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201 Results Found

  • Article
  • Open Access
6 Citations
3,103 Views
25 Pages

27 March 2023

The problem of vision-based fixed-wing UAV formation control under communication limitations and the presence of measurement errors was investigated. In the first part of this paper, the single UAV motion model and the process of estimating the neigh...

  • Article
  • Open Access
16 Citations
3,402 Views
17 Pages

Connectivity-Maintenance UAV Formation Control in Complex Environment

  • Liangbin Zhu,
  • Cheng Ma,
  • Jinglei Li,
  • Yue Lu and
  • Qinghai Yang

26 March 2023

Cooperative formation control is the research basis for various tasks in the multi-UAV network. However, in a complex environment with different interference sources and obstacles, it is difficult for multiple UAVs to maintain their connectivity whil...

  • Article
  • Open Access
29 Citations
5,854 Views
20 Pages

Formation Control Algorithm of Multi-UAV-Based Network Infrastructure

  • Seongjoon Park,
  • Kangho Kim,
  • Hyunsoon Kim and
  • Hwangnam Kim

27 September 2018

This paper addresses the analysis and the deployment of the network infrastructure based on multiple Unmanned Air Vehicles (UAVs). Despite the unprecedented potential to the mobility of the network infrastructure, there has been no effort to establis...

  • Article
  • Open Access
4 Citations
2,897 Views
27 Pages

Multi-UAV Obstacle Avoidance and Formation Control in Unknown Environments

  • Yawen Li,
  • Pengfei Zhang,
  • Zhongliu Wang,
  • Dian Rong,
  • Muyang Niu and
  • Cong Liu

28 November 2024

To address the issues of local minima, target unreachability, and significant formation disruption during obstacle avoidance in the conventional artificial potential field (APF), a control approach that integrates APF with optimal consensus control w...

  • Communication
  • Open Access
6 Citations
2,288 Views
13 Pages

A Scalable Distributed Control Algorithm for Bearing-Only Passive UAV Formation Maintenance

  • Yuchong Gao,
  • Huiqi Feng,
  • Jiexiang Chen,
  • Junhui Li and
  • Zhiqing Wei

10 April 2023

Unmanned Aerial Vehicles (UAVs) can cooperate through formations to perform tasks. Wireless communication allows UAVs to exchange information, but for the situations requiring high security, electromagnetic silence is needed to avoid potential threat...

  • Article
  • Open Access
13 Citations
2,853 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...

  • Review
  • Open Access
48 Citations
18,790 Views
25 Pages

12 July 2024

This paper provides an in-depth analysis of the current research landscape in the field of UAV (Unmanned Aerial Vehicle) swarm formation control. This review examines both conventional control methods, including leader–follower, virtual structure, be...

  • Article
  • Open Access
1,024 Views
18 Pages

Recent Advances and a Hybrid Framework for Cooperative UAV Formation Control

  • Saleh N. Alkhamees,
  • Saif A. Alsaif and
  • Yasser Bin Salamah

5 September 2025

Formation control plays a vital role in coordinating multi-agent systems and swarm robotics, enabling collaboration in applications such as autonomous vehicles, robotic swarms, and distributed sensing. This paper introduces the formation-control prob...

  • Article
  • Open Access
4 Citations
2,457 Views
18 Pages

Path Planning and Formation Control for UAV-Enabled Mobile Edge Computing Network

  • Kheireddine Choutri,
  • Mohand Lagha,
  • Souham Meshoul and
  • Samiha Fadloun

24 September 2022

Recent developments in unmanned aerial vehicles (UAVs) have led to the introduction of a wide variety of innovative applications, especially in the Mobile Edge Computing (MEC) field. UAV swarms are suggested as a promising solution to cope with the i...

  • Communication
  • Open Access
7 Citations
2,202 Views
13 Pages

3 January 2024

Aiming at the nonlinear and multiple disturbances in the multi-quadcopter UAV system, this paper proposes a leader–follower composite formation control strategy based on an improved super-twisted sliding mode controller (ISTSMC) and a finite-ti...

  • Feature Paper
  • Article
  • Open Access
8 Citations
2,903 Views
26 Pages

29 March 2023

This paper designs a robust close-formation control system with dynamic estimation and compensation to advance unmanned aerial vehicle (UAV) close-formation flights to an engineer-implementation level. To characterize the wake vortex effect and analy...

  • Article
  • Open Access
1 Citations
896 Views
46 Pages

9 June 2025

UAV formation navigation in complex environments such as narrow tunnels faces multiple challenges, including obstacle avoidance, formation maintenance, and communication constraints. This paper proposes a cooperative obstacle avoidance strategy for U...

  • Article
  • Open Access
1,507 Views
24 Pages

8 June 2025

This paper addresses the challenges of cooperative formation control and prescribed-time tracking for networked quadrotor UAVs under speed and input saturation constraints. A hierarchical control framework including position formation layer and attit...

  • Article
  • Open Access
4 Citations
1,787 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...

  • Feature Paper
  • Article
  • Open Access
9 Citations
2,775 Views
33 Pages

Speed-Gradient Adaptive Control for Parametrically Uncertain UAVs in Formation

  • Alexander M. Popov,
  • Daniil G. Kostrygin,
  • Anatoly A. Shevchik and
  • Boris Andrievsky

14 December 2022

The paper is devoted to the problem of the decentralized control of unmanned aerial vehicle (UAV) formation in the case of parametric uncertainty. A new version of the feedback linearization approach is proposed and used for a point mass UAV model tr...

  • Article
  • Open Access
7 Citations
2,566 Views
19 Pages

Two-Level Hierarchical-Interaction-Based Group Formation Control for MAV/UAVs

  • Huan Wang,
  • Shuguang Liu,
  • Maolong Lv and
  • Boyang Zhang

14 September 2022

Cooperative group formation control of manned/unmanned aircraft vehicles (MAV/UAVs) using a hierarchical framework can be more efficient and flexible than centralized control strategies. In this paper, a two-level hierarchical-interaction-based coope...

  • Article
  • Open Access
2 Citations
2,618 Views
19 Pages

Distributed Model Predictive Formation Control for UAVs and Cooperative Capability Evaluation of Swarm

  • Ming Yang,
  • Xiaoyi Guan,
  • Mingming Shi,
  • Bin Li,
  • Chen Wei and
  • Ka-Fai Cedric Yiu

13 May 2025

This paper utilizes the distributed model predictive control (DMPC) method to investigate the formation control problem of unmanned aerial vehicles (UAVs) in the obstacle environment and establishes cooperative capability evaluation metrics of the sw...

  • Article
  • Open Access
6 Citations
3,007 Views
30 Pages

10 September 2024

Unmanned aerial vehicle (UAV) formation flying is an efficient and economical operation mode for air transportation systems. To improve the effectiveness of synergetic formation control for UAVs, this paper proposes a pairwise conflict resolution app...

  • Article
  • Open Access
3 Citations
2,728 Views
18 Pages

28 October 2024

This paper focuses on the safety-critical fixed-time formation control of quadrotor UAVs with disturbance and obstacle collision risk. The control scheme is organized in a distributed manner, with the leader’s position and velocity being estima...

  • Article
  • Open Access
1 Citations
2,124 Views
32 Pages

7 October 2024

UAV technology is advancing rapidly, and variable-sweep wing UAVs are increasingly valuable because they can adapt to different flight conditions. However, conventional control methods often struggle with managing continuous action spaces and respond...

  • Article
  • Open Access
309 Views
19 Pages

Fixed-Time Formation Control for MAV/UAVs with Switching Threshold Event-Triggered Strategy

  • Xueyan Han,
  • Maolong Lv,
  • Di Shen,
  • Yuyuan Shi,
  • Boyang Zhang and
  • Peng Yu

14 October 2025

The cooperative flight of manned and unmanned aerial vehicles (MAV/UAVs) has recently become a focus in the research of civilian and humanitarian fields, in which formation control is crucial. This paper takes the improvement of convergence performan...

  • Article
  • Open Access
7 Citations
2,075 Views
30 Pages

8 May 2024

This article addresses the leader-follower formation maneuver control problem of multiple unmanned aerial vehicles (UAVs), taking into account the time-varying velocity and time-varying relative bearing. An event-triggered bearing-based distributed v...

  • Article
  • Open Access
1,955 Views
19 Pages

26 January 2023

This paper addresses a novel spherical formation tracking control problem of multiple UAVs with time-varying delays in the directed communication network, where the dynamics of each UAV is non-holonomic and in the presence of spatiotemporal flowfield...

  • Article
  • Open Access
21 Citations
4,854 Views
26 Pages

Leader-Following Consensus and Formation Control of VTOL-UAVs with Event-Triggered Communications

  • J. Fermi Guerrero-Castellanos,
  • Argel Vega-Alonzo,
  • Sylvain Durand,
  • Nicolas Marchand,
  • Victor R. Gonzalez-Diaz,
  • Josefina Castañeda-Camacho and
  • W. Fermin Guerrero-Sánchez

12 December 2019

This article presents the design and implementation of an event-triggered control approach, applied to the leader-following consensus and formation of a group of autonomous micro-aircraft with capabilities of vertical take-off and landing (VTOL-UAVs)...

  • Article
  • Open Access
6 Citations
2,361 Views
19 Pages

22 April 2023

This paper proposes a hybrid intelligent agent controller (HIAC) for manned aerial vehicles (MAV)/unmanned aerial vehicles (UAV) formation under the leader–follower control strategy. Based on the high-fidelity three-degrees-of-freedom (DOF) dyn...

  • Article
  • Open Access
7 Citations
4,053 Views
24 Pages

19 December 2023

Formation path planning is a significant cornerstone for unmanned aerial vehicle (UAV) swarm intelligence. Previous methods were not suitable for large-scale UAV formation, which suffered from poor formation maintenance and low planning efficiency. T...

  • Article
  • Open Access
8 Citations
5,358 Views
30 Pages

7 December 2021

Situational awareness formation is one of the most critical elements in solving the problem of UAV behavior control. It aims to provide information support for UAV behavior control according to its objectives and tasks to be completed. We consider th...

  • Article
  • Open Access
678 Views
20 Pages

UAV Formation for Cargo Transport by PID Control with Neural Compensation

  • Sahbi Boubaker,
  • Carlos Vacca,
  • Claudio Rosales,
  • Souad Kamel,
  • Faisal S. Alsubaei and
  • Francisco Rossomando

18 August 2025

Unmanned Aerial Vehicles (UAVs) are known to have limited payloads, which challenges their widespread use in transporting heavy goods. Meanwhile, collaboration between multiple UAVs in performing such a task may be a promising solution. To address th...

  • Article
  • Open Access
2 Citations
705 Views
35 Pages

29 August 2025

To enable safe cooperative flight of multi-UAV formations in urban 3-D airspace with wind-field disturbances, we develop an integrated planning-control framework.The planning layer uses an APF-guided RRT* with continuous collision prediction and expl...

  • Article
  • Open Access
2 Citations
608 Views
27 Pages

28 March 2025

This paper investigates the time-varying formation-tracking (TVFT) problem for multi-UAV systems (MUSs), where the followers need to achieve a predefined time-varying formation configuration while tracking the leader’s state. In order to reduce...

  • Article
  • Open Access
20 Citations
3,732 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...

  • Article
  • Open Access
6 Citations
3,030 Views
38 Pages

Enhanced Multi-UAV Formation Control and Obstacle Avoidance Using IAAPF-SMC

  • Pengfei Zhang,
  • Zhongliu Wang,
  • Ziwen Zhu,
  • Qinyang Liang and
  • Jiangyu Luo

22 September 2024

In response to safety concerns pertaining to multi-UAV formation flights, a novel obstacle avoidance method based on an Improved Adaptive Artificial Potential field (IAAPF) is presented. This approach enhances UAV obstacle avoidance capabilities by u...

  • Article
  • Open Access
29 Citations
5,211 Views
12 Pages

UAV Formation Shape Control via Decentralized Markov Decision Processes

  • Md Ali Azam,
  • Hans D. Mittelmann and
  • Shankarachary Ragi

17 March 2021

In this paper, we present a decentralized unmanned aerial vehicle (UAV) swarm formation control approach based on a decision theoretic approach. Specifically, we pose the UAV swarm motion control problem as a decentralized Markov decision process (De...

  • Article
  • Open Access
7 Citations
2,896 Views
18 Pages

31 December 2022

UAV formation keeping is an important research element due to its cooperative formation control. This study proposes a passive positioning model for UAVs based on the Monte Carlo strategy and provides a trajectory programming decision scheme based on...

  • Article
  • Open Access
8 Citations
2,302 Views
21 Pages

Delay-Informed Intelligent Formation Control for UAV-Assisted IoT Application

  • Lihan Liu,
  • Mengjiao Xu,
  • Zhuwei Wang,
  • Chao Fang,
  • Zhensong Li,
  • Meng Li,
  • Yang Sun and
  • Huamin Chen

6 July 2023

Multiple unmanned aerial vehicles (UAVs) have a greater potential to be widely used in UAV-assisted IoT applications. UAV formation, as an effective way to improve surveillance and security, has been extensively of concern. The leader–follower...

  • Article
  • Open Access
14 Citations
5,427 Views
17 Pages

Multi-UAV Formation Control in Complex Conditions Based on Improved Consistency Algorithm

  • Canhui Tao,
  • Ru Zhang,
  • Zhiping Song,
  • Baoshou Wang and
  • Yang Jin

7 March 2023

Formation control is a prerequisite for the formation to complete specified tasks safely and efficiently. Considering non-symmetrical communication interference and network congestion, this article aims to design a control protocol by studying the fo...

  • Article
  • Open Access
6 Citations
2,622 Views
20 Pages

Optimal UAV Formation Tracking Control with Dynamic Leading Velocity and Network-Induced Delays

  • Zhuwei Wang,
  • Mengjiao Xu,
  • Lihan Liu,
  • Chao Fang,
  • Yang Sun and
  • Huamin Chen

21 February 2022

With the rapid development of UAV technology, the research of optimal UAV formation tracking has been extensively studied. However, the high maneuverability and dynamic network topology of UAVs make formation tracking control much more difficult. In...

  • Article
  • Open Access
1 Citations
1,116 Views
25 Pages

Nonlinear Mathematical Modeling and Robust Control of UAV Formation Under Parametric Variations and External Disturbances

  • Claudia Verónica Vera Vaca,
  • Stefano Di Gennaro,
  • Claudia Carolina Vaca García and
  • Cuauhtémoc Acosta Lúa

This paper introduces a robust formation control strategy for Unmanned Aerial Vehicles (UAVs) designed to maintain coordinated trajectories and relative positioning in three-dimensional space. The proposed methodology addresses the challenges of para...

  • Article
  • Open Access
22 Citations
5,205 Views
23 Pages

Formation Control Technology of Fixed-Wing UAV Swarm Based on Distributed Ad Hoc Network

  • Wenbo Suo,
  • Mengyang Wang,
  • Dong Zhang,
  • Zhongjun Qu and
  • Lei Yu

6 January 2022

The formation control technology of the unmanned aerial vehicle (UAV) swarm is a current research hotspot, and formation switching and formation obstacle avoidance are vital technologies. Aiming at the problem of formation control of fixed-wing UAVs...

  • Article
  • Open Access
1 Citations
1,804 Views
17 Pages

A Cooperative Decision-Making and Control Algorithm for UAV Formation Based on Non-Cooperative Game Theory

  • Yongkang Jiao,
  • Wenxing Fu,
  • Xinying Cao,
  • Kunhu Kou,
  • Ji Tang,
  • Rusong Shen,
  • Yiyang Zhang and
  • Haibo Du

21 November 2024

The formation control problem of distributed fixed-wing Unmanned Aerial Vehicles (UAVs) is investigated in this paper. By utilizing the theoretical foundations of non-cooperative game theory, a novel control strategy is introduced, which allows UAVs...

  • Article
  • Open Access
16 Citations
4,293 Views
19 Pages

Bearing-Based Distributed Formation Control of Unmanned Aerial Vehicle Swarm by Quaternion-Based Attitude Synchronization in Three-Dimensional Space

  • Muhammad Baber Sial,
  • Yuwei Zhang,
  • Shaoping Wang,
  • Sara Ali,
  • Xinjiang Wang,
  • Xinyu Yang,
  • Zirui Liao and
  • Zunheng Yang

30 August 2022

Most of the recent research on distributed formation control of unmanned aerial vehicle (UAV) swarms is founded on position, distance, and displacement-based approaches; however, a very promising approach, i.e., bearing-based formation control, is st...

  • Article
  • Open Access
23 Citations
3,792 Views
20 Pages

Event-Trigger-Based Finite-Time Privacy-Preserving Formation Control for Multi-UAV System

  • Jiangfeng Yue,
  • Kaiyu Qin,
  • Mengji Shi,
  • Bing Jiang,
  • Weihao Li and
  • Lei Shi

28 March 2023

Privacy-preserving has been crucial technique of multi-UAV systems, including cooperative detection, cooperative penetration and strike. Unprocessed interactive information poses a serious privacy threat to UAV swarm collaborative tasks. Considering...

  • Article
  • Open Access
919 Views
24 Pages

Distributed Prescribed-Time Formation Tracking Control for Multi-UAV Systems with External Disturbances

  • Ruichi Ren,
  • Kaiyu Qin,
  • Zhenbing Luo,
  • Boxian Lin,
  • Meng Li and
  • Mengji Shi

20 June 2025

In time-sensitive aerial missions such as urban surveillance, emergency response, and adversarial airspace operations, achieving rapid and reliable formation control of multi-UAV systems is crucial. This paper addresses the challenge of ensuring robu...

  • Article
  • Open Access
1 Citations
542 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...

  • Article
  • Open Access
640 Views
38 Pages

15 October 2025

This study focuses on the cooperative formation control problem of six-degree-of-freedom (6-DOF) fixed-wing unmanned aerial vehicles (UAVs) under constraints of limited communication resources and strict time requirements. The core innovation of the...

  • Article
  • Open Access
19 Citations
4,082 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...

  • Article
  • Open Access
14 Citations
4,021 Views
23 Pages

Research on Multi-UAV Obstacle Avoidance with Optimal Consensus Control and Improved APF

  • Pengfei Zhang,
  • Yin He,
  • Zhongliu Wang,
  • Shujie Li and
  • Qinyang Liang

6 June 2024

To address collision challenges between multi-UAVs (unmanned aerial vehicles) during obstacle avoidance, a novel formation control method is proposed. Leveraging the concept of APF (artificial potential field), the proposed approach integrates UAV ma...

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

12 February 2025

This paper studies the distributed formation control problem for multiple unmanned aerial vehicles (UAVs), focusing on preserving connectivity and avoiding obstacles within the constraints of a limited communication distance and in the presence of mu...

  • Article
  • Open Access
16 Citations
7,404 Views
22 Pages

A Semi-Physical Platform for Guidance and Formations of Fixed-Wing Unmanned Aerial Vehicles

  • Jun Yang,
  • Arun Geo Thomas,
  • Satish Singh,
  • Simone Baldi and
  • Ximan Wang

19 February 2020

Unmanned Aerial Vehicles (UAVs) have multi-domain applications, fixed-wing UAVs being a widely used class. Despite the ongoing research on the topics of guidance and formation control of fixed-wing UAVs, little progress is known on implementation of...

  • Article
  • Open Access
15 Citations
4,010 Views
20 Pages

2 August 2023

In this paper, we propose a fusion algorithm that integrates the 3D vector field histogram plus (VFH+) algorithm and the improved dynamic window approach (DWA) algorithm. The aim is to address the challenge of cooperative obstacle avoidance faced by...

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