  • Hexiang Hao,
  • Kang Liu and
  • Qinghe Chen

2 June 2026

In air-to-air counter-UAV scenarios, vision–language tracking for tiny drones still lacks a dedicated benchmark. Unlike traditional UAV tracking or ground-based Anti-UAV settings, air-to-air counter-UAV tracking involves simultaneous motion of...

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

Artificial Intelligence-Enabled UAVs: Models and Effectiveness Assessment for Complex CBRNe Missions

  • Oleg Illiashenko,
  • Oleg Ivanchenko,
  • Vyacheslav Kharchenko,
  • Dmytro Kucher,
  • Herman Fesenko,
  • Behnam Bazli and
  • Pip Trevorrow

1 June 2026

Unmanned Aerial Vehicles (UAVs) are increasingly used in complex civil missions that require reliable operation under uncertainty, creating a need for formal methods to assess how artificial intelligence (AI) contributes to mission performance. This...

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

Constrained Optimization and Dynamic Trade-Off Method for Formation Assignment of Heterogeneous UAV Swarms

  • Zhenxing Zhang,
  • Liping Hu,
  • Dongwei Zhang,
  • Rennong Yang,
  • Ying Wang and
  • Jialiang Zuo

1 June 2026

This paper addresses the formation assignment problem for heterogeneous UAV swarms in dynamic mission environments. A constrained optimization model is constructed in which UAV capabilities are divided into shareable and exclusive types; a neighborho...

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

1 June 2026

Fixed-wing unmanned aircraft are widely used for aerial mapping because they can acquire high-resolution data at relatively low cost, but maintaining both energy efficiency and image quality in the presence of wind and flight-performance limits remai...

(This article belongs to the Special Issue Advanced Optimization Strategies for UAV Mission Planning and Operation)

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Drones - ISSN 2504-446X