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Drones, Volume 10, Issue 1

2026 January - 76 articles

Cover Story: Applications of Innovative Air Mobility (IAM) place high demands on the safe coordination of multiple UAVs and UAV-tailored takeoff and landing pads to mitigate unforeseen adverse effects. This paper presents a unified bigraph-based digital twin framework for formally modeling, verifying, and executing multi-UAV landing operations. Using Bigraphical Reactive Systems and a bigrid spatial model, it enforces one-to-one UAV–pad assignments via reaction rules and provides model-checking proofs of conflict-free landings. A cyber–physical synchronization layer maps the formal model to runtime through modular APIs and state-machine control, and an instantiation on the Crazyflie platform demonstrates the safety, scalability, and consistency of the proposed framework for IAM scenarios. View this paper
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Articles (76)

  • Article
  • Open Access
375 Views
21 Pages

Asynchronous Tilt Transition Control of Quad Tilt Rotor UAV

  • Xuebing Li,
  • Zikang Su,
  • Xin Chen,
  • Changhui Jiang and
  • Mi Hou

22 January 2026

To address the challenges inherent in the transition flight control of QTR UAVs, this paper proposes an asynchronous tilt transition control framework that integrates NDIC with an ESO. First, a heterogeneous control allocation strategy is introduced...

  • Systematic Review
  • Open Access
611 Views
30 Pages

Harnessing Regenerative Agriculture, Unmanned Aerial Systems, and AI for Sustainable Cocoa Farming in West Africa

  • Andrew Manu,
  • Jeff Dacosta Osei,
  • Vincent Kodjo Avornyo,
  • Thomas Lawler and
  • Kwame Agyei Frimpong

22 January 2026

Cocoa production in West Africa supplies most of the global demand but is increasingly constrained by yield stagnation, soil degradation, disease pressure, and climate variability. This review examines how integrating regenerative agriculture (RA) wi...

  • Article
  • Open Access
452 Views
22 Pages

22 January 2026

Certain types of unmanned aerial vehicles (UAVs) represent convenient platforms for remote sensing observation as well as low-altitude targets that are themselves monitored by other devices. In order to study remote sensing grayscale and radar cross-...

  • Article
  • Open Access
622 Views
35 Pages

Cave of Altamira (Spain): UAV-Based SLAM Mapping, Digital Twin and Segmentation-Driven Crack Detection for Preventive Conservation in Paleolithic Rock-Art Environments

  • Jorge Angás,
  • Manuel Bea,
  • Carlos Valladares,
  • Cristian Iranzo,
  • Gonzalo Ruiz,
  • Pilar Fatás,
  • Carmen de las Heras,
  • Miguel Ángel Sánchez-Carro,
  • Viola Bruschi and
  • Lucía M. Díaz-González
  • + 1 author

22 January 2026

The Cave of Altamira (Spain), a UNESCO World Heritage site, contains one of the most fragile and inaccessible Paleolithic rock-art environments in Europe, where geomatics documentation is constrained not only by severe spatial, lighting and safety li...

  • Article
  • Open Access
483 Views
21 Pages

Real-Life ISO 15189 Qualification of Long-Range Drone Transportation of Medical Biological Samples: Results from a Clinical Trial

  • Baptiste Demey,
  • Olivier Bury,
  • Morgane Choquet,
  • Julie Fontaine,
  • Myriam Dollerschell,
  • Hugo Thorel,
  • Charlotte Durand-Maugard,
  • Olivier Leroy,
  • Mathieu Pecquet and
  • Sandrine Castelain
  • + 2 authors

21 January 2026

Controlling pre-analytical conditions for medical biology tests, particularly during transport, is crucial for complying with the ISO 15189 standard and ensuring high-quality medical services. The use of drones, also known as unmanned aerial vehicles...

  • Article
  • Open Access
486 Views
22 Pages

21 January 2026

Accurate cropland classification within smallholder farming systems is essential for effective land management, efficient resource allocation, and informed agricultural decision-making. This study evaluates cropland classification performance using R...

  • Article
  • Open Access
279 Views
33 Pages

21 January 2026

The integration of unmanned aerial vehicles (UAVs) and Federated Learning (FL) enables distributed model training while preserving data privacy. To overcome the challenges caused by centralized and synchronous model updates, we integrate Directed Acy...

  • Article
  • Open Access
355 Views
38 Pages

20 January 2026

In GPS-denied environments, the spatio-temporal coupling of errors caused by dynamic network topologies poses a fundamental challenge to cooperative localization, presenting existing methods with a dilemma: approaches pursuing global optimization lac...

  • Article
  • Open Access
442 Views
28 Pages

20 January 2026

Coaxial contra-rotor unmanned aerial vehicles (UAVs) are attractive for their compact structure and aerodynamic efficiency, making them suitable for long-endurance and heavy-payload operations. However, the coaxial configuration introduces strong rot...

  • Article
  • Open Access
562 Views
23 Pages

ATM-Net: A Lightweight Multimodal Fusion Network for Real-Time UAV-Based Object Detection

  • Jiawei Chen,
  • Junyu Huang,
  • Zuye Zhang,
  • Jinxin Yang,
  • Zhifeng Wu and
  • Renbo Luo

20 January 2026

UAV-based object detection faces critical challenges including extreme scale variations (targets occupy 0.1–2% image area), bird’s-eye view complexities, and all-weather operational demands. Single RGB sensors degrade under poor illuminat...

  • Article
  • Open Access
384 Views
26 Pages

19 January 2026

The integration of reconfigurable intelligent surfaces (RISs) with flying ad hoc networks (FANETs) offers new opportunities to enhance performance in aerial communications. This paper proposes a novel FANET architecture in which each unmanned aerial...

  • Article
  • Open Access
570 Views
22 Pages

19 January 2026

Reliable autonomy for drones operating in GNSS-intermittent or denied environments requires both stable inter-vehicle coordination and a shared global understanding of the environment. This paper presents a unified vision-based framework in which UAV...

  • Article
  • Open Access
359 Views
23 Pages

19 January 2026

Establishing precise and reliable quadrotor dynamics model is crucial for safe and stable tracking control in obstacle environments. However, obtaining such models is challenging, as it requires precise inertia identification and accounting for compl...

  • Article
  • Open Access
452 Views
23 Pages

Fixed-Time Target Tracking and Encirclement Control for Multi-UAVs with Bearing-Only Measurements

  • Zican Zhou,
  • Jiangping Hu,
  • Xuesong Wu,
  • Shangzhi Liao and
  • Jiao Yuan

15 January 2026

This paper introduces a novel fixed-time control framework for simultaneous target tracking and circumnavigation in a multi-UAV system, using only bearing measurements. The proposed approach enables the UAV swarm to rapidly form and maintain a rigid...

  • Review
  • Open Access
912 Views
27 Pages

Advances in Folding-Wing Flying Underwater Drone (FUD) Technology

  • Jianqiu Tu,
  • Junjie Zhuang,
  • Haixin Chen,
  • Changjian Zhao,
  • Hairui Zhang and
  • Wenbiao Gan

15 January 2026

The evolution of modern warfare and civil exploration requires platforms that can operate seamlessly across the air–water interface. The folding-wing Hybrid Air and Underwater Vehicle (FUD) has emerged as a transformative solution, combining th...

  • Article
  • Open Access
381 Views
26 Pages

Can Environmental Analysis Algorithms Be Improved by Data Fusion and Soil Removal for UAV-Based Buffel Grass Biomass Prediction?

  • Wagner Martins dos Santos,
  • Alexandre Maniçoba da Rosa Ferraz Jardim,
  • Lady Daiane Costa de Sousa Martins,
  • Márcia Bruna Marim de Moura,
  • Elania Freire da Silva,
  • Luciana Sandra Bastos de Souza,
  • Alan Cezar Bezerra,
  • José Raliuson Inácio Silva,
  • Ênio Farias de França e Silva and
  • Thieres George Freire da Silva
  • + 2 authors

15 January 2026

The growing demand for sustainable livestock systems requires efficient methods for monitoring forage biomass. This study evaluated spectral (RGB and multispectral), textural (GLCM), and area attributes derived from unmanned aerial vehicle (UAV) imag...

  • Article
  • Open Access
424 Views
32 Pages

Objective Programming Partitions and Rule-Based Spanning Tree for UAV Swarm Regional Coverage Path Planning

  • Bangrong Ruan,
  • Tian Jing,
  • Meigen Huang,
  • Xi Ning,
  • Jiarui Wang,
  • Boquan Zhang and
  • Fengyao Zhi

14 January 2026

To address the problem of regional coverage path planning for unmanned aerial vehicle swarms (UAVs), this study proposes an algorithm based on objective programming partitions (OPP) and rule-based spanning tree coverage (RSTC). Aiming at the shortcom...

  • Article
  • Open Access
406 Views
23 Pages

14 January 2026

The nonholonomic constraints of fixed-wing UAVs, characterized by coupled heading-curvature feasibility and asymmetric costs, fundamentally deviate from classical Euclidean routing assumptions. While standard neural combinatorial optimization (NCO) a...

  • Article
  • Open Access
568 Views
29 Pages

13 January 2026

Emerging multi-unmanned aerial vehicle (multi-UAV) applications in smart cities must navigate cluttered airspace while meeting tight mobile edge computing (MEC) deadlines. Classical grid planners, including A-star (A*), D-star Lite (D* Lite), and con...

  • Article
  • Open Access
544 Views
24 Pages

Hierarchical Route Planning Framework and MMDQN Agent-Based Intelligent Obstacle Avoidance for UAVs

  • Boyu Dong,
  • Yuzhen Zhang,
  • Peiyuan Yuan,
  • Shuntong Lu,
  • Tao Huang and
  • Gong Zhang

13 January 2026

Efficient route planning technology is the core support for ensuring the successful execution of unmanned aerial vehicle (UAV) flight missions. In this paper, the coordination issue of global route planning and local real-time obstacle avoidance in c...

  • Article
  • Open Access
995 Views
28 Pages

Real-Time UAV Flight Path Prediction Using GRU Networks for Autonomous Site Assessment

  • Yared Bitew Kebede,
  • Ming-Der Yang,
  • Henok Desalegn Shikur and
  • Hsin-Hung Tseng

13 January 2026

Unmanned Aerial Vehicles (UAVs) have become essential tools across critical domains, including infrastructure inspection, public safety monitoring, traffic surveillance, environmental sensing, and target tracking, owing to their ability to collect hi...

  • Review
  • Open Access
782 Views
55 Pages

12 January 2026

With the rapid development of the power Internet of Things (IoT), the traditional manual inspection mode can no longer meet the growing demand for power equipment inspection. Unmanned aerial vehicle (UAV) intelligent inspection technology, with its e...

  • Article
  • Open Access
568 Views
33 Pages

Hierarchical Role-Based Multi-Agent Reinforcement Learning for UHF Radiation Source Localization with Heterogeneous UAV Swarms

  • Yuanqiang Sun,
  • Xueqing Zhang,
  • Menglin Wang,
  • Yangqiang Yang,
  • Tao Xia,
  • Xuan Zhu and
  • Tonghe Cui

12 January 2026

With the continuous proliferation of radio frequency devices, electromagnetic environments in various regions are becoming increasingly complex. Effective monitoring of the electromagnetic environment and identification of interference sources have t...

  • Article
  • Open Access
496 Views
33 Pages

Satellite-Aided Multi-UAV Secure Collaborative Localization via Spatio-Temporal Anomaly Detection and Diagnosis

  • Jianxiong Pan,
  • Qiaolin Ouyang,
  • Zhenmin Lin,
  • Tucheng Hao,
  • Wenyue Li,
  • Xiangming Li and
  • Neng Ye

12 January 2026

Satellite-aided multi-unmanned aerial vehicle (UAV) collaborative localization systems combine the extensive coverage of satellites with the flexibility of UAVs, offering new opportunities for locating highly dynamic emitters across large areas. Howe...

  • Article
  • Open Access
544 Views
16 Pages

Shipborne Stabilization Grasping Low-Altitude Drones Method for UAV-Assisted Landing Dock Stations

  • Chuande Liu,
  • Le Zhang,
  • Chenghao Zhang,
  • Jing Lian,
  • Huan Wang and
  • Bingtuan Gao

12 January 2026

Shipborne UAV-assisted dock is an important way to recover unmanned systems for remote water surface low-altitude detection. The lack of resisting deck disturbances capability for UAV autonomous landing in dynamic dock stations has led to the inabili...

  • Article
  • Open Access
539 Views
30 Pages

10 January 2026

This work investigates a quadrotor equipped with dual-stage robotic arms and a cable-suspended payload, developing a unified methodology for modeling and control. A 10-DOF Lagrangian model captures vehicle-arm-payload coupling through structured mass...

  • Article
  • Open Access
351 Views
18 Pages

A Monitoring Method for Steep Slopes in Mountainous Canyon Regions Using Multi-Temporal UAV POT Technology Assisted by TLS

  • Qing-Wen Wen,
  • Zhi-Yu Li,
  • Zhong-Hua Jiang,
  • Hao Wu,
  • Jia-Wen Zhou,
  • Nan Jiang,
  • Yu-Xiang Hu and
  • Hai-Bo Li

10 January 2026

Monitoring steep slopes in mountainous canyon areas has always been a challenging problem, especially during the construction of large hydropower projects. Effective monitoring is crucial for construction safety and operational security. However, und...

  • Article
  • Open Access
672 Views
30 Pages

DTVIRM-Swarm: A Distributed and Tightly Integrated Visual-Inertial-UWB-Magnetic System for Anchor Free Swarm Cooperative Localization

  • Xincan Luo,
  • Xueyu Du,
  • Shuai Yue,
  • Yunxiao Lv,
  • Lilian Zhang,
  • Xiaofeng He,
  • Wenqi Wu and
  • Jun Mao

9 January 2026

Accurate Unmanned Aerial Vehicle (UAV) positioning is vital for swarm cooperation. However, this remains challenging in situations where Global Navigation Satellite System (GNSS) and other external infrastructures are unavailable. To address this cha...

  • Article
  • Open Access
427 Views
22 Pages

9 January 2026

In large-scale Unmanned Aerial Vehicle (UAV) and task environments—particularly those involving obstacles—dimensional explosion remains a significant challenge in Multi-Robot Task Allocation (MRTA). To this end, a novel heuristic MRTA fra...

  • Article
  • Open Access
374 Views
34 Pages

9 January 2026

Unmanned airships are highly sensitive to parametric uncertainty, persistent wind disturbances, and sensor noise, all of which compromise reliable path-following. Classical control schemes often suffer from chattering and fail to handle index discont...

  • Article
  • Open Access
668 Views
23 Pages

9 January 2026

With the rapid growth of the low-altitude economy, ensuring safe unmanned aerial vehicle (UAV) operations over large public events has become a critical issue for urban air mobility. This study proposes a dynamic risk identification and mitigation fr...

  • Article
  • Open Access
764 Views
21 Pages

A Morphing Land–Air Robot with Adaptive Capabilities for Confined Environments

  • Zhipeng He,
  • Na Zhao,
  • Yongli Wang,
  • Chongping Sun,
  • Haoyu Wang,
  • Yudong Luo and
  • Hongbin Deng

8 January 2026

Traditional wheeled ground robots offer high energy efficiency and excellent mobility on flat terrain but are constrained by their fixed structures, making it difficult to overcome obstacles or adapt to complex environments. To address these limitati...

  • Article
  • Open Access
2 Citations
479 Views
23 Pages

Dynamic Evaluation of Learning Internalization Capability in Unmanned Ground Vehicles via Time Series Analysis

  • Zewei Dong,
  • Jingxuan Yang,
  • Guangzhen Su,
  • Yaze Guo,
  • Ming Lei,
  • Xiaoqin Liu and
  • Yuchen Shi

8 January 2026

Aiming to address the core issue that the current intelligence evaluation for Unmanned Ground Vehicles (UGVs) overly rely on static performance metrics and lack dynamic quantitative characterization of learning internalization capability (LIC), this...

  • Article
  • Open Access
473 Views
19 Pages

8 January 2026

Defects on large-scale structural surfaces can compromise integrity and pose safety hazards, highlighting the need for efficient automated inspection. UAVs provide a flexible and effective platform for such inspections, yet traditional vision-based m...

  • Article
  • Open Access
470 Views
21 Pages

Adaptive Nonlinear Dynamic Inversion with Ground Taxiing Dynamics for Trajectory Tracking and Safe Autonomous Take-Off/Landing of Fixed-Wing UAVs

  • Yingdong Xia,
  • Mingying Huo,
  • Xiyan Zhao,
  • Lehan Wang,
  • Jianfeng Wang,
  • Yuxuan Yao,
  • Guiqi Pan,
  • Cheng Wang and
  • Ze Yu

7 January 2026

The design of control systems for aircraft autonomous takeoff and landing, as well as full-flight-envelope operations—including taxiing, takeoff, climb, cruise, descent, and landing—presents significant challenges. These challenges arise...

  • Article
  • Open Access
633 Views
11 Pages

7 January 2026

The threat posed by unauthorized drones to public airspace has become increasingly critical. To address the challenge of UAV detection in unaligned visible–infrared dual-spectral images, we present a novel framework that comprises two sequentia...

  • Article
  • Open Access
1,097 Views
23 Pages

7 January 2026

To address the problems of missed and false detections caused by insufficient feature quality in small object detection from UAV perspectives, this paper proposes a UAV small object detection algorithm based on YOLOv8 feature optimization. A spatial...

  • Article
  • Open Access
326 Views
30 Pages

7 January 2026

Hybrid Split Federated Learning (HSFL for short) in emerging 6G-enabled UAV networks faces persistent challenges in data protection, device trust management, and long-term participation incentives. To address these issues, this study introduces S-HSF...

  • Article
  • Open Access
447 Views
24 Pages

7 January 2026

Traditional water quality monitoring methods are limited in providing timely chlorophyll-a (Chl-a) assessments in small inland reservoirs. This study presents a rapid Chl-a retrieval approach based on a cooperative unmanned aerial vehicle–uncre...

  • Article
  • Open Access
656 Views
15 Pages

Strategic Vertical Port Placement and Routing of Unmanned Aerial Vehicles for Automated Defibrillator Delivery in Mountainous Areas

  • Abraham Mejia-Aguilar,
  • Giacomo Strapazzon,
  • Eliezer Fajardo-Figueroa and
  • Michiel J. van Veelen

7 January 2026

Out-of-hospital cardiac arrest (OHCA) is a major cause of death during mountain activities in the Alpine regions. Due to the time-critical nature of these emergencies and the logistical challenges of remote terrain, emergency medical services (EMS) a...

  • Article
  • Open Access
691 Views
27 Pages

Open-Set UAV Signal Identification Using Learnable Embeddings and Energy-Based Inference

  • Yudong Long,
  • Huaji Zhou,
  • Wenbo Yu,
  • Huan Ren,
  • Feng Zhou and
  • Yufei Zhang

6 January 2026

Reliable recognition of unmanned aerial vehicle (UAV) communication signals is essential for low-altitude airspace safety and UAV monitoring. In practical electromagnetic environments, UAV signals exhibit complex time-frequency characteristics, and u...

  • Article
  • Open Access
462 Views
27 Pages

6 January 2026

Focusing on continuous action space methods for autonomous maneuvering decision making in 1v1 unmanned aerial vehicle scenarios, this paper first establishes a UAV kinematic model and a decision-making framework under the Markov Decision Process. Sec...

  • Article
  • Open Access
818 Views
18 Pages

Delay-Aware UAV Swarm Formation Control via Imitation Learning from ARD-PF Expert Policies

  • Rodolfo Vera-Amaro,
  • Alberto Luviano-Juárez and
  • Mario E. Rivero-Ángeles

6 January 2026

This paper studies delay-aware formation control for (unmanned aerial vehicle) UAV swarms operating under realistic air-to-air communication latency. An attractive–repulsive distance-based potential-field (ARD-PF) controller is used as an exper...

  • Article
  • Open Access
700 Views
19 Pages

Efficacy of Drone-Applied Fungicide Treatments in Control of Sunflower Diseases

  • Mădălina Ioana Șerban,
  • Elena Grad-Rusu,
  • Teodora Florian,
  • Marius Grad and
  • Vasile Constantin Florian

6 January 2026

In light of alarming climate change and the worsening water crisis, the use of ultra-low volume applications is essential for modern agricultural practices. Given that sunflower cultivation is widespread in Romania, our study focused on analyzing the...

  • Article
  • Open Access
297 Views
14 Pages

5 January 2026

Detecting vehicles in remote sensing images of construction sites captured by Unmanned Aerial Vehicles (UAVs) faces severe challenges, including extremely small target scales, high inter-class visual similarity, cluttered backgrounds, and highly vari...

  • Article
  • Open Access
1,157 Views
15 Pages

LiDAR–Visual–Inertial Multi-UGV Collaborative SLAM Framework

  • Hongyu Wei,
  • Pingfan Wu,
  • Xutong Zhang,
  • Jianyong Zheng,
  • Jianzheng Zhang and
  • Kun Wei

5 January 2026

The collaborative execution of tasks by multiple Unmanned Ground Vehicles (UGVs) has become a development trend in the field of unmanned systems. Existing collaborative Simultaneous Localization and Mapping (SLAM) frameworks mainly employ methods bas...

  • Article
  • Open Access
603 Views
34 Pages

4 January 2026

Earthwork volume calculation is a fundamental process in civil engineering and construction, requiring high-precision terrain data to assess ground stability encompassing load-bearing capacity, susceptibility to settlement, and slope stability and to...

  • Article
  • Open Access
474 Views
23 Pages

BEHAVE-UAV: A Behaviour-Aware Synthetic Data Pipeline for Wildlife Detection from UAV Imagery

  • Larisa Taskina,
  • Kirill Vorobyev,
  • Leonid Abakumov and
  • Timofey Kazarkin

4 January 2026

Unmanned aerial vehicles (UAVs) are increasingly used to monitor wildlife, but training robust detectors still requires large, consistently annotated datasets collected across seasons, habitats and flight altitudes. In practice, such data are scarce...

  • Article
  • Open Access
490 Views
30 Pages

Cooperative Navigation Framework for UAV Formations Using LSTM and Dynamic Model Fusion

  • Fujun Song,
  • Qinghua Zeng,
  • Xiaohu Zhu,
  • Rui Zhang,
  • Xiaoyu Ye and
  • Huan Zhou

4 January 2026

In GNSS-denied environments, achieving accurate and reliable positioning for unmanned aerial vehicle (UAV) formations remains a major challenge. This paper presents a cooperative navigation framework for UAV formations based on LSTM and dynamic model...

  • Article
  • Open Access
459 Views
21 Pages

Estimation of Cotton LAI and Yield Through Assimilation of the DSSAT Model and Unmanned Aerial System Images

  • Hui Peng,
  • Esirige,
  • Haibin Gu,
  • Ruhan Gao,
  • Yueyang Zhou,
  • Xinna Men and
  • Ze Wang

3 January 2026

Cotton (Gossypium hirsutum L.) is a primary global commercial crop, and accurate monitoring of its growth and yield prediction are essential for optimizing water management. This study integrates leaf area index (LAI) data derived from unmanned aeria...

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Drones - ISSN 2504-446X