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Fixed-time Target-guided Coordinate Control of Unmanned Surface Vehicles Based on Dynamic Surface Control
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作者 LI Chao−yi XU Hai−xiang +2 位作者 YU Wen−zhao DU Zhe DING Ya−nan 《船舶力学》 北大核心 2025年第6期849-862,共14页
This paper presents an investigation on the target-guided coordinated control(TACC)of unmanned surface vehicles(USVs).In the scenario of tracking non-cooperative targets,the status information of the target can only b... This paper presents an investigation on the target-guided coordinated control(TACC)of unmanned surface vehicles(USVs).In the scenario of tracking non-cooperative targets,the status information of the target can only be obtained by some USVs.In order to achieve semi-encirclement tracking of noncooperative targets under maritime security conditions,a fixed-time tracking control method based on dynamic surface control(DSC)is proposed in this paper.Firstly,a novel TACC architecture with decoupled kinematic control law and decoupled kinetic control law was designed to reduce the complexity of control system design.Secondly,the proposed DSC-based target-guided kinematic control law including tracking points pre-allocation strategy and sigmoid artificial potential functions(SigAPFs)can avoid collisions during tracking process and optimize kinematic control output.Finally,a fixed-time TACC system was proposed to achieve fast convergence of kinematic and kinetics errors.The effectiveness of the proposed TACC approach in improving target tracking safety and reducing control output chattering was verified by simulation comparison results. 展开更多
关键词 unmanned surface vehicle distributed control target-guided coordinate control fixed-time convergence dynamic surface control
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Aligning and flocking of ellipsoidal Quincke rollers by flipping
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作者 Kai-Xuan He Qi-Ying Ni +3 位作者 Xiao-Yi Zhou Wen-De Tian Kang Chen Tian-Hui Zhang 《Chinese Physics B》 2025年第7期457-462,共6页
Active rods propelled along their long axis align their velocities and orientations simultaneously in collision.However,as the propulsion is perpendicular to the long axis,velocity alignment becomes dynamically diffic... Active rods propelled along their long axis align their velocities and orientations simultaneously in collision.However,as the propulsion is perpendicular to the long axis,velocity alignment becomes dynamically difficult.Here,we show that ellipsoidal Quincke roller propelled along their short-axis(perpendicular to the long axis)can align their velocities by flipping and form flocking with nematic order.The flipping arises from the reversible transition between the static parallel spinless state and the spinning transversal state of ellipsoidal Quincke rollers.This is possible only near(above)the critical field where both the parallel spinless state and the spinning transversal spinning are metastable.The flipping-facilitated alignment offers an extra aligning mechanism for elongate active agents,and the resulting active liquid crystals serve a model system to explore the defect dynamics as the propulsion deviates from the local nematic orientation which has not been addressed yet. 展开更多
关键词 Quincke roller flocking ALIGNING FLIPPING
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Modified Fixed-Time Synchronization Criteria of Complex Networks with Time-Varying Delays via Continuous or Discontinuous Control
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作者 WU Huan WU Ailong ZHANG Jin'e 《Wuhan University Journal of Natural Sciences》 2025年第2期150-158,共9页
This paper investigates modified fixed-time synchronization(FxTS)of complex networks(CNs)with time-varying delays based on continuous and discontinuous controllers.First,for the sake of making the settling time(ST)of ... This paper investigates modified fixed-time synchronization(FxTS)of complex networks(CNs)with time-varying delays based on continuous and discontinuous controllers.First,for the sake of making the settling time(ST)of FxTS is independent of the initial values and parameters of the CNs,a modified fixed-time(FxT)stability theorem is proposed,where the ST is determined by an arbitrary positive number given in advance.Then,continuous controller and discontinuous controller are designed to realize the modified FxTS target of CNs.In addition,based on the designed controllers,CNs can achieve synchronization at any given time,or even earlier.And control strategies effectively solve the problem of ST related to the parameters of CNs.Finally,an appropriate simulation example is conducted to examine the effectiveness of the designed control strategies. 展开更多
关键词 complex networks settling time fixed-time synchronization controllers time-varying delays
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Bio-Inspired Decentralized Model Predictive Flocking Control for UAV Swarm Trajectory Tracking
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作者 Lanxiang Zheng Ruidong Mei +2 位作者 Mingxin Wei Zhijun Zhao Bingzhi Zou 《Journal of Bionic Engineering》 2025年第5期2660-2677,共18页
Inspired by the collective behaviors observed in bird flocks and fish schools,this paper proposes a novel Decentralized Model Predictive Flocking Control(DMPFC)framework to enable UAV swarms to autonomously track pred... Inspired by the collective behaviors observed in bird flocks and fish schools,this paper proposes a novel Decentralized Model Predictive Flocking Control(DMPFC)framework to enable UAV swarms to autonomously track predefined reference trajectories while avoiding collisions and maintaining a stable quasi[Math Processing Error]-lattice formation.Unlike traditional approaches that rely on switching between predefined swarm formations,this framework utilizes identical local interaction rules for each UAV,allowing them to dynamically adjust their control inputs based on the motion states of neighboring UAVs,external environmental factors,and the desired reference trajectory,thereby enabling the swarm to adapt its formation dynamically.Through iterative state updates,the UAVs achieve consensus,allowing the swarm to follow the reference trajectory while self-organizing into a cohesive and stable group structure.To enhance computational efficiency,the framework integrates a closed-form solution for the optimization process,enabling real-time implementation even on computationally constrained micro-quadrotors.Theoretical analysis demonstrates that the proposed method ensures swarm consensus,maintains desired inter-agent distances,and stabilizes the swarm formation.Extensive simulations and real-world experiments validate the approach’s effectiveness and practicality,demonstrating that the proposed method achieves velocity consensus within approximately 200 ms and forms a stable quasi[Math Processing Error]-lattice structure nearly ten times faster than traditional models,with trajectory tracking errors on the order of millimeters.This underscores its potential for robust and efficient UAV swarm coordination in complex scenarios. 展开更多
关键词 BIO-INSPIRED UAV swarm Decentralized model predictive flocking control Path tracking
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Fixed-time cooperative interception guidance law with angle constraints for multiple flight vehicles
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作者 ZHAO Enjiao DING Xue +1 位作者 ZHANG Ke YUAN Zengyu 《Journal of Systems Engineering and Electronics》 2025年第2期569-579,共11页
This paper presents a fixed-time cooperative gui-dance method with impact angle constraints for multiple flight vehicles (MFV) to address the challenges of intercepting large maneuvering targets with difficulty and lo... This paper presents a fixed-time cooperative gui-dance method with impact angle constraints for multiple flight vehicles (MFV) to address the challenges of intercepting large maneuvering targets with difficulty and low precision. A coopera-tive guidance model is proposed, transforming the cooperative interception problem into a consensus problem based on the remaining flight time of the flight vehicles. First, the impact angle constraint is converted into the line of sight (LOS) angle con-straint, and a new fixed-time convergent non-singular terminal sliding surface is introduced, which resolves the singularity issue of the traditional sliding surfaces. With this approach, LOS angle rate and normal overloads can converge in fixed time, ensuring that the upper bound of the system convergence time is not affected by the initial value of the system. Furthermore, the maneuvering movement of the target is considered as a system disturbance, and an extended state observer is employed to estimate and compensate for it in the guidance law. Lastly, by applying consensus theory and distributed communication topology, the remaining flight time of each flight vehicle is syn-chronized to ensure that they intercept the target simulta-neously with different impact angles. Simulation experiments are conducted to validate the effectiveness of the proposed cooper-ative interception and guidance method. 展开更多
关键词 fixed-time control communication topology con-sensus theory impact angle cooperative guidance
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PERIODICITY AND FIXED-TIME STABILIZATION OF DISCONTINUOUS NEURAL NETWORKS WITH MIXED DELAYS: UNBOUNDED DELAY-DEPENDENT CRITERIA
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作者 Ziwei WANG Lin SUN +1 位作者 Fanchao KONG Rathinasamy SAKTHIVEL 《Acta Mathematica Scientia》 2025年第3期1188-1204,共17页
In this paper, a class of discontinuous neutral-type neural networks (NTNNs) with proportional delays is considered. The targets of the paper are to study the problem of periodic solutions and fixed-time (FXT) stabili... In this paper, a class of discontinuous neutral-type neural networks (NTNNs) with proportional delays is considered. The targets of the paper are to study the problem of periodic solutions and fixed-time (FXT) stabilization of the addressed neural networks. In order to complete the targets, based on set-valued map, differential inclusions theory, coincidence theorem and Hölder inequality technique, some new proportional delay-dependent criteria shown by the inequalities are derived. Based on the fact of the existence of solution, further by applying the FXT stability lemmas and equivalent transformation, the zero solution of closed-loop system achieves FXT stabilization and the corresponding settling-times are estimated. Some previous related works on NTNNs are extended. Finally, one typical example is provided to show the effectiveness of the established results. 展开更多
关键词 fixed-time stabilization Periodic solutions Discontinuous neural systems D-ifferential inclusions theory Proportional delays
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Fixed-time distributed average consensus tracking for multiple Euler-Lagrange systems
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作者 SUN Guhao ZENG Qingshuang CAI Zhongze 《Journal of Systems Engineering and Electronics》 2025年第2期523-536,共14页
This paper investigates the sliding-mode-based fixed-time distributed average tracking (DAT) problem for multiple Euler-Lagrange systems in the presence of external distur-bances. The primary objective is to devise co... This paper investigates the sliding-mode-based fixed-time distributed average tracking (DAT) problem for multiple Euler-Lagrange systems in the presence of external distur-bances. The primary objective is to devise controllers for each agent, enabling them to precisely track the average of multiple time-varying reference signals. By averaging these signals, we can mitigate the influence of errors and uncertainties arising dur-ing measurements, thereby enhancing the robustness and stabi-lity of the system. A distributed fixed-time average estimator is proposed to estimate the average value of global reference sig-nals utilizing local information and communication with neigh-bors. Subsequently, a fixed-time sliding mode controller is intro-duced incorporating a state-dependent sliding mode function coupled with a variable exponent coefficient to achieve dis-tributed average tracking of reference signals, and rigorous ana-lytical methods are employed to substantiate the fixed-time sta-bility. Finally, numerical simulation results are provided to vali-date the effectiveness of the proposed methodology, offering insights into its practical application and robust performance. 展开更多
关键词 distributed average tracking(DAT) fixed-time con-vergence Euler-Lagrange systems sliding mode control
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Hamilton框架下Flocking问题控制协议的设计 被引量:3
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作者 王强 王玉振 《山东大学学报(理学版)》 CAS CSCD 北大核心 2011年第7期70-77,共8页
针对Flocking控制协议的设计,本文给出了一些新的结果。首先,通过选择一类合适的Hamilton函数,为多智能体系统建立一个Hamilton结构。其次,基于上述得到的Hamilton结构,利用每个智能体的邻居信息设计两类Flocking控制协议,一个控制协议... 针对Flocking控制协议的设计,本文给出了一些新的结果。首先,通过选择一类合适的Hamilton函数,为多智能体系统建立一个Hamilton结构。其次,基于上述得到的Hamilton结构,利用每个智能体的邻居信息设计两类Flocking控制协议,一个控制协议具有线性队列结构,另一个具有非线性队列结构。研究表明:在这两类Flocking控制协议下,所有智能体的速度趋于一致,且智能体相互之间的距离保持恒定,即稳定的Flocking行为得到了保证。最后,通过仿真模拟验证了本文得到的结论。 展开更多
关键词 多智能体系统 HAMILTON结构 flocking控制协议 代数图论
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具有虚拟领导的Flocking聚类算法 被引量:1
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作者 李强 何衍 蒋静坪 《电子与信息学报》 EI CSCD 北大核心 2009年第8期1846-1851,共6页
该文提出一种改进的带虚拟领导的Flocking模型,并基于此模型开发了一种数据聚类算法。在此算法中,数据集中的数据点被考虑为可以在空间中移动的Agent,并且根据改进的模型,生成有权无向图。然后从数据集中选定一组虚拟领导,每个数据点与... 该文提出一种改进的带虚拟领导的Flocking模型,并基于此模型开发了一种数据聚类算法。在此算法中,数据集中的数据点被考虑为可以在空间中移动的Agent,并且根据改进的模型,生成有权无向图。然后从数据集中选定一组虚拟领导,每个数据点与其中γ个虚拟领导建立连接。所有与这个数据点有连接的邻居,都通过一个势函数产生场,对这个数据点进行作用,此数据点将沿着所有场矢量叠加的方向移动一段距离。算法中,虚拟领导的加入有效减少了数据点,特别是邻居较少的数据点向某个中心收敛的时间。在所有数据点不断受到作用而移动的过程中,同类的数据点就会逐渐地聚集到一起,而不同类的数据点则相互远离,最后自动形成聚类。此算法的实验结果表明,数据点能合理有效地被聚类,并且算法具有较快的收敛速度,同时,与其他算法对比也验证了此算法的有效性。 展开更多
关键词 数据聚类 无监督学习 flocking模型 虚拟领导
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基于flocking的多智能体群集与避障算法研究与仿真 被引量:2
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作者 刘婵 朱永川 +1 位作者 白园 何健辉 《通信技术》 2019年第7期1632-1638,共7页
多智能体运动规划问题逐渐成为智能体中研究的热点问题。多智能体运动规划主要包括路径规划、编队控制和避障避碰三种控制行为。主要介绍了基于分布式flocking的群集控制模式,实现了多智能体系统的集结与共识,使多智能体在运动过程中保... 多智能体运动规划问题逐渐成为智能体中研究的热点问题。多智能体运动规划主要包括路径规划、编队控制和避障避碰三种控制行为。主要介绍了基于分布式flocking的群集控制模式,实现了多智能体系统的集结与共识,使多智能体在运动过程中保持一致性,并为系统提供冗余性和结构的灵活性;同时对多智能体的避障控制和目标点控制开展了进一步的研究,解决群集避障问题,在复杂环境下成功抵达任务目标区域;最后通过仿真验证了该算法的合理性和有效性。 展开更多
关键词 flocking 多智能体 群集控制 共识 避障
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关于flocking的综述 被引量:3
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作者 杨树勋 于洁 陶庆荣 《自动化技术与应用》 2007年第9期10-11,6,共3页
本文着重介绍了群及其聚结规则,由雷诺兹启发提出的控制规律确保所有个体的前进方向和速度以渐近线趋向于相同值,并且避免个体间的相互碰撞。阐述了国内外研究的历史和现状,以及对未来发展的预测。本文在总结国内外flocking研究发展的... 本文着重介绍了群及其聚结规则,由雷诺兹启发提出的控制规律确保所有个体的前进方向和速度以渐近线趋向于相同值,并且避免个体间的相互碰撞。阐述了国内外研究的历史和现状,以及对未来发展的预测。本文在总结国内外flocking研究发展的基础上,预测其在航空等方面发展的前途,为我们在新的领域中研究flocking提供了可能。 展开更多
关键词 聚结规则 群集行为 分布式控制
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基于加权准邻域和多虚拟领航者的Flocking算法 被引量:1
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作者 王永磊 王良 +2 位作者 何强 尚朝轩 韩壮志 《海军工程大学学报》 CAS 北大核心 2013年第5期88-94,共7页
为解决Flocking模型中势函数没有考虑角度信息的问题,建立了基于加权准邻域势函数以及多虚拟领航的Flocking运动模型。首先,考虑运动的方向性,不同角度的邻居对智能体的影响不同,根据邻域角度信息设计基于加权势函数的控制器。然后,对... 为解决Flocking模型中势函数没有考虑角度信息的问题,建立了基于加权准邻域势函数以及多虚拟领航的Flocking运动模型。首先,考虑运动的方向性,不同角度的邻居对智能体的影响不同,根据邻域角度信息设计基于加权势函数的控制器。然后,对单虚拟领航者的群智能体运动和两组群智能体受各自领航者引导混杂后又分离的运动过程进行了仿真。最后,通过误差分析证明所建立的Flocking运动模型符合群智能体的运动规律。 展开更多
关键词 flocking 角度权值 多虚拟领航者 势函数 准邻域
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一种基于混合智能体系统的Flocking算法 被引量:2
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作者 尚锋 蒋国平 樊春霞 《南京邮电大学学报(自然科学版)》 2010年第4期75-79,共5页
对由多个具有二次积分动态、通信半径不同的智能体组成的混合群体跟随领航者取得flocking运动进行研究。针对不同智能体的通信半径存在个体差异这一现象,提出一种分散控制算法。该控制策略能够保证混合智能群体跟踪一个速度固定的虚拟... 对由多个具有二次积分动态、通信半径不同的智能体组成的混合群体跟随领航者取得flocking运动进行研究。针对不同智能体的通信半径存在个体差异这一现象,提出一种分散控制算法。该控制策略能够保证混合智能群体跟踪一个速度固定的虚拟领航者,形成紧凑、无碰撞的队列且各智能体的速度最终收敛于领航者的速度。最后给出了算法可行性的理论分析,并针对20个具有不同通信半径的智能体跟随一个速度固定的虚拟领航者的情形给出了计算机仿真,验证了算法的可行性。 展开更多
关键词 flocking 混合智能体系统 集群控制 虚拟领航者
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Stable Flocking Motion of Mobile Agents Following a Leader in Fixed and Switching Networks 被引量:8
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作者 Hui Yu Yong-Ji Wang 《International Journal of Automation and computing》 EI 2006年第1期8-16,共9页
Multiple mobile agents with double integrator dynamics, following a leader to achieve a flocking motion formation, are studied in this paper. A class of local control laws for a group of mobile agents is proposed. Fro... Multiple mobile agents with double integrator dynamics, following a leader to achieve a flocking motion formation, are studied in this paper. A class of local control laws for a group of mobile agents is proposed. From a theoretical proof, the following conclusions are reached: (i) agents globally align their velocity vectors with a leader, (ii) they converge their velocities to the leaders velocity, (iii) collisions among interconnected agents are avoided, and (iv) agent's artificial potential functions are minimized. We model the interaction and/or communication relationship between agents by algebraic graph theory. Stability analysis is achieved by using classical Lyapunov theory in a fixed network topology, and differential inclusions and nonsmooth analysis in a switching network topology respectively. Simulation examples are provided. 展开更多
关键词 Cooperative control flocking multi-agent systems nonsmooth analysis.
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Fixed-time adaptive model reference sliding mode control for an air-to-ground missile 被引量:14
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作者 Liang ZHANG Changzhu WEI +1 位作者 Rong WU Naigang CUI 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2019年第5期1268-1280,共13页
This paper addresses the fixed-time adaptive model reference sliding mode control for an air-to-ground missile associated with large speed ranges, mismatched disturbances and un-modeled dynamics. Firstly, a sliding mo... This paper addresses the fixed-time adaptive model reference sliding mode control for an air-to-ground missile associated with large speed ranges, mismatched disturbances and un-modeled dynamics. Firstly, a sliding mode surface is developed by the tracking error of the state equation and the model reference state equation with respect to the air-to-ground missile. More specifically,a novel fixed-time adaptive reaching law is presented. Subsequently, the mismatched disturbances and the un-modeled dynamics are treated as the model errors of the state equation. These model errors are estimated by means of a fixed-time disturbance observer, and they are also utilized to compensate the proposed controller. Therefore, the fixed-time controller is obtained by an adaptive reaching law and a fixed-time disturbance observer. Closed-loop stability of the proposed controller is established. Finally, simulation results including Monte Carlo simulations, nonlinear six-DegreeOf-Freedom(6-DOF) simulations and different ranges are presented to demonstrate the efficacy of the proposed control scheme. 展开更多
关键词 ADAPTIVE controller Air-to-ground MISSILE fixed-time ADAPTIVE REACHING law fixed-time disturbance observer Model REFERENCE SLIDING mode control
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一种带有变速虚拟领航者的flocking算法 被引量:1
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作者 尚锋 《信息技术》 2010年第8期95-97,共3页
对由多个具有不同通信半径的智能体组成的混合群体跟随领航者取得flocking运动进行研究。针对不同智能体的通信半径存在个体差异这一现象,提出一种分散控制算法。该控制策略能够保证混合智能群体跟踪一个速度变化的虚拟领航者,形成flock... 对由多个具有不同通信半径的智能体组成的混合群体跟随领航者取得flocking运动进行研究。针对不同智能体的通信半径存在个体差异这一现象,提出一种分散控制算法。该控制策略能够保证混合智能群体跟踪一个速度变化的虚拟领航者,形成flocking运动。在最后给出计算机仿真。 展开更多
关键词 flocking 混合智能体系统 集群控制 虚拟领航者
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群机器人Flocking行为研究综述 被引量:1
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作者 孙文捷 吕良双 《山西科技》 2011年第6期49-51,共3页
主要回顾了群机器人自组织flocking行为的研究。首先,介绍群机器人学的含义及关键特征;然后,指出flocking行为在生物学上及机器人学上的意义,之后对目前的研究现状进行介绍。最后,按照以下的三个分类对群机器人flocking行为进行总结:行... 主要回顾了群机器人自组织flocking行为的研究。首先,介绍群机器人学的含义及关键特征;然后,指出flocking行为在生物学上及机器人学上的意义,之后对目前的研究现状进行介绍。最后,按照以下的三个分类对群机器人flocking行为进行总结:行为控制,硬件设备及交流策略。 展开更多
关键词 群机器人 flocking 自组织行为 行为控制 交流策略
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Multiagent flocking with formation in a constrained environment 被引量:5
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作者 Yao LU 1 , Yi GUO 1 , Zhaoyang DONG 2 (1.Department of Electrical and Computer Engineering, Stevens Institute of Technology, Castle Point, Hoboken, NJ07030, USA 2.Department of Electrical Engineering, Hong Kong Polytechnic University, Hong Kong, China) 《控制理论与应用(英文版)》 EI 2010年第2期151-159,共9页
We consider the problem of controlling a group of mobile agents to form a designated formation while flocking within a constrained environment. We first propose a potential field based method to drive the agents to mo... We consider the problem of controlling a group of mobile agents to form a designated formation while flocking within a constrained environment. We first propose a potential field based method to drive the agents to move in connection with their neighbors, and regulate their relative positions to achieve the specific formation. The communication topology is preserved during the motion. We then extend the method to flocking with environmental constraints. Stability properties are analyzed to guarantee that all agents eventually form the desired formation while flocking, and flock safely without collision with the environment boundary. We verify our algorithm through simulations on a group of agents performing maximum coverage flocking and traveling through an unknown constrained environment. 展开更多
关键词 Multiagent system Formation control flocking
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Unmanned Aerial Vehicle Formation Inspired by Bird Flocking and Foraging Behavior 被引量:6
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作者 Tian-Jie Zhang 《International Journal of Automation and computing》 EI CSCD 2018年第4期402-416,共15页
This paper considers a multiple unmanned aerial vehicles (UAV) formation problem and proposes a new method inspired by bird flocking and foraging behavior. A bidirectional communication network, a navigator based on... This paper considers a multiple unmanned aerial vehicles (UAV) formation problem and proposes a new method inspired by bird flocking and foraging behavior. A bidirectional communication network, a navigator based on bird foraging behavior, a controller based on bird interaction and a movement switch are developed for multi-UAV formation. Lyapunov's second method and mechanical energy method are adopted for stability analysis. Parameters of the controller are optimized by Levy-flight based pigeon inspired optimization (Levy-PIO). Patrol missions along a square and an S shaped trajectory are designed to test this formation method. Simula- tions prove that the bird flocking and foraging strategy can accomplish the mission and obtain satisfying performance. 展开更多
关键词 Unmanned aerial vehicle(UAV) FORMATION bird flocking FORAGING pigeon-inspired optimization Levy-flight.
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Flocking control of a fleet of unmanned aerial vehicles 被引量:3
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作者 Adel BELKADI Zhixiang LIU +2 位作者 Laurent CIARLETTA Youmin ZHANG Didier THEILLIOL 《Control Theory and Technology》 EI CSCD 2018年第2期82-92,共11页
Current applications using single unmanned vehicle have been gradually extended to multiple ones due to their increased efficiency in mission accomplishment, expanded coverage areas and ranges, as well as enhanced sys... Current applications using single unmanned vehicle have been gradually extended to multiple ones due to their increased efficiency in mission accomplishment, expanded coverage areas and ranges, as well as enhanced system reliability. This paper presents a flocking control method with application to a fleet of unmanned quadrotor helicopters (UQHs). Three critical characteristics of formation keeping, collision avoidance, and velocity matching have been taken into account in the algorithm development to make it capable of accomplishing the desired objectives (like forest/pipeline surveillance) by safely and efficiently operating a group of UQHs. To achieve these, three layered system design philosophy is considered in this study. The first layer is the flocking controller which is designed based on the kinematics of UQH. The modified Cucker and Smale model is used for guaranteeing the convergence of UQHs to flocking, while a repelling force between each two UQHs is also added for ensuring a specified safety distance. The second layer is the motion controller which is devised based on the kinetics of UQH by employing the augmented state-feedback control approach to greatly minimize the steady-state error. The last layer is the UQH system along with its actuators. Two primary contributions have been made in this work: first, different from most of the existing works conducted on agents with double integrator dynamics, a new flocking control algorithm has been designed and implemented on a group of UQHs with nonlinear dynamics. Furthermore, the constraint of fixed neighbouring distance in formation has been relaxed expecting to significantly reduce the complexity caused by the increase of agents number and provide more flexibility to the formation control. Extensive numerical simulations on a group of UQH nonlinear models have been carried out to verify the effectiveness of the proposed method. 展开更多
关键词 flocking unmanned aerial vehicles unmanned quadrotor helicopters Cucker and Smale formation control
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