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Drones, Volume 9, Issue 4

2025 April - 93 articles

Cover Story: Traffic congestion and carbon emissions remain pressing challenges in urban mobility. This study explores the integration of UAV (drone)-based monitoring systems and IoT sensors with Large Language Models (LLMs) to optimize traffic flow. Using the SUMO simulator, we conducted experiments in three urban scenarios: Pacific Beach and Coronado in San Diego, and Argüelles in Madrid. A Gemini-2.0-Flash experimental LLM interfaced with the simulation to dynamically adjust vehicle speeds based on real-time traffic conditions. The comparative results indicate that the AI-assisted approach significantly reduces congestion and CO2 emissions compared to a baseline simulation without AI intervention. This research highlights the potential of UAV-enhanced IoT frameworks for adaptive traffic management. View this paper
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Articles (93)

  • Article
  • Open Access
1 Citations
1,612 Views
27 Pages

Attention-Enhanced Contrastive BiLSTM for UAV Intention Recognition Under Information Uncertainty

  • Qianru Niu,
  • Luyuan Zhang,
  • Shuangyin Ren,
  • Wei Gao and
  • Chunjiang Wang

21 April 2025

The widespread deployment of unmanned aerial vehicles (UAVs) in modern warfare has profoundly increased the complexity and dynamic nature of aerial combat. To address the limitations of traditional UAV combat intention recognition methods, which rely...

  • Article
  • Open Access
1 Citations
927 Views
21 Pages

21 April 2025

Accurate detection and timely management of high-voltage transmission accessories are crucial for ensuring the safe operation of power transmission. Existing network models suffer from issues like low precision in accessory detection, elevated model...

  • Article
  • Open Access
2 Citations
1,007 Views
17 Pages

Event-Triggered-Based Neuroadaptive Bipartite Containment Tracking for Networked Unmanned Aerial Vehicles

  • Bowen Chen,
  • Boxian Lin,
  • Meng Li,
  • Zhiqiang Li,
  • Xinyu Zhang,
  • Mengji Shi and
  • Kaiyu Qin

21 April 2025

This paper addresses the event-triggered neuroadaptive bipartite containment tracking problem for networked unmanned aerial vehicles (UAVs) subject to resource constraints and actuator failures. A fully distributed event-triggered mechanism is innova...

  • Article
  • Open Access
2 Citations
1,121 Views
20 Pages

A Quantitative Legal Support System for Transnational Autonomous Vehicle Design

  • Zhe Yu,
  • Yiwei Lu,
  • Hao Zhan,
  • Yang Yu and
  • Zongshun Wang

20 April 2025

One of the key expectations of AI product manufacturers for their products is the ability to scale to larger markets, especially across legal systems, with fewer prototypes and lower adaptation costs. This paper focuses on the increasingly dynamic le...

  • Article
  • Open Access
1 Citations
1,042 Views
26 Pages

18 April 2025

The floodplain of a large river plays a crucial role in the river’s ecosystem and serves as an essential microhabitat for river fish to complete their life history events. Over the past four decades, the floodplain represented by the Jingjiang...

  • Feature Paper
  • Article
  • Open Access
3 Citations
4,213 Views
26 Pages

Drone-Based VNIR–SWIR Hyperspectral Imaging for Environmental Monitoring of a Uranium Legacy Mine Site

  • Victor Tolentino,
  • Andres Ortega Lucero,
  • Friederike Koerting,
  • Ekaterina Savinova,
  • Justus Constantin Hildebrand and
  • Steven Micklethwaite

17 April 2025

Growing awareness of the environmental cost of mining operations has led to increased research on monitoring and restoring legacy mine sites. Hyperspectral imaging (HSI) has emerged as a valuable tool in the mining life cycle, including post-mining e...

  • Article
  • Open Access
5 Citations
1,767 Views
21 Pages

17 April 2025

Heterogeneous UAVs offer unique advantages in multi-agent systems due to their varying capabilities including (a) different payload capacities, (b) maneuverability, and (c) flight endurance. These properties made them particularly well suited for com...

  • Feature Paper
  • Review
  • Open Access
11 Citations
12,002 Views
26 Pages

Impact of Drone Disturbances on Wildlife: A Review

  • Saadia Afridi,
  • Lucie Laporte-Devylder,
  • Guy Maalouf,
  • Jenna M. Kline,
  • Samuel G. Penny,
  • Kasper Hlebowicz,
  • Dylan Cawthorne and
  • Ulrik Pagh Schultz Lundquist

16 April 2025

Drones are becoming increasingly valuable tools in wildlife studies due to their ability to access remote areas and offer high-resolution information with minimal human interference. Their application is, however, causing concern regarding wildlife d...

  • Review
  • Open Access
1 Citations
2,782 Views
29 Pages

16 April 2025

The aerial–terrestrial integrated Internet of Things (ATI-IoT) utilizes both aerial platforms (e.g., drones and high-altitude platform stations) and terrestrial networks to establish comprehensive and seamless connectivity across diverse geogra...

  • Article
  • Open Access
2 Citations
4,508 Views
17 Pages

Agricultural Drone-Based Variable-Rate N Application for Regulating Wheat Protein Content

  • Senlin Guan,
  • Yumi Shimazaki,
  • Kimiyasu Takahashi,
  • Hitoshi Kato,
  • Koichiro Fukami and
  • Shuichi Watanabe

16 April 2025

Implementing a variable-rate application (VRA) of fertilization based on real-time crop growth status reduces costs and enhances work efficiency. However, the technical challenges associated with obtaining accurate growth-distribution maps and applyi...

  • Article
  • Open Access
5 Citations
1,884 Views
23 Pages

16 April 2025

As a crucial component in the evolution of modern warfare toward digitization and intelligentization, unmanned aerial vehicle (UAV) equipment requires a more precise and efficient operation and maintenance (O&M) system. Based on the Department of...

  • Article
  • Open Access
2,054 Views
19 Pages

Unmanned Aerial Vehicles for the Monitoring of Telecommunication Towers from the Engineering Approach

  • Raimondas Pomarnacki,
  • Domantas Bručas,
  • Tomas Jačionis and
  • Darius Plonis

16 April 2025

In this article, the authors conducted electromagnetic radiation research on telecommunication base stations using Unmanned Aerial Vehicles (UAVs). Until now, UAVs have only been capable of performing visual inspections, without investigating electri...

  • Article
  • Open Access
2,176 Views
20 Pages

15 April 2025

This study proposes a novel drone-based semi-airborne total-field magnetometric resistivity (SA-TFMMR) system for high-resolution detection of conductive fracture zones in geologically hazardous terrains. The system integrates a high-power, low-frequ...

  • Article
  • Open Access
3 Citations
2,046 Views
22 Pages

Distributed Formation Planning for Unmanned Aerial Vehicles

  • Zeming Zhao,
  • Xiaozhen Zhang,
  • Hao Fang and
  • Qingkai Yang

14 April 2025

Formation flying of multiple unmanned aerial vehicles (UAVs) has attracted much attention for its versatility in cooperative tasks. In this paper, a distributed formation planning method is proposed for UAVs. First, we design a path searching algorit...

  • Review
  • Open Access
6 Citations
5,031 Views
25 Pages

UAV-Based Soil Water Erosion Monitoring: Current Status and Trends

  • Beatriz Macêdo Medeiros,
  • Bernardo Cândido,
  • Paul Andres Jimenez Jimenez,
  • Junior Cesar Avanzi and
  • Marx Leandro Naves Silva

14 April 2025

Soil erosion affects land productivity, water quality, and ecosystem resilience. Traditional monitoring methods are often time-consuming, labor-intensive, and resource-demanding, while unmanned aerial vehicles (UAVs) provide high-resolution, near-rea...

  • Article
  • Open Access
2 Citations
2,635 Views
19 Pages

12 April 2025

Existing studies rarely investigate the dynamic morphology factor on motion planning and control, which is crucial for morphing quadrotors to achieve autonomous flight. Therefore, this paper studies the collaborative optimization of trajectory genera...

  • Article
  • Open Access
1 Citations
2,439 Views
19 Pages

11 April 2025

The rising use of UAVs in various applications has underscored the critical challenge of noise pollution and aerodynamic efficiency. This study explores the dual integration of winglets and serrations on UAV propellers to address these challenges sim...

  • Article
  • Open Access
2 Citations
1,030 Views
29 Pages

Robust FOSMC of a Quadrotor in the Presence of Parameter Uncertainty

  • Fahad M. Al-Qahtani,
  • Mujahed Aldhaifallah,
  • Sami El Ferik and
  • Abdul-Wahid A. Saif

11 April 2025

This study addresses the problem of attitude and altitude tracking for a quadrotor system in the presence of parameter uncertainties. The goal is to develop a robust control strategy that can handle the nonlinear, strongly coupled dynamics of the qua...

  • Article
  • Open Access
1 Citations
6,396 Views
23 Pages

Drone Electric Propulsion System with Hybrid Power Source

  • Jenica-Ileana Corcau,
  • Liviu Dinca,
  • Andra-Adelina Cucu and
  • Dmitrii Condrea

11 April 2025

Unmanned aerial vehicles, known today as drones, in the beginning, were small-dimension research models powered by small electric motors fed from electrical batteries. The propulsion system for these drones had to be adapted to the specific applicati...

  • Article
  • Open Access
4 Citations
1,828 Views
18 Pages

Graph-Based Target Association for Multi-Drone Collaborative Perception Under Imperfect Detection Conditions

  • Qifan Tan,
  • Xuqi Yang,
  • Cheng Qiu,
  • Wenzhuo Liu,
  • Yize Li,
  • Zhengxia Zou and
  • Jing Huang

11 April 2025

Multi-drone collaborative perception aims to address single-drone viewpoint limitations. The existing matching and association methods based on visual features and spatial topology rely heavily on detection, making it challenging to associate targets...

  • Article
  • Open Access
3 Citations
1,614 Views
27 Pages

11 April 2025

Currently, it is becoming relevant to use cheap autonomous underwater vehicles (AUVs) to perform various underwater operations (environmental monitoring, aquatic protection, search and tracking of underwater biological objects, etc.). At the same tim...

  • Feature Paper
  • Article
  • Open Access
4 Citations
1,326 Views
18 Pages

11 April 2025

Plateau pika (Ochotona curzoniae, hereafter pika) is a key species in the alpine grasslands on the Qinghai-Tibetan Plateau (QTP). They are susceptible to the influence of external disturbance and may present great variation, which is important to eva...

  • Article
  • Open Access
8 Citations
2,456 Views
20 Pages

IRWT-YOLO: A Background Subtraction-Based Method for Anti-Drone Detection

  • Xueqi Cheng,
  • Fan Wang,
  • Xiaopeng Hu,
  • Xinrong Wu and
  • Min Nuo

11 April 2025

To effectively separate low-contrast weak drone objects from complex backgrounds, the IRWT-YOLO model is proposed, in which image segmentation algorithms are leveraged to reduce background interference. The model integrates object detection and image...

  • Article
  • Open Access
2 Citations
2,446 Views
21 Pages

10 April 2025

Accurate and efficient tree species classification and mapping is crucial for forest management and conservation, especially on the Loess Plateau, where forest quality urgently needs improvement. This study selected three research sites—Yongsho...

  • Feature Paper
  • Article
  • Open Access
1 Citations
2,073 Views
27 Pages

Offshore Wind Farm Delivery with Autonomous Drones: A Holistic View of System Architecture and Onboard Capabilities

  • Simon Schopferer,
  • Philipp Schitz,
  • Mark Spiller,
  • Alexander Donkels,
  • Pranav Nagarajan,
  • Fabian Krause,
  • Sebastian Schirmer,
  • Christoph Torens,
  • Johann C. Dauer and
  • Vincenz Schneider
  • + 1 author

10 April 2025

Maintenance of offshore wind farms requires the transportation of tools and spare parts in close coordination with the deployment of technicians and the cost-intensive shutdown of the wind turbines. In addition to ships and helicopters, drones are en...

  • Article
  • Open Access
1,263 Views
30 Pages

SiamCTCA: Cross-Temporal Correlation Aggregation Siamese Network for UAV Tracking

  • Qiaochu Wang,
  • Faxue Liu,
  • Bao Zhang,
  • Jinghong Liu,
  • Fang Xu and
  • Yulong Wang

10 April 2025

In aerial target-tracking research, complex scenarios place extremely high demands on the precision and robustness of tracking algorithms. Although the existing target-tracking algorithms have achieved good performance in general scenarios, all of th...

  • Article
  • Open Access
11 Citations
6,128 Views
21 Pages

10 April 2025

In Unmanned Aerial Vehicle (UAV) target detection tasks, issues such as missing and erroneous detections frequently occur owing to the small size of the targets and the complexity of the image background. To improve these issues, an improved target d...

  • Article
  • Open Access
3 Citations
1,262 Views
22 Pages

10 April 2025

This article focuses on the prescribed performance sliding mode fault-tolerant control problem for an unmanned morphing flight vehicle (MFV) with actuator faults and composite disturbances during wing deformation. Firstly, the longitudinal nonlinear...

  • Feature Paper
  • Article
  • Open Access
1 Citations
2,385 Views
21 Pages

9 April 2025

Morphological changes during body development measurements are crucial in understanding growth rates, allometric relationships, and sexual dimorphism. Recent advances in drone technology provide a new perspective enabling an indirect, non-invasive mo...

  • Article
  • Open Access
2 Citations
3,291 Views
18 Pages

9 April 2025

Satellite imagery is a widely used source of spatial information in many applications, such as land use/land cover, object detection, agricultural monitoring, and urban area monitoring. Numerous factors, including projection, tilt angle, scanner, atm...

  • Article
  • Open Access
3 Citations
1,068 Views
17 Pages

9 April 2025

This paper investigated the configuration of the reflecting elements for uplink non-orthogonal multiple access (NOMA) unmanned aerial vehicle (UAV)–reconfigurable intelligent surface (RIS) systems. By analyzing the practical air-to-ground (A2G)...

  • Article
  • Open Access
3 Citations
1,463 Views
21 Pages

9 April 2025

The combination of Unmanned Aerial Vehicles (UAVs) and Mobile Edge Computing (MEC) effectively meets the demands of user equipments (UEs) for high-quality computing services, low energy consumption, and low latency. However, in complex environments s...

  • Article
  • Open Access
3 Citations
1,822 Views
40 Pages

8 April 2025

This paper describes flight planning supported by modeling, guidance, and feedback control for an electric Vertical Take-Off and Landing (eVTOL) QuadPlane small Uncrewed Aircraft System (sUAS). Five Lift+Cruise sUAS waypoint types are defined and use...

  • Article
  • Open Access
2 Citations
1,046 Views
19 Pages

Integration of UAV Multi-Source Data for Accurate Plant Height and SPAD Estimation in Peanut

  • Ning He,
  • Bo Chen,
  • Xianju Lu,
  • Bo Bai,
  • Jiangchuan Fan,
  • Yongjiang Zhang,
  • Guowei Li and
  • Xinyu Guo

8 April 2025

Plant height and SPAD values are critical indicators for evaluating peanut morphological development, photosynthetic efficiency, and yield optimization. Recent unmanned aerial vehicle (UAV) technology advancements have enabled high-throughput phenoty...

  • Review
  • Open Access
15 Citations
5,229 Views
34 Pages

8 April 2025

This paper summarizes the latest research progress in the field of motion control of autonomous underwater vehicles (AUVs), focusing on three core technologies: path following, trajectory tracking and multi-AUV formation control. Aiming at the extern...

  • Article
  • Open Access
1,225 Views
26 Pages

Robust UAV Target Tracking Algorithm Based on Saliency Detection

  • Hanqing Wu,
  • Weihua Wang,
  • Gao Chen and
  • Xin Li

8 April 2025

Due to their high efficiency and real-time performance, discriminant correlation filtering (DCF) trackers have been widely applied in unmanned aerial vehicle (UAV) tracking. However, the robustness of existing trackers is still poor when facing compl...

  • Article
  • Open Access
1 Citations
2,115 Views
26 Pages

Low-Altitude Sensing Model: Analysis Leveraging ISAC in Real-World Environments

  • Xiao Li,
  • Xue Ding,
  • Weiliang Xie,
  • Wenbo Wang,
  • Jinyang Yu and
  • Wen-Yu Dong

8 April 2025

With the explosive growth of unmanned aerial vehicle (UAV) applications in numerous fields, low-altitude networks face formidable challenges in monitoring. In this context, integrated sensing and communication (ISAC) networks through three-dimensiona...

  • Article
  • Open Access
1 Citations
913 Views
27 Pages

Uncertainty Control Method for Non-Uniform Wear of the Driving Mechanism of Flapping Wing Aircraft

  • Yujia Jin,
  • Xingyu Chen,
  • Keke Wang,
  • Deyin Jiang,
  • Jingyi Liu and
  • Huan Pang

8 April 2025

Flapping wing aircrafts have demonstrated unique advantages in military and civil fields due to their bio-inspired flight mechanisms. However, non-uniform wear in driving mechanisms remains a critical reliability concern during prolonged operation. T...

  • Article
  • Open Access
3 Citations
6,762 Views
25 Pages

8 April 2025

End-to-end autonomous driving has become a key research focus in autonomous vehicles. However, existing methods struggle with effectively fusing heterogeneous sensor inputs and converting dense perceptual features into sparse motion representations....

  • Article
  • Open Access
1 Citations
4,442 Views
39 Pages

7 April 2025

With the growing demand for delivery services and the escalating labor costs, much effort has been made to achieve faster and cost-efficient delivery. A promising emerging strategy involves the integration of autonomous delivery vehicles or drones in...

  • Article
  • Open Access
4 Citations
3,433 Views
26 Pages

7 April 2025

Performing long-duration navigation without the global navigation satellite system (GNSS) network is a challenging task, particularly for small unmanned aerial vehicles (UAVs) equipped with low-cost micro-electro-mechanical sensors. This study propos...

  • Article
  • Open Access
1 Citations
2,975 Views
22 Pages

7 April 2025

To address the growing security risks posed by unauthorized unmanned aerial vehicle (UAV) activities, this paper proposes a real-time two-dimensional direction-finding (DF) system for UAVs based on radio frequency (RF) signals. This system employs a...

  • Article
  • Open Access
2,473 Views
24 Pages

Optimising Construction Site Auditing: A Novel Methodology Integrating Ground Drones and Building Information Modelling (BIM) Analysis

  • Diego Guerrero-Sevilla,
  • Rocío Rodríguez-Gómez,
  • Alberto Morcillo-Sanz and
  • Diego Gonzalez-Aguilera

4 April 2025

Monitoring and management of construction sites are critical to ensuring project success, efficiency, and safety. Traditional methods often struggle to provide real-time, accurate, and comprehensive data, leading to delays, cost overruns, and errors....

  • Feature Paper
  • Article
  • Open Access
2 Citations
1,477 Views
24 Pages

4 April 2025

To address the formation control issue of multiple unmanned aerial vehicles (UAVs), a finite-time control scheme based on terminal sliding mode (TSM) is investigated in this paper. A quadcopter UAV with the vertical takeoff property is considered, wi...

  • Article
  • Open Access
7 Citations
3,374 Views
30 Pages

GTrXL-SAC-Based Path Planning and Obstacle-Aware Control Decision-Making for UAV Autonomous Control

  • Jingyi Huang,
  • Yujie Cui,
  • Guipeng Xi,
  • Shuangxia Bai,
  • Bo Li,
  • Geng Wang and
  • Evgeny Neretin

3 April 2025

Research on UAV (unmanned aerial vehicle) path planning and obstacle avoidance control based on DRL (deep reinforcement learning) still faces limitations, as previous studies primarily utilized current perceptual inputs while neglecting the continuit...

  • Article
  • Open Access
2 Citations
1,403 Views
23 Pages

3 April 2025

Unmanned Aerial Vehicles (UAVs) hold great promise for Mobile Edge Computing (MEC) owing to their flexible mobility, rapid deployment, and low-cost characteristics. However, UAV-enabled MEC still faces challenges in terms of the real-time arrival of...

  • Article
  • Open Access
2 Citations
1,970 Views
19 Pages

3 April 2025

Autonomous Underwater Vehicles (AUVs) have shown significant promise across various underwater applications, yet face challenges in dynamic environments due to the limitations of traditional motion planning methods while Artificial Potential Field (A...

  • Article
  • Open Access
1 Citations
2,502 Views
15 Pages

Autonomous Task Planning of Intelligent Unmanned Aerial Vehicle Swarm Based on Deep Deterministic Policy Gradient

  • Qiang Jiang,
  • Yongzhao Yan,
  • Yinxing Dai,
  • Zequan Yang,
  • Huazhen Cao,
  • Bo Wang and
  • Xiaoping Ma

3 April 2025

Intelligent swarm is a powerful tool for targeting high-value objectives. Within the Anti-Access/Area Denial (A2/AD) context, an unmanned aerial vehicle (UAV) swarm must leverage its autonomous decision-making capability to execute tasks with indepen...

  • Article
  • Open Access
2 Citations
1,540 Views
24 Pages

2 April 2025

When multiple unmanned aerial vehicles (UAVs) form a cluster, their flight process is divided into two phases. The first phase is the cruising stage, during which UAVs move from random positions toward the target, gradually forming a spherical topolo...

  • Article
  • Open Access
977 Views
19 Pages

Inversion Model for Total Nitrogen in Rhizosphere Soil of Silage Corn Based on UAV Multispectral Imagery

  • Hongyan Yang,
  • Jixuan Yan,
  • Guang Li,
  • Weiwei Ma,
  • Xiangdong Yao,
  • Jie Li,
  • Qihong Da,
  • Xuchun Li and
  • Kejing Cheng

1 April 2025

Accurately monitoring total nitrogen (TN) content in field soils is crucial for precise fertilization management. TN content is one of the core indicators in soil fertility evaluation systems. Rapid and accurate determination of TN in the tillage lay...

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Drones - ISSN 2504-446X