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  • Article
  • Open Access
1 Citations
2,496 Views
29 Pages

UAV-UGV Collaborative Localisation with Minimum Sensing

  • A. H. T. Eranga De Silva and
  • Jayantha Katupitiya

17 July 2024

This paper presents a novel methodology to localise Unmanned Ground Vehicles (UGVs) using Unmanned Aerial Vehicles (UAVs). The UGVs are assumed to be operating in a Global Navigation Satellite System (GNSS)-denied environment. The localisation of the...

  • Article
  • Open Access
16 Citations
2,988 Views
14 Pages

With the advent and rapid growth of automation, unmanned ground vehicles (UGVs) have emerged as a crucial technology, with applications spanning various domains, from agriculture to surveillance, logistics, and military operations. Alongside this sur...

  • Article
  • Open Access
3 Citations
2,275 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
893 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
4 Citations
2,356 Views
15 Pages

26 April 2024

Unmanned aerial vehicles (UAVs) have become increasingly popular in the civil field, and building inspection is one of the most promising applications. In a rural area, the UAVs are assigned to inspect the surface of buildings, and an unmanned ground...

  • Article
  • Open Access
3 Citations
2,158 Views
17 Pages

Influence of Camera Placement on UGV Teleoperation Efficiency in Complex Terrain

  • Karol Cieślik,
  • Piotr Krogul,
  • Tomasz Muszyński,
  • Mirosław Przybysz,
  • Arkadiusz Rubiec and
  • Rafał Kamil Typiak

14 September 2024

Many fields, where human health and life are at risk, are increasingly utilizing mobile robots and UGVs (Unmanned Ground Vehicles). They typically operate in teleoperation mode (control based on the projected image, outside the operator’s direc...

  • Article
  • Open Access
3 Citations
2,761 Views
22 Pages

Research on Terrain Mobility of UGV with Hydrostatic Wheel Drive and Slip Control Systems

  • Marian Janusz Łopatka,
  • Karol Cieślik,
  • Piotr Krogul,
  • Tomasz Muszyński,
  • Mirosław Przybysz,
  • Arkadiusz Rubiec and
  • Kacper Spadło

3 October 2023

The article explored the potential for enhancing the off-road mobility of unmanned ground vehicles (UGV) equipped with a hydrostatic drive system. The analysis showed that effectively overcoming rough or soft terrain demands a slip limitation. In the...

  • Article
  • Open Access
9 Citations
3,581 Views
20 Pages

Military Image Captioning for Low-Altitude UAV or UGV Perspectives

  • Lizhi Pan,
  • Chengtian Song,
  • Xiaozheng Gan,
  • Keyu Xu and
  • Yue Xie

24 August 2024

Low-altitude unmanned aerial vehicles (UAVs) and unmanned ground vehicles (UGVs), which boast high-resolution imaging and agile maneuvering capabilities, are widely utilized in military scenarios and generate a vast amount of image data that can be l...

  • Article
  • Open Access
57 Citations
15,728 Views
16 Pages

Design of a UGV Powered by Solar Energy for Precision Agriculture

  • Giuseppe Quaglia,
  • Carmen Visconte,
  • Leonardo Sabatino Scimmi,
  • Matteo Melchiorre,
  • Paride Cavallone and
  • Stefano Pastorelli

In this paper, a novel UGV (unmanned ground vehicle) for precision agriculture, named “Agri.q,” is presented. The Agri.q has a multiple degrees of freedom positioning mechanism and it is equipped with a robotic arm and vision sensors, whi...

  • Article
  • Open Access
12 Citations
4,343 Views
19 Pages

29 September 2022

Unmanned ground vehicles (UGVs) are making more and more progress in many application scenarios in recent years, such as exploring unknown wild terrain, working in precision agriculture and serving in emergency rescue. Due to the complex ground condi...

  • Article
  • Open Access
75 Citations
11,034 Views
31 Pages

Hybrid Camera Array-Based UAV Auto-Landing on Moving UGV in GPS-Denied Environment

  • Tao Yang,
  • Qiang Ren,
  • Fangbing Zhang,
  • Bolin Xie,
  • Hailei Ren,
  • Jing Li and
  • Yanning Zhang

19 November 2018

With the rapid development of Unmanned Aerial Vehicle (UAV) systems, the autonomous landing of a UAV on a moving Unmanned Ground Vehicle (UGV) has received extensive attention as a key technology. At present, this technology is confronted with such p...

  • Article
  • Open Access
19 Citations
4,986 Views
13 Pages

The Multi-Gas Sensor for Remote UAV and UGV Missions—Development and Tests

  • Miron Kaliszewski,
  • Maksymilian Włodarski,
  • Jarosław Młyńczak,
  • Bartłomiej Jankiewicz,
  • Lukas Auer,
  • Bartosz Bartosewicz,
  • Malwina Liszewska,
  • Bogusław Budner,
  • Mateusz Szala and
  • Krzysztof Kopczyński
  • + 2 authors

16 November 2021

In this article, we present a versatile gas detector that can operate on an unmanned aerial vehicle (UAV) or unmanned ground vehicle (UGV). The device has six electrochemical modules, which can be selected to measure specific gases, according to the...

  • Article
  • Open Access
13 Citations
3,124 Views
28 Pages

27 May 2023

With the accelerated development of smart cities, the concept of a “smart industrial park” in which unmanned ground vehicles (UGVs) have wide application has entered the industrial field of vision. When faced with multiple tasks and heter...

  • Article
  • Open Access
17 Citations
4,923 Views
18 Pages

Design and Development of a Low-Cost UGV 3D Phenotyping Platform with Integrated LiDAR and Electric Slide Rail

  • Shuangze Cai,
  • Wenbo Gou,
  • Weiliang Wen,
  • Xianju Lu,
  • Jiangchuan Fan and
  • Xinyu Guo

20 January 2023

Unmanned ground vehicles (UGV) have attracted much attention in crop phenotype monitoring due to their lightweight and flexibility. This paper describes a new UGV equipped with an electric slide rail and point cloud high-throughput acquisition and ph...

  • Article
  • Open Access
2 Citations
2,589 Views
37 Pages

UGV Parking Planning Based on Swarm Optimization and Improved CBS in High-Density Scenarios for Innovative Urban Mobility

  • Dequan Zeng,
  • Haotian Chen,
  • Yinquan Yu,
  • Yiming Hu,
  • Zhenwen Deng,
  • Bo Leng,
  • Lu Xiong and
  • Zhipeng Sun

27 April 2023

The existence of information silos between vehicles and parking lots means that Unmanned Ground Vehicles (UGVs) repeatedly drive to seek available parking slots, resulting in wasted resources, time consumption and traffic congestion, especially in hi...

  • Article
  • Open Access
2 Citations
2,969 Views
21 Pages

Opponent-Aware Planning with Admissible Privacy Preserving for UGV Security Patrol under Contested Environment

  • Junren Luo,
  • Wanpeng Zhang,
  • Wei Gao,
  • Zhiyong Liao,
  • Xiang Ji and
  • Xueqiang Gu

Unmanned ground vehicles (UGVs) have been widely used in security patrol. The existence of two potential opponents, the malicious teammate (cooperative) and the hostile observer (adversarial), highlights the importance of privacy-preserving planning...

  • Article
  • Open Access

27 February 2026

This paper presents a collaborative hazard-detection system that pairs a UAV running YOLOv9 for rapid aerial scanning with a UGV running Faster R-CNN for precise ground-level confirmation. The pipeline exploits complementary strengths, fast wide-area...

  • Article
  • Open Access
19 Citations
10,490 Views
26 Pages

29 September 2023

This study designs a navigation and landing scheme for an unmanned aerial vehicle (UAV) to autonomously land on an arbitrarily moving unmanned ground vehicle (UGV) in GPS-denied environments based on vision, ultra-wideband (UWB) and system informatio...

  • Article
  • Open Access
20 Citations
4,635 Views
33 Pages

Aiming at the problem of difficult obstacle avoidance for unmanned ground vehicles (UGVs) in complex dynamic environments, an improved A*-APF algorithm (BA*-MAPF algorithm) is proposed in this paper. Addressing the A* algorithm’s challenges of...

  • Article
  • Open Access
1 Citations
1,358 Views
26 Pages

Gemini: A Cascaded Dual-Agent DRL Framework for Task Chain Planning in UAV-UGV Collaborative Disaster Rescue

  • Mengxuan Wen,
  • Yunxiao Guo,
  • Changhao Qiu,
  • Bangbang Ren,
  • Mengmeng Zhang and
  • Xueshan Luo

11 July 2025

In recent years, UAV (unmanned aerial vehicle)-UGV (unmanned ground vehicle) collaborative systems have played a crucial role in emergency disaster rescue. To improve rescue efficiency, heterogeneous network and task chain methods are introduced to c...

  • Article
  • Open Access
4 Citations
2,230 Views
31 Pages

Evaluation of PID-Based Algorithms for UGVs

  • Tiago Gameiro,
  • Tiago Pereira,
  • Hamid Moghadaspoura,
  • Francesco Di Giorgio,
  • Carlos Viegas,
  • Nuno Ferreira,
  • João Ferreira,
  • Salviano Soares and
  • António Valente

24 January 2025

The autonomous navigation of unmanned ground vehicles (UGVs) in unstructured environments, such as agricultural or forestry settings, has been the subject of extensive research by various investigators. The navigation capability of a UGV in unstructu...

  • Article
  • Open Access
1 Citations
1,158 Views
29 Pages

An Efficient 3D Multi-Object Tracking Algorithm for Low-Cost UGV Using Multi-Level Data Association

  • Xiaochun Yang,
  • Anmin Huang,
  • Jin Lou,
  • Junhua Gou,
  • Wenxing Fu and
  • Jie Yan

28 October 2025

3D object detection and tracking technology are increasingly being adopted in unmanned ground vehicles, as robust perception systems significantly improve the obstacle avoidance performance of a UGV. However, most existing algorithms depend heavily o...

  • Article
  • Open Access
2,093 Views
32 Pages

14 January 2023

In several MIMO system applications, the deviations of some output performance variables from their nominal values are required to be controlled independently, while the other performance variables are required to remain at their nominal value. This...

  • Article
  • Open Access
40 Citations
6,778 Views
22 Pages

Cooperative UAV–UGV Autonomous Power Pylon Inspection: An Investigation of Cooperative Outdoor Vehicle Positioning Architecture

  • Alvaro Cantieri,
  • Matheus Ferraz,
  • Guido Szekir,
  • Marco Antônio Teixeira,
  • José Lima,
  • André Schneider Oliveira and
  • Marco Aurélio Wehrmeister

9 November 2020

Realizing autonomous inspection, such as that of power distribution lines, through unmanned aerial vehicle (UAV) systems is a key research domain in robotics. In particular, the use of autonomous and semi-autonomous vehicles to execute the tasks of a...

  • Article
  • Open Access
3,019 Views
27 Pages

7 June 2025

As Industry 4.0 advances, emerging use cases demand 5G NR networks capable of delivering high uplink throughput and ultra-low downlink latency. This study evaluates a 5G link between a LiDAR-equipped unmanned ground vehicle (UGV) and its control unit...

  • Article
  • Open Access
2,175 Views
20 Pages

19 December 2024

Legged climbing unmanned ground vehicles (LC-UGVs) possess obstacle avoidance and wall transition capabilities, allowing them to move in 3D environments. Existing navigation methods for legged UGVs are only suitable for ground locomotion rather than...

  • Article
  • Open Access
8 Citations
2,278 Views
17 Pages

15 October 2022

Although the actual use of delivery robots like UGVs and UAVs has not yet been generalized, they are also used for additional purposes like fun and enjoyment in some limited areas such as tourist destinations. In this study, an optimal algorithm is p...

  • Article
  • Open Access
4 Citations
1,873 Views
19 Pages

7 April 2024

Relative localization (RL) and circumnavigation is a highly challenging problem that is crucial for the safe flight of multi-UAVs (multiple unmanned aerial vehicles). Most methods depend on some external infrastructure for positioning. However, in so...

  • Review
  • Open Access
53 Citations
25,941 Views
35 Pages

A Comprehensive Review of UAV-UGV Collaboration: Advancements and Challenges

  • Isuru Munasinghe,
  • Asanka Perera and
  • Ravinesh C. Deo

Unmanned aerial vehicles (UAVs) and unmanned ground vehicles (UGVs) have rapidly evolved, becoming integral to various applications such as environmental monitoring, disaster response, and precision agriculture. This paper provides a comprehensive re...

  • Systematic Review
  • Open Access
19 Citations
5,984 Views
26 Pages

6 December 2024

This systematic review evaluates the integration of advanced radar technologies into unmanned ground vehicles (UGVs), focusing on their role in enhancing autonomy in defense, transportation, and exploration. A comprehensive search across IEEE Xplore,...

  • Article
  • Open Access
6 Citations
4,461 Views
14 Pages

Event-Triggered Intervention Framework for UAV-UGV Coordination Systems

  • Wu Wang,
  • Junyou Guo,
  • Guoqing Tian,
  • Yutao Chen and
  • Jie Huang

20 December 2021

Air-ground coordination systems are usually composed of unmanned aerial vehicles (UAV) and unmanned ground vehicles (UGV). In such a system, UAVs can utilize their much more perceptive information to plan the path for UGVs. However, the correctness a...

  • Article
  • Open Access
4 Citations
3,777 Views
23 Pages

UAV–UGV Formation for Delivery Missions: A Practical Case Study

  • Leonardo A. Fagundes-Júnior,
  • Celso O. Barcelos,
  • Amanda Piaia Silvatti and
  • Alexandre S. Brandão

11 January 2025

Robotic transport missions serve a variety of valuable purposes within similar contexts. These include delivering packages in urban or remote areas, dispatching supplies to disaster or conflict zones, and facilitating delivery operations. In such a c...

  • Article
  • Open Access
5 Citations
2,749 Views
24 Pages

Robust Localization of Industrial Park UGV and Prior Map Maintenance

  • Fanrui Luo,
  • Zhenyu Liu,
  • Fengshan Zou,
  • Mingmin Liu,
  • Yang Cheng and
  • Xiaoyu Li

6 August 2023

The precise localization of unmanned ground vehicles (UGVs) in industrial parks without prior GPS measurements presents a significant challenge. Simultaneous localization and mapping (SLAM) techniques can address this challenge by capturing environme...

  • Article
  • Open Access
9 Citations
3,023 Views
14 Pages

4 August 2022

In unmanned aerial vehicle (UAV)-enabled data collection systems, situations where sensor nodes (SNs) cannot upload their data successfully to the UAV may exist, due to factors such as SNs’ insufficient energy and the UAV’s minimum flight...

  • Article
  • Open Access
866 Views
26 Pages

Pillar-Bin: A 3D Object Detection Algorithm for Communication-Denied UGVs

  • Cunfeng Kang,
  • Yukun Liu,
  • Junfeng Chen and
  • Siqi Tang

3 October 2025

Addressing the challenge of acquiring high-precision leader Unmanned Ground Vehicle (UGV) pose information in real time for communication-denied leader–follower formations, this study proposed Pillar-Bin, a 3D object detection algorithm based o...

  • Article
  • Open Access
7 Citations
3,520 Views
28 Pages

26 March 2021

Teleoperation is widely used for unmanned ground vehicle (UGV) navigation in military and civilian fields. However, the human operator has to limit speed to ensure the handling stability because of the low resolution of video, limited field of view a...

  • Article
  • Open Access
8 Citations
2,446 Views
31 Pages

A Fuzzy Pure Pursuit for Autonomous UGVs Based on Model Predictive Control and Whole-Body Motion Control

  • Yaoyu Sui,
  • Zhong Yang,
  • Haoze Zhuo,
  • Yulong You,
  • Wenqiang Que and
  • Naifeng He

6 October 2024

In this paper, we propose an adaptive fuzzy pure pursuit trajectory tracking algorithm for autonomous unmanned ground vehicles (UGVs), addressing the challenges of accurate and stable navigation in complex environments. Traditional pure pursuit metho...

  • Communication
  • Open Access
5 Citations
2,370 Views
17 Pages

Waypoint Generation in Satellite Images Based on a CNN for Outdoor UGV Navigation

  • Manuel Sánchez,
  • Jesús Morales and
  • Jorge L. Martínez

6 August 2023

Moving on paths or trails present in natural environments makes autonomous navigation of unmanned ground vehicles (UGV) simpler and safer. In this sense, aerial photographs provide a lot of information of wide areas that can be employed to detect pat...

  • Article
  • Open Access
310 Views
28 Pages

A Fine-Grained Difficulty and Similarity Framework for Dynamic Evaluation of Path-Planning Generalization in UGVs

  • Zewei Dong,
  • Yaze Guo,
  • Jingxuan Yang,
  • Xiaochuan Tang,
  • Weichao Xu and
  • Ming Lei

31 January 2026

The generalization capability of the decision-making modules in unmanned ground vehicles (UGVs) is critical for their safe deployment in unseen environments. Prevailing evaluation methods, which rely on aggregated performance over static benchmark se...

  • Article
  • Open Access
6 Citations
2,356 Views
15 Pages

BIZON–UGV for Airport Pavement Testing: Mechanics and Control

  • Marcin Chodnicki,
  • Mirosław Nowakowski,
  • Paweł Pietruszewski,
  • Mariusz Wesołowski and
  • Sławomir Stępień

15 March 2024

The paper presents a study of the performance and development of unmanned ground vehicles (UGVs), establishing mathematical and numerical models of the chassis system. The model analysis is performed by 3D software package SolidWorks 2018 with finite...

  • Article
  • Open Access
2,428 Views
19 Pages

A Reconfigurable UGV for Modular and Flexible Inspection Tasks in Nuclear Sites

  • Ivan Villaverde,
  • Arkaitz Urquiza and
  • Jose Luis Outón

22 July 2024

Current operations involving Dismantling and Decommissioning (D&D) in nuclear and other harsh environments rely on manual inspection and assessment of the sites, exposing human operators to potentially dangerous situations. This work presents a r...

  • Article
  • Open Access
2,736 Views
15 Pages

9 December 2023

Recently, deep learning methods and multisensory fusion have been applied to address odometry challenges in unmanned ground vehicles (UGVs). In this paper, we propose an end-to-end visual-lidar-inertial odometry framework to enhance the accuracy of p...

  • Article
  • Open Access
240 Views
30 Pages

29 January 2026

Accurate trajectory tracking is a key requirement in unmanned ground vehicles (UGVs) operating in autonomous driving, mobile robotics, and industrial automation. In wireless Time-Sensitive Networking (WTSN) scenarios, trajectory accuracy strongly dep...

  • Article
  • Open Access
10 Citations
4,239 Views
18 Pages

18 March 2023

This paper presents the use of deep Reinforcement Learning (RL) for autonomous navigation of an Unmanned Ground Vehicle (UGV) with an onboard three-dimensional (3D) Light Detection and Ranging (LiDAR) sensor in off-road environments. For training, bo...

  • Article
  • Open Access
3 Citations
2,832 Views
15 Pages

8 November 2022

SLAM (Simultaneous Localization and Mapping) based on lidar is an important method for UGV (Unmanned Ground Vehicle) localization in real time under GNSS (Global Navigation Satellite System)-denied situations. However, dynamic objects in real-world s...

  • Article
  • Open Access
693 Views
22 Pages

UGV Formation Path Planning Based on DRL-DWA in Off-Road Environments

  • Congduan Li,
  • Yiqi Zhang,
  • Dan Song,
  • Nanfeng Zhang,
  • Lei Chen,
  • Jingfeng Yang,
  • Li Wang and
  • Xiangping Bryce Zhai

18 November 2025

Uneven terrains and complex obstacles in off-road environments present significant challenges to the stability and safety of vehicle path planning. This paper presents a hierarchical DRL-DWA path planning framework for unmanned ground vehicles (UGVs)...

  • Article
  • Open Access
273 Views
25 Pages

Proactive Path Planning Using Centralized UAV-UGV Coordination in Semi-Structured Agricultural Environments

  • Dimitris Katikaridis,
  • Lefteris Benos,
  • Dimitrios Kateris,
  • Elpiniki Papageorgiou,
  • George Karras,
  • Ioannis Menexes,
  • Remigio Berruto,
  • Claus Grøn Sørensen and
  • Dionysis Bochtis

22 January 2026

Unmanned ground vehicles (UGVs) in agriculture face challenges in navigating complex environments due to the presence of dynamic obstacles. This causes several practical problems including mission delays, higher energy consumption, and potential safe...

  • Article
  • Open Access
10 Citations
2,933 Views
18 Pages

3 September 2021

Unmanned Ground Vehicles (UGV) are devices capable of performing basic working movements without the operator being in their immediate working environment. Their capabilities include but are not limited to the perception of the environment with the u...

  • Article
  • Open Access
16 Citations
6,761 Views
15 Pages

13 November 2023

Collaborative autonomous landing of a quadrotor Unmanned Aerial Vehicle (UAV) on a moving Unmanned Ground Vehicle (UGV) presents challenges due to the need for accurate real-time tracking of the UGV and the adjustment for the landing policy. To addre...

  • Article
  • Open Access
11 Citations
7,095 Views
12 Pages

The purpose of this study was to explore a novel approach to power hybridization in relation to its effectiveness in an unmanned ground vehicle (UGV). This hybridization method is modeled after the power distribution methods found in living organisms...

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