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286 Results Found

  • Article
  • Open Access
69 Citations
7,490 Views
20 Pages

22 November 2021

This paper addresses the formation motion control of heterogeneous multi-agent unmanned systems via a distributed consensus approach. The considered heterogeneous system consisted of unmanned aerial vehicles (UAVs) and unmanned surface vehicles (USVs...

(This article belongs to the Special Issue Control, Guidance, Coordination, and Localization of Autonomous Marine Vehicles)
  • Article
  • Open Access
21 Citations
4,908 Views
19 Pages

20 May 2021

Mission planning is the guidance for a UAV team to perform missions, which plays the most critical role in military and civil applications. For complex tasks, it requires heterogeneous cooperative multi-UAVs to satisfy several mission requirements. M...

(This article belongs to the Special Issue Advanced Perception-Planning Fusion Technology in Robotics)
  • Article
  • Open Access
271 Views
38 Pages

21 September 2026

In sudden disaster scenarios, the rapid strategy-driven task-chain construction of rescue task chains in UAV-assisted heterogeneous emergency rescue systems is critical for an effective emergency response. Such systems usually involve multiple types...

  • Article
  • Open Access
306 Views
40 Pages

30 July 2026

Resource assignment in heterogeneous multi-UAV systems changes both current task outcomes and the task chains that remain feasible across a mission region. Completion, delay, utilization, and role-specific reachability metrics do not retain this spat...

(This article belongs to the Special Issue Cooperative Perception, Planning, and Control of Heterogeneous UAVs)
  • Article
  • Open Access
24 Citations
3,877 Views
22 Pages

10 December 2023

This paper investigates the cooperative formation trajectory tracking problem for heterogeneous unmanned aerial vehicle (UAV) and multiple unmanned surface vessel (USV) systems with collision avoidance performance. Firstly, a formation control protoc...

(This article belongs to the Special Issue Maritime Autonomous Surface Ships)
  • Review
  • Open Access
14 Citations
7,205 Views
24 Pages

6 June 2023

In the Machine Learning (ML) era, faced with challenges, including exponential multi-sensor data, an increasing number of actuators, and data-intensive algorithms, the development of Unmanned Aerial Vehicles (UAVs) is standing on a new footing. In pa...

  • Article
  • Open Access
611 Views
12 Pages

19 December 2025

This paper investigates a load-balanced pickup strategy for heterogeneous multi-UAV systems, where unmanned aerial vehicles (UAVs) with different flight speeds and payload capacities cooperatively collect spatially distributed parcels while avoiding...

(This article belongs to the Section E2: Control Theory and Mechanics)
  • Article
  • Open Access
5 Citations
1,623 Views
29 Pages

23 June 2025

This study addresses the heterogeneous formation control problem for cooperative unmanned aerial vehicles (UAVs) and unmanned surface vehicles (USVs) operating under input quantization constraints. A unified mathematical framework is developed to har...

(This article belongs to the Special Issue Control System of Autonomous Surface Vehicles)
  • Article
  • Open Access
24 Citations
8,205 Views
25 Pages

Marine UAV–USV Marsupial Platform: System and Recovery Technic Verification

  • Hongda Zhang,
  • Yuqing He,
  • Decai Li,
  • Feng Gu,
  • Qi Li,
  • Mingxi Zhang,
  • Chunlei Di,
  • Lingling Chu,
  • Bo Chen and
  • Yanming Hu

26 February 2020

Heterogeneous unmanned systems consisting of unmanned aerial vehicles (UAVs) and unmanned surface vehicles (USVs) have great application potential in marine environments. At present, the fully autonomous recovery of UAVs is a key problem that restric...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
229 Views
41 Pages

24 September 2026

Coordinated swarms of low-cost commercial unmanned aerial vehicles (UAVs) pose a growing security threat to civil infrastructure, public events, and restricted airspace. Effective counter-UAV defense requires the real-time, cooperative scheduling of...

(This article belongs to the Section Aeronautics)
  • Article
  • Open Access
1 Citations
1,344 Views
25 Pages

This paper mainly investigates the fault-tolerant consensus problem in heterogeneous multi-agent systems. Firstly, a control model of a leader–follower heterogeneous multi-agent system (HMAS) composed of multiple unmanned aerial vehicles (UAVs)...

(This article belongs to the Special Issue The Control and Navigation of Autonomous Surface Vehicles)
  • Article
  • Open Access
8 Citations
2,145 Views
30 Pages

Large multi-UAV mission systems operate over time-varying communication graphs with heterogeneous platforms, where classical distributed task assignment may incur excessive message passing and suboptimal task–resource matching. To address these...

(This article belongs to the Section Biological Optimisation and Management)
  • Article
  • Open Access
6 Citations
3,551 Views
25 Pages

26 October 2024

This paper presents a comprehensive framework for mission planning and execution with a heterogeneous multi-robot system, specifically designed to coordinate unmanned ground vehicles (UGVs) and unmanned aerial vehicles (UAVs) in dynamic and unstructu...

(This article belongs to the Section Internet of Things)
  • Article
  • Open Access
8 Citations
2,632 Views
26 Pages

This paper investigates the cooperative formation trajectory tracking problem for heterogeneous unmanned aerial vehicle (UAV) and multiple unmanned surface vessel (USV) systems with input quantization performance. Firstly, at the kinematic level, a d...

(This article belongs to the Special Issue Unmanned Marine Vehicles: Navigation, Control and Sensing)
  • Article
  • Open Access
23 Citations
4,919 Views
20 Pages

Distributed Bearing-Only Formation Control for UAV-UWSV Heterogeneous System

  • Shaoshi Li,
  • Xingjian Wang,
  • Shaoping Wang and
  • Yuwei Zhang

10 February 2023

This paper investigates the bearing-only formation control problem of a heterogeneous multi-vehicle system, which includes unmanned aerial vehicles (UAVs) and unmanned surface vehicles (UWSVs). The interactions among vehicles are described by a parti...

(This article belongs to the Special Issue Swarm Intelligence in Multi-UAVs)
  • Abstract
  • Open Access
1,313 Views
2 Pages

Cyber–physical systems (CPSs) are connected embedded devices with computing power, networking ability, control, and decision capability [...]

(This article belongs to the Proceedings of The 1st International Online Conference on Infrastructures)
  • Article
  • Open Access
1 Citations
1,567 Views
27 Pages

29 March 2026

Cooperative pursuit–evasion with heterogeneous agents poses a training challenge that flat multi-agent reinforcement learning methods handle poorly: the pursuer team must coordinate internally while competing against adversarial targets, and th...

(This article belongs to the Special Issue UAV Swarm Intelligent Control and Decision-Making)
  • Article
  • Open Access
329 Views
45 Pages

Assignment-Preserving Replanning for Dynamic Task Allocation in Multi-UAV Systems

  • Se-Yun Hwang,
  • Seunghoon Oh,
  • Jae-Chul Lee,
  • Soonsup Lee,
  • Jong-Hyun Lee and
  • Ho-Jin Hwang

22 September 2026

Dynamic events, such as new task arrivals, UAV failures, and changes in task time windows, require timely updates to task allocation plans in multi-UAV systems. Global replanning provides broad flexibility for feasibility recovery, but it may also mo...

(This article belongs to the Special Issue Unmanned Aerial Vehicles (UAVs) and Autonomous Marine Vehicles (AMVs): Emerging Technologies and Applications)
  • Article
  • Open Access
147 Views
35 Pages

12 October 2026

Heterogeneous unmanned aerial vehicle (UAV) formations face competing tracking and coordination demands during obstacle-induced maneuvers with follower-specific acceleration limits. Formation-reshaping adaptive super-twisting control (FR-ASTWC) is de...

(This article belongs to the Section Control Theory and Methods)
  • Article
  • Open Access
2,715 Views
30 Pages

H-CoRE: A Cooperative Framework for Heterogeneous Multi-Robot Exploration and Inspection

  • Simone D’Angelo,
  • Francesca Pagano,
  • Riccardo Caccavale,
  • Vincenzo Scognamiglio,
  • Alessandro De Crescenzo,
  • Pasquale Merone,
  • Stefano Ciaravino,
  • Alberto Finzi and
  • Vincenzo Lippiello

25 March 2026

This paper presents the H-CoRE (Heterogeneous Cooperative Multi-Robot Execution) framework designed to enable autonomous multi-robot operations in GNSS-denied environments. Built on an ROS 2-based architecture, H-CoRE enables collaborative, structure...

  • Article
  • Open Access
1 Citations
858 Views
26 Pages

8 January 2026

Unmanned aerial vehicle (UAV) swarms offer an efficient solution for data collection from widely distributed ground users (GUs). However, incomplete environment information and frequent changes make it challenging for standard centralized planning or...

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

Wolf-Pack-Inspired Distributed Encirclement for UAV–USV Systems via Visual Connectivity Preservation

  • Jinheng Xiao,
  • Shihan Kong,
  • Jinan Sun,
  • Yingnan Li,
  • Fang Wu and
  • Junzhi Yu

This paper presents a wolf-pack-inspired distributed encirclement framework for heterogeneous unmanned aerial vehicle–unmanned surface vehicle (UAV–USV) teams operating with limited communication and intermittent visual sensing. The propo...

(This article belongs to the Special Issue Advances in Biomimetics: 10th Anniversary)
  • Review
  • Open Access
461 Views
54 Pages

22 September 2026

Air-ground collaborative systems (AGCS), in which unmanned aerial vehicles survey from above while ground vehicles navigate the terrain below, can achieve capabilities far beyond those of any single platform when they share perception and coordinate...

  • Article
  • Open Access
7 Citations
2,764 Views
16 Pages

5 January 2023

Currently, we are facing an increasing trend in the use of unmanned aerial vehicles (UAV) in various activities, both civilian and military. The application of UAVs in the battlefield has received extensive attention amid a global new military revolu...

(This article belongs to the Special Issue Advanced Technology of Intelligent Control and Simulation Evaluation)
  • Article
  • Open Access
14 Citations
3,765 Views
28 Pages

RISE: Rolling-Inspired Scheduling for Emergency Tasks by Heterogeneous UAVs

  • Bowen Fei,
  • Daqian Liu,
  • Weidong Bao,
  • Xiaomin Zhu and
  • Mingyin Zou

20 October 2022

The multiple unmanned aerial vehicles (UAVs) system is highly sought after in the fields of emergency rescue and intelligent transportation because of its strong perception and extensive coverage. Formulating a reasonable task scheduling scheme is es...

  • Article
  • Open Access
20 Citations
3,748 Views
20 Pages

18 August 2022

This paper investigates the adaptive fault-tolerant formation control scheme for heterogeneous multi-agent systems consisting of unmanned aerial vehicles (UAVs) and unmanned surface vehicles (USVs) with actuator faults, parameter uncertainties and ex...

(This article belongs to the Special Issue Security Control for a Cyber–Physical System and/or Multi-Agent System under Fault or Malicious Attack)
  • Review
  • Open Access
63 Citations
19,511 Views
17 Pages

3 November 2019

Unmanned aerial vehicles (UAV) have recently emerged as a new remote sensing aerial platform, and they are seemingly advancing real-time data generation. Nonetheless, considerable uncertainties remain in the extent to which wildlife managers can inte...

(This article belongs to the Special Issue Sustainable Natural Resource Management)
  • Article
  • Open Access
12 Citations
3,146 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...

  • Article
  • Open Access
46 Citations
25,894 Views
32 Pages

15 April 2021

Unmanned Aerial Vehicles (UAVs) and small drones are nowadays being widely used in heterogeneous use cases: aerial photography, precise agriculture, inspections, environmental data collection, search-and-rescue operations, surveillance applications,...

  • Article
  • Open Access
5 Citations
1,672 Views
18 Pages

29 August 2024

This paper proposes a decentralized adaptive event-triggered fault-tolerant cooperative control (ET-FTCC) scheme for multiple unmanned aerial vehicles (UAVs) and unmanned ground vehicles (UGVs) with actuator faults and external disturbances under den...

  • Article
  • Open Access
2 Citations
2,573 Views
18 Pages

7 August 2024

This study explores fault-tolerant consensus in leader–following heterogeneous multi-agent systems, focusing on actuator failures in uncrewed aerial vehicles (UAVs) and uncrewed ground vehicles (UGVs). An optimization-based fault-tolerant conse...

  • Article
  • Open Access
24 Citations
5,081 Views
14 Pages

1 April 2022

This paper investigates the air–ground cooperative time-varying formation-tracking control problem of a heterogeneous cluster system composed of an unmanned ground vehicle (UGV) and an unmanned aerial vehicle (UAV). Initially, the structure of...

(This article belongs to the Special Issue Intelligent Autonomous Decision-Making and Cooperative Control Technology of High-Speed Vehicle Swarms)
  • Article
  • Open Access
2 Citations
2,328 Views
27 Pages

31 October 2024

Effectively addressing the formation control of ABS-assisted hovercraft systems with heterogeneities, unavailable leaders’ convex combination states, nonlinearities, and mixed disturbances poses significant challenges. This paper proposes a dis...

(This article belongs to the Special Issue Advanced Research in Sustainable and Intelligent Navigation Control Systems for Marine Vehicles)
  • Article
  • Open Access
918 Views
23 Pages

Current Unmanned Aerial Vehicle (UAV) swarm designs prioritize physical reliability over network security, leaving systems vulnerable to increasingly sophisticated cyber threats in complex environments. Existing defense methods are mostly limited to...

(This article belongs to the Special Issue Hardware and Software Co-Design in Intelligent Systems)
  • Article
  • Open Access
6 Citations
2,840 Views
21 Pages

6 August 2024

The rapid proliferation of Internet of Things (IoT) ground devices (GDs) has created an unprecedented demand for computing resources and real-time data-processing capabilities. Integrating unmanned aerial vehicles (UAVs) into Mobile Edge Computing (M...

(This article belongs to the Special Issue Path Planning, Trajectory Tracking and Guidance for UAVs)
  • Article
  • Open Access
2 Citations
2,327 Views
24 Pages

27 May 2025

To address the challenges of discontinuous heterogeneous image matching, significant matching errors in specific regions, and poor real-time performance in GNSS-denied environments for unmanned aerial vehicles (UAVs), we propose an integrated navigat...

(This article belongs to the Section Navigation and Positioning)
  • Article
  • Open Access
6 Citations
1,784 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
405 Views
34 Pages

10 September 2026

In the complex problem of air-to-ground mission planning, multi-UAV systems face significant challenges such as system complexity and heterogeneity, insufficient target observability, and difficulties in collaborating information sharing. To address...

(This article belongs to the Special Issue Cooperative Perception, Planning, and Control of Heterogeneous UAVs)
  • Article
  • Open Access
6 Citations
2,813 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
567 Views
43 Pages

With the rapid growth of distributed Internet of Things (IoT) services and edge-intelligence applications, conventional cloud computing is increasingly limited in latency-sensitive scenarios. Mobile Edge Computing (MEC) reduces latency by moving comp...

(This article belongs to the Topic Advanced Technologies and Applications for Unmanned Systems)
  • Article
  • Open Access
2 Citations
1,520 Views
24 Pages

17 May 2025

This paper proposes a fixed-time formation-tracking control problem for a heterogeneous multi-agent system (MAS) consisting of six unmanned aerial vehicles (UAVs) and three unmanned ground vehicles (UGVs) under actuator attacks, external disturbances...

(This article belongs to the Section Complexity)
  • Article
  • Open Access
2 Citations
1,796 Views
33 Pages

Distributed Task Allocation Algorithm for Heterogeneous UAVs Based on Reinforcement Learning

  • Peng Sun,
  • Guangwei Yang,
  • Xin Xu,
  • Jieyong Zhang,
  • Xida Deng,
  • Yongzhuang Zhang and
  • Jie Cui

20 March 2026

To address the challenges faced by heterogeneous Unmanned Aerial Vehicle (UAV) systems in complex task allocation, including over-reliance on centralized scheduling, training deadlock, inadequate capture of temporal collaboration, and unstable traini...

(This article belongs to the Section Artificial Intelligence in Drones (AID))
  • Review
  • Open Access
8 Citations
1,176 Views
38 Pages

23 April 2026

Unmanned aerial vehicles (UAVs) are becoming an important platform for precision agriculture, supporting both high-throughput sensing and active field operations such as spraying, monitoring, and phenotyping. However, unlike general UAV applications,...

(This article belongs to the Special Issue Advanced Remote Sensing and AI Techniques in Agriculture and Forestry)
  • Feature Paper
  • Article
  • Open Access
43 Citations
7,903 Views
27 Pages

29 November 2018

This paper presents an algorithm for multi-UAV path planning in scenarios with heterogeneous Global Navigation Satellite Systems (GNSS) coverage. In these environments, cooperative strategies can be effectively exploited when flying in GNSS-challengi...

(This article belongs to the Special Issue Reconfigurable Sensor Drones)
  • Article
  • Open Access
5 Citations
3,456 Views
16 Pages

Makespan-Minimizing Heterogeneous Task Allocation under Temporal Constraints

  • Byeong-Min Jeong,
  • Yun-Seo Oh,
  • Dae-Sung Jang,
  • Nam-Eung Hwang,
  • Joon-Won Kim and
  • Han-Lim Choi

14 December 2023

Task allocation is an essential element for determining the capability of multi-UAV systems to perform various tasks. This paper presents a procedure called a “rebalancing algorithm” for generating task-performing routes in heterogeneous...

(This article belongs to the Collection Unmanned Aerial Systems)
  • Article
  • Open Access
433 Views
24 Pages

Accurate and consistent self-localization is essential for multi-UAV aerial missions in complex dynamic environments. However, communication constraints and heterogeneous sensor reliability variations often lead to cumulative localization errors and...

  • Article
  • Open Access
1 Citations
772 Views
24 Pages

7 December 2025

This paper investigates a UAV-assisted wireless communication system that integrates optical wireless communication (LiFi) with conventional RF links to enhance network capacity in crowd-gathering scenarios. While the unmanned aerial vehicle (UAV) se...

  • Article
  • Open Access
2,528 Views
26 Pages

31 March 2026

Geomagnetic navigation is a promising alternative for positioning and localization of UAV swarm systems in GNSS-denied environments. However, strong and heterogeneous electromagnetic interference generated by onboard power, propulsion, and electronic...

(This article belongs to the Special Issue Intelligent Cooperative Technologies of UAV Swarm Systems)
  • Article
  • Open Access
7 Citations
2,086 Views
18 Pages

A User Association and Resource Allocation Algorithm for UAV-Assisted Smart Grid

  • Jianwei Wei,
  • Yuzhu Lei,
  • Zhiyi Wen,
  • Yongqing Xiao,
  • Pengcheng Ma,
  • Lingtao Sun and
  • Lin Su

22 December 2024

Recently, massive intelligent applications have emerged for the smart grid (SG), such as inspection and sensing. To support these applications, there have been high requirements on wireless communication for the SG, especially in remote areas. To tac...

(This article belongs to the Section Communications)
  • Article
  • Open Access
17 Citations
5,317 Views
17 Pages

Task Allocation Algorithm for Heterogeneous UAV Swarm with Temporal Task Chains

  • Haixiao Liu,
  • Zhichao Shao,
  • Quanzhi Zhou,
  • Jianhua Tu and
  • Shuo Zhu

13 August 2025

In disaster relief operations, integrating disaster reconnaissance, material delivery, and effect evaluation into a temporal task chain can significantly reduce emergency response cycles and improve rescue efficiency. However, since multiple types of...

(This article belongs to the Special Issue The Conceptual Design Methodology for UAV: New Research and New Development)

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