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Drones, Volume 8, Issue 7

July 2024 - 67 articles

Cover Story: With edge computing, IoT devices like UAVs can process data efficiently by reducing the need for onboard processing power and the data transfer time for real-time applications. Meanwhile, Federated Learning (FL) allows UAVs to improve model training by learning from others without direct data access to preserve data privacy. However, the Non-IID data issue in UAV logistics has a significant impact on the quality of AI models. To address such an issue, we propose a novel cloud–edge–end collaborative FL framework that employs clustering and cosine similarity to integrate suitable local models into the global model to effectively address the Non-IID data issue. The proposed framework has been successfully implemented in our EXPRESS2.0 UAV delivery system. View this paper
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Articles (67)

  • Article
  • Open Access
15 Citations
3,753 Views
21 Pages

Vision-Based Anti-UAV Detection Based on YOLOv7-GS in Complex Backgrounds

  • Chunjuan Bo,
  • Yuntao Wei,
  • Xiujia Wang,
  • Zhan Shi and
  • Ying Xiao

18 July 2024

Unauthorized unmanned aerial vehicles (UAVs) pose threats to public safety and individual privacy. Traditional object-detection approaches often fall short during their application in anti-UAV technologies. To address this issue, we propose the YOLOv...

  • Article
  • Open Access
6 Citations
2,866 Views
20 Pages

YOMO-Runwaynet: A Lightweight Fixed-Wing Aircraft Runway Detection Algorithm Combining YOLO and MobileRunwaynet

  • Wei Dai,
  • Zhengjun Zhai,
  • Dezhong Wang,
  • Zhaozi Zu,
  • Siyuan Shen,
  • Xinlei Lv,
  • Sheng Lu and
  • Lei Wang

18 July 2024

The runway detection algorithm for fixed-wing aircraft is a hot topic in the field of aircraft visual navigation. High accuracy, high fault tolerance, and lightweight design are the core requirements in the domain of runway feature detection. This pa...

  • Article
  • Open Access
2 Citations
2,534 Views
28 Pages

Real-Time Registration of Unmanned Aerial Vehicle Hyperspectral Remote Sensing Images Using an Acousto-Optic Tunable Filter Spectrometer

  • Hong Liu,
  • Bingliang Hu,
  • Xingsong Hou,
  • Tao Yu,
  • Zhoufeng Zhang,
  • Xiao Liu,
  • Jiacheng Liu and
  • Xueji Wang

17 July 2024

Differences in field of view may occur during unmanned aerial remote sensing imaging applications with acousto-optic tunable filter (AOTF) spectral imagers using zoom lenses. These differences may stem from image size deformation caused by the zoom l...

  • Article
  • Open Access
1 Citations
1,570 Views
28 Pages

Control and Application of Tree Obstacle-Clearing Coaxial Octocopter with Flexible Suspension Saw

  • Luwei Liao,
  • Zhong Yang,
  • Haoze Zhuo,
  • Nuo Xu,
  • Wei Wang,
  • Kun Tao,
  • Jiabing Liang and
  • Qiuyan Zhang

17 July 2024

Aiming at the challenges of clearing tree obstacles along power transmission lines, the control and application of a novel Tree-Obstacle Clearing Coaxial Octocopter with Flexible Suspension Saw (TOCCO-FSS) have been investigated. Firstly, an overall...

  • Article
  • Open Access
2 Citations
3,068 Views
13 Pages

Control of Helicopter Using Virtual Swashplate

  • Jonathan Flores,
  • Sergio Salazar,
  • Ivan Gonzalez-Hernandez,
  • Yukio Rosales,
  • Rogelio Lozano,
  • Eduardo Salazar and
  • Benjamin Nicolas

16 July 2024

This article presents a virtual swashplate mechanism for a mini helicopter in classic configuration. The propeller bases are part of a passive mechanism driven by main rotor torque modulaton, this mechanism generates a synchronous and opposite change...

  • Article
  • Open Access
3 Citations
1,911 Views
21 Pages

15 July 2024

This study considers the problem of controlling multi-unmanned aerial vehicles (UAVs) to consistently track a non-cooperative ground target with uncertain motion in a hostile environment with obstacles. An active information acquisition (AIA) problem...

  • Article
  • Open Access
1 Citations
1,365 Views
13 Pages

Message Passing Detectors for UAV-Based Uplink Grant-Free NOMA Systems

  • Yi Song,
  • Yiwen Zhu,
  • Kun Chen-Hu,
  • Xinhua Lu,
  • Peng Sun and
  • Zhongyong Wang

14 July 2024

Utilizing unmanned aerial vehicles (UAVs) as mobile access points or base stations has emerged as a promising solution to address the excessive traffic demands in wireless networks. This paper investigates improving the detector performance at the un...

  • Article
  • Open Access
3 Citations
2,113 Views
10 Pages

Event-Triggered Collaborative Fault Diagnosis for UAV–UGV Systems

  • Runze Li,
  • Bin Jiang,
  • Yan Zong,
  • Ningyun Lu and
  • Li Guo

13 July 2024

The heterogeneous unmanned system, which is composed of unmanned aerial vehicles (UAV) and unmanned ground vehicles (UGV), has been broadly applied in many domains. Collaborative fault diagnosis (CFD) among UAVs and UGVs has become a key technology i...

  • Article
  • Open Access
3 Citations
1,829 Views
19 Pages

13 July 2024

The robotic manta has attracted significant interest for its exceptional maneuverability, swimming efficiency, and stealthiness. However, achieving efficient autonomous swimming in complex underwater environments presents a significant challenge. To...

  • Article
  • Open Access
3 Citations
4,077 Views
21 Pages

12 July 2024

Loop closure detection is crucial for simultaneous localization and mapping (SLAM), as it can effectively correct the accumulated errors. Complex scenarios put forward high requirements on the robustness of loop closure detection. Traditional feature...

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Drones - ISSN 2504-446X