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Formation-containment control for nonholonomic multi-agent systems with a desired trajectory constraint
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作者 GU Xueqiang LU Lina +1 位作者 XIANG Fengtao ZHANG Wanpeng 《Journal of Systems Engineering and Electronics》 2025年第1期256-268,共13页
This paper addresses the time-varying formation-containment(FC) problem for nonholonomic multi-agent systems with a desired trajectory constraint, where only the leaders can acquire information about the desired traje... This paper addresses the time-varying formation-containment(FC) problem for nonholonomic multi-agent systems with a desired trajectory constraint, where only the leaders can acquire information about the desired trajectory. Input the fixed time-varying formation template to the leader and start executing, this process also needs to track the desired trajectory, and the follower needs to converge to the convex hull that the leader crosses. Firstly, the dynamic models of nonholonomic systems are linearized to second-order dynamics. Then, based on the desired trajectory and formation template, the FC control protocols are proposed. Sufficient conditions to achieve FC are introduced and an algorithm is proposed to resolve the control parameters by solving an algebraic Riccati equation. The system is demonstrated to achieve FC, with the average position and velocity of the leaders converging asymptotically to the desired trajectory. Finally, the theoretical achievements are verified in simulations by a multi-agent system composed of virtual human individuals. 展开更多
关键词 multi-agent systems nonholonomic dynamics formation-containment(FC)control desired trajectory constrains
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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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Targeted multi-agent communication algorithm based on state control
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作者 Li-yang Zhao Tian-qing Chang +3 位作者 Lei Zhang Jie Zhang Kai-xuan Chu De-peng Kong 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第1期544-556,共13页
As an important mechanism in multi-agent interaction,communication can make agents form complex team relationships rather than constitute a simple set of multiple independent agents.However,the existing communication ... As an important mechanism in multi-agent interaction,communication can make agents form complex team relationships rather than constitute a simple set of multiple independent agents.However,the existing communication schemes can bring much timing redundancy and irrelevant messages,which seriously affects their practical application.To solve this problem,this paper proposes a targeted multiagent communication algorithm based on state control(SCTC).The SCTC uses a gating mechanism based on state control to reduce the timing redundancy of communication between agents and determines the interaction relationship between agents and the importance weight of a communication message through a series connection of hard-and self-attention mechanisms,realizing targeted communication message processing.In addition,by minimizing the difference between the fusion message generated from a real communication message of each agent and a fusion message generated from the buffered message,the correctness of the final action choice of the agent is ensured.Our evaluation using a challenging set of Star Craft II benchmarks indicates that the SCTC can significantly improve the learning performance and reduce the communication overhead between agents,thus ensuring better cooperation between agents. 展开更多
关键词 multi-agent deep reinforcement learning State control Targeted interaction Communication mechanism
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Multi-agent system application in accordance with game theory in bi-directional coordination network model 被引量:3
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作者 ZHANG Jie WANG Gang +3 位作者 YUE Shaohua SONG Yafei LIU Jiayi YAO Xiaoqiang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第2期279-289,共11页
The multi-agent system is the optimal solution to complex intelligent problems. In accordance with the game theory, the concept of loyalty is introduced to analyze the relationship between agents' individual incom... The multi-agent system is the optimal solution to complex intelligent problems. In accordance with the game theory, the concept of loyalty is introduced to analyze the relationship between agents' individual income and global benefits and build the logical architecture of the multi-agent system. Besides, to verify the feasibility of the method, the cyclic neural network is optimized, the bi-directional coordination network is built as the training network for deep learning, and specific training scenes are simulated as the training background. After a certain number of training iterations, the model can learn simple strategies autonomously. Also,as the training time increases, the complexity of learning strategies rises gradually. Strategies such as obstacle avoidance, firepower distribution and collaborative cover are adopted to demonstrate the achievability of the model. The model is verified to be realizable by the examples of obstacle avoidance, fire distribution and cooperative cover. Under the same resource background, the model exhibits better convergence than other deep learning training networks, and it is not easy to fall into the local endless loop.Furthermore, the ability of the learning strategy is stronger than that of the training model based on rules, which is of great practical values. 展开更多
关键词 LOYALTY GAME theory bi-directional coordination network multi-agent system learning STRATEGY
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Leader-following coordination of multi-agent systems with information feedback 被引量:3
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作者 Wang Dongmei Fang Huajing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第4期823-828,共6页
Based on the strategy of information feedback from followers to the leader, flocking control of a group of agents with a leader is studied. The leader tracks a pre-defined trajectory and at the same time the leader us... Based on the strategy of information feedback from followers to the leader, flocking control of a group of agents with a leader is studied. The leader tracks a pre-defined trajectory and at the same time the leader uses the feedback information from followers to the leader to modify its motion. The advantage of this control scheme is that it reduces the tracking errors and improves the robustness of the team cohesion to followers' faults. The results of simulation are provided to illustrate that information feedback can improve the performance of the system. 展开更多
关键词 multi-agent system leader-following flocking control information feedback.
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Consensus tracking protocol and formation control of multi-agent systems with switching topology 被引量:13
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作者 年晓红 苏赛军 潘欢 《Journal of Central South University》 SCIE EI CAS 2011年第4期1178-1183,共6页
Consensus tracking control problems for single-integrator dynamics of multi-agent systems with switching topology are investigated. In order to design effective consensus tracking protocols for a more general class of... Consensus tracking control problems for single-integrator dynamics of multi-agent systems with switching topology are investigated. In order to design effective consensus tracking protocols for a more general class of networks, which are aimed at ensuring that the concerned states of agents converge to a constant or time-varying reference state, new consensus tracking protocols with a constant and time-varying reference state are proposed, respectively. Particularly, by contrast with spanning tree, an improved condition of switching interaction topology is presented. And then, convergence analysis of two consensus tracking protocols is provided by Lyapunov stability theory. Moreover, consensus tracking protocol with a time-varying reference state is extended to achieve the fbrmation control. By introducing formation structure set, each agent can gain its individual desired trajectory. Finally, several simulations are worked out to illustrate the effectiveness of theoretical results. The test results show that the states of agents can converge to a desired constant or time-varying reference state. In addition, by selecting appropriate structure set, agents can maintain the expected formation under random switching interaction topologies. 展开更多
关键词 multi-agent system consensus protocols formation control switching topology
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Leader-following consensus protocols for formation control of multi-agent network 被引量:10
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作者 Xiaoyuan Luo Nani Han Xinping Guan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第6期991-997,共7页
Two protocols are presented,which can make agents reach consensus while achieving and preserving the desired formation in fixed topology with and without communication timedelay for multi-agent network.First,the proto... Two protocols are presented,which can make agents reach consensus while achieving and preserving the desired formation in fixed topology with and without communication timedelay for multi-agent network.First,the protocol without considering the communication time-delay is presented,and by using Lyapunov stability theory,the sufficient condition of stability for this multi-agent system is presented.Further,considering the communication time-delay,the effectiveness of the protocol based on Lyapunov-Krasovskii function is demonstrated.The main contribution of the proposed protocols is that,as well as the velocity consensus is considered,the formation control is concerned for multi-agent systems described as the second-order equations.Finally,numerical examples are presented to illustrate the effectiveness of the proposed protocols. 展开更多
关键词 CONSENSUS formation control leader-following com-munication time-delay multi-agent systems.
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Finite-time coordination control for formation flying spacecraft 被引量:2
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作者 Yong Guo Shenmin Song Liwei Deng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第5期859-867,共9页
This paper investigates a distributed coordination control scheme using an adaptive terminal sliding mode for formation flying spacecraft with coupled attitude and translational dynamics. In order to overcome the sing... This paper investigates a distributed coordination control scheme using an adaptive terminal sliding mode for formation flying spacecraft with coupled attitude and translational dynamics. In order to overcome the singularity of the traditional fast terminal sliding manifold, a novel fast terminal sliding manifold is given. And then, based on the adaptive control method, a continuous robust coordinated controller is designed to compensate external disturbances and to alleviate the chattering phenomenon. The theoretical analysis shows that the coordinated controller can guarantee the finite-time stability of the overall closed-loop system through local information exchange, and numerical simulations also demonstrate its effectiveness. 展开更多
关键词 formation flying coordinated control attitude and translational coupling finite-time stability adaptive control.
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Consensus of second-order nonlinear multi-agent systems via sliding mode observer and controller 被引量:1
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作者 Xiaolei Li Xiaoyuan Luo +2 位作者 Shaobao Li Jianjin Li Xinping Guan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第4期756-765,共10页
This paper investigates the consensus problem of second-order nonlinear multi-agent systems (MASs) via the sliding mode control (SMC) approach. The velocity of each agent is assumed to be unmeasurable. A second-order ... This paper investigates the consensus problem of second-order nonlinear multi-agent systems (MASs) via the sliding mode control (SMC) approach. The velocity of each agent is assumed to be unmeasurable. A second-order sliding mode observer is designed to estimate the velocity. Then a distributed discontinuous control law based on first-order SMC is presented to solve the consensus problem. Moreover, to overcome the chatting problem, two controllers based on the boundary layer method and the super-twisting algorithm respectively are presented. It is shown that the MASs will achieve consensus under some given conditions. Some examples are provided to demonstrate the effectiveness of the proposed control laws. 展开更多
关键词 nonlinear multi-agent system sliding mode observer CONSENSUS sliding mode controller
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Open-loop and closed-loop D^(α)-type iterative learning control for fractional-order linear multi-agent systems with state-delays
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作者 LI Bingqiang LAN Tianyi +1 位作者 ZHAO Yiyun LYU Shuaishuai 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第1期197-208,共12页
This study focuses on implementing consensus tracking using both open-loop and closed-loop Dα-type iterative learning control(ILC)schemes,for fractional-order multi-agent systems(FOMASs)with state-delays.The desired ... This study focuses on implementing consensus tracking using both open-loop and closed-loop Dα-type iterative learning control(ILC)schemes,for fractional-order multi-agent systems(FOMASs)with state-delays.The desired trajectory is constructed by introducing a virtual leader,and the fixed communication topology is considered and only a subset of followers can access the desired trajectory.For each control scheme,one controller is designed for one agent individually.According to the tracking error between the agent and the virtual leader,and the tracking errors between the agent and neighboring agents during the last iteration(for open-loop scheme)or the current running(for closed-loop scheme),each controller continuously corrects the last control law by a combination of communication weights in the topology to obtain the ideal control law.Through the rigorous analysis,sufficient conditions for both control schemes are established to ensure that all agents can achieve the asymptotically consistent output along the iteration axis within a finite-time interval.Sufficient numerical simulation results demonstrate the effectiveness of the control schemes,and provide some meaningful comparison results. 展开更多
关键词 multi-agent system FRACTIONAL-ORDER consensus control iterative learning control virtual leader STATE-DELAY
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Sliding mode fault tolerant consensus control for multi-agent systems based on super-twisting observer
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作者 YANG Pu HU Xukai +1 位作者 WANG Zixin ZHANG Zhiqing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2022年第6期1309-1319,共11页
The fault-tolerant consensus problem for leader-following nonlinear multi-agent systems with actuator faults is mainly investigated.A new super-twisting sliding mode observer is constructed to estimate the velocity an... The fault-tolerant consensus problem for leader-following nonlinear multi-agent systems with actuator faults is mainly investigated.A new super-twisting sliding mode observer is constructed to estimate the velocity and undetectable fault information simultaneously.The time-varying gain is introduced to solve the initial error problem and peak value problem,which makes the observation more accurate and faster.Then,based on the estimated results,an improved sliding mode fault-tolerant consensus control algorithm is designed to compensate the actuator faults.The protocol can guarantee the finite-time consensus control of multi-agent systems and suppress chattering.Finally,the effectiveness and the superiority of the observer and control algorithm are proved by some simulation examples of the multi-aircraft system. 展开更多
关键词 multi-agent system sliding mode control fault-tolerant consensus control super-twisting sliding mode observer
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基于Multi-agent的大型会展活动的游客协调控制方法 被引量:6
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作者 李金华 朱道立 《系统工程学报》 CSCD 北大核心 2010年第4期499-505,共7页
从活动组织者的角度出发提出了两种基于multi-agent的应用于大型会展活动的游客协调控制方法,其中,方法一是基于个体决策-群体协调机制的游客行程的全路线设计,方法二是基于择优选择机制的逐次决定游客下一参观点的路线设计.对两种协调... 从活动组织者的角度出发提出了两种基于multi-agent的应用于大型会展活动的游客协调控制方法,其中,方法一是基于个体决策-群体协调机制的游客行程的全路线设计,方法二是基于择优选择机制的逐次决定游客下一参观点的路线设计.对两种协调控制方法进行了计算机仿真检验,仿真结果表明两种方法都能在满足实时响应要求的情况下显著改善排队拥挤状况,同时得出两种方法各有不同的适用情境,方法一更适用于客流量适中或稍多的场景,而方法二更适用于客流量很大的场景,两种方法的结合应用可以带来更好的效果. 展开更多
关键词 大型会展活动 协调控制 multi-agent 仿真
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基于协进化机制的Multi-agent分布式智能控制体系 被引量:2
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作者 罗杰 段建民 陈建新 《计算机工程》 EI CAS CSCD 北大核心 2006年第19期34-37,共4页
提出了一种基于协进化机制的多Agent分布式智能控制体系结构,采用划分基本行为模块的方法,将复杂、分布的控制系统构造成基于行为的、行为活性状态可调控的多Agent系统,并设计了基于协进化机制的分布式并行协进化学习机构及其协进化算法... 提出了一种基于协进化机制的多Agent分布式智能控制体系结构,采用划分基本行为模块的方法,将复杂、分布的控制系统构造成基于行为的、行为活性状态可调控的多Agent系统,并设计了基于协进化机制的分布式并行协进化学习机构及其协进化算法,使系统能分布并行地协进化各基本行为规则库和全局行为协调规则库。该体系结构能简单而有效地使系统的局部控制及全局行为协调协作具有较好的在线学习、自适应特性,系统可扩展性强,有较好的实用性,能应用于资源受限的嵌入式控制系统。 展开更多
关键词 分布式智能控制 多智能体系统 协进化 协调协作 体系结构
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Optimal control based coordinated taxiing path planning and tracking for multiple carrier aircraft on flight deck 被引量:6
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作者 Xin-wei Wang Hai-jun Peng +3 位作者 Jie Liu Xian-zhou Dong Xu-dong Zhao Chen Lu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2022年第2期238-248,共11页
Coordinated taxiing planning for multiple aircraft on flight deck is of vital importance which can dramatically improve the dispatching efficiency.In this paper,first,the coordinated taxiing path planning problem is t... Coordinated taxiing planning for multiple aircraft on flight deck is of vital importance which can dramatically improve the dispatching efficiency.In this paper,first,the coordinated taxiing path planning problem is transformed into a centralized optimal control problem where collision-free conditions and mechanical limits are considered.Since the formulated optimal control problem is of large state space and highly nonlinear,an efficient hierarchical initialization technique based on the Dubins-curve method is proposed.Then,a model predictive controller is designed to track the obtained reference trajectory in the presence of initial state error and external disturbances.Numerical experiments demonstrate that the proposed“offline planningþonline tracking”framework can achieve efficient and robust coordinated taxiing planning and tracking even in the presence of initial state error and continuous external disturbances. 展开更多
关键词 Carrier aircraft coordinated path planning Centralized optimal control Trajectory tracking Model predictive control
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Research on consensus of multi-agent systems with and without input saturation constraints 被引量:4
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作者 QI Duo HU Junhua +2 位作者 LIANG Xiaolong ZHANG Jiaqiang ZHANG Zhihao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第4期947-955,共9页
In recent years,with the continuous development of multi-agent technology represented by unmanned aerial vehicle(UAV)swarm,consensus control has become a hot spot in academic research.In this paper,we put forward a di... In recent years,with the continuous development of multi-agent technology represented by unmanned aerial vehicle(UAV)swarm,consensus control has become a hot spot in academic research.In this paper,we put forward a discrete-time consensus protocol and obtain the necessary and sufficient conditions for the second-order consensus of the second-order multi-agent system with a fixed structure under the condition of no saturation input.The theoretical derivation verifies that the two eigenvalues of the Laplacian of the communication network matrix and the sampling period have an important effect on achieving consensus.Then we construct and verify sufficient conditions to achieve consensus under the condition of input saturation constraints.The results show that consensus can be achieved if velocity,position gain,and sampling period satisfy a set of inequalities related to the eigenvalues of the Laplacian matrix.Finally,the accuracy and validity of the theoretical results are proved by numerical simulations. 展开更多
关键词 multi-agent system consensus control input constraint distributed control
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Fast consensus seeking for multi-agent systems 被引量:3
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作者 Yingying She Huajing Fang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第3期534-539,共6页
For multi-agent systems based on the local information,the agents automatically converge to a common consensus state and the convergence speed is determined by the algebraic connectivity of the communication network.T... For multi-agent systems based on the local information,the agents automatically converge to a common consensus state and the convergence speed is determined by the algebraic connectivity of the communication network.To study fast consensus seeking problems of multi-agent systems in undirected networks,a consensus protocol is proposed which considers the average information of the agents' states in a certain time interval,and a consensus convergence criterion for the system is obtained.Based on the frequency-domain analysis and algebra graph theory,it is shown that if the time interval is chosen properly,then requiring the same maximum control effort the proposed protocol reaches consensus faster than the standard consensus protocol.Simulations are provided to demonstrate the effectiveness of these theoretical results. 展开更多
关键词 multi-agent systems CONSENSUS cooperative control convergence rate.
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Coordinated control method of intersection traffic light in one-way road based on V2X 被引量:3
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作者 GAO Kai HAN Fa-rong +3 位作者 WEN Meng-fei DU Rong-hua LI Shuo ZHOU Feng 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第9期2516-2527,共12页
One-way roads have potential for improving vehicle speed and reducing traffic delay.Suffering from dense road network,most of adjacent intersections’distance on one-way roads becomes relatively close,which makes isol... One-way roads have potential for improving vehicle speed and reducing traffic delay.Suffering from dense road network,most of adjacent intersections’distance on one-way roads becomes relatively close,which makes isolated control of intersections inefficient in this scene.Thus,it is significant to develop coordinated control of multiple intersection signals on the one-way roads.This paper proposes a signal coordination control method that is suitable for one-way arterial roads.This method uses the cooperation technology of the vehicle infrastructure to collect intersection traffic information and share information among the intersections.Adaptive signal control system is adopted for each intersection in the coordination system,and the green light time is adjusted in real time based on the number of vehicles in queue.The offset and clearance time can be calculated according to the real-time traffic volume.The proposed method was verified with simulation results by VISSIM traffic simulation software.The results compared with other methods show that the coordinated control method proposed in this paper can effectively reduce the average delay of vehicles on the arterial roads and improve the traffic efficiency. 展开更多
关键词 INTERSECTION vehicle infrastructure cooperation coordinated control simulation evaluation
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Distributed fuzzy fault-tolerant consensus of leader-follower multi-agent systems with mismatched uncertainties 被引量:6
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作者 MALIKA Sader WANG Fuyong +1 位作者 LIU Zhongxin CHEN Zengqiang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第5期1031-1040,共10页
In this paper,the distributed fuzzy fault-tolerant tracking consensus problem of leader-follower multi-agent systems(MASs)is studied.The objective system includes actuator faults,mismatched parameter uncertainties,non... In this paper,the distributed fuzzy fault-tolerant tracking consensus problem of leader-follower multi-agent systems(MASs)is studied.The objective system includes actuator faults,mismatched parameter uncertainties,nonlinear functions,and exogenous disturbances under switching communication topologies.To solve this problem,a distributed fuzzy fault-tolerant controller is proposed for each follower by adaptive mechanisms to track the state of the leader.Furthermore,the fuzzy logic system is utilized to approximate the unknown nonlinear dynamics.An error estimator is introduced between the mismatched parameter matrix and the input matrix.Then,a selective adaptive law with relative state information is adopted and applied.When calculating the Lyapunov function’s derivative,the coupling terms related to consensus error and mismatched parameter uncertainties can be eliminated.Finally,a numerical simulation is given to validate the effectiveness of the proposed protocol. 展开更多
关键词 distributed fuzzy fault-tolerant control(FTC) tracking consensus problem leader-follower multi-agent system mismatched parameter uncertainty
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Intelligent coordinated control of power-plant main steam pressure and power output 被引量:1
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作者 刘红波 李少远 柴天佑 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期350-358,共9页
An intelligent coordinated control strategy has been proposed and successfully applied to a 300MW boiler-turbine unit i. e. Unit 1 of Yuanbaoshan power plant in China. Load following operation of coal-fired boiler-tur... An intelligent coordinated control strategy has been proposed and successfully applied to a 300MW boiler-turbine unit i. e. Unit 1 of Yuanbaoshan power plant in China. Load following operation of coal-fired boiler-turbine unit in the power plant leads to changes in operating points which result in nonlinear variations of the plant variables and parameters. For the variation of operating condition and slowly varying dynamics, an intelligent control scheme has been developed by combining fuzzy self-tuning with adaptive control and auto-tuning techniques. As there exist strong couplings between control loops of main steam pressure and power output in the unit, a new design for static decoupler aimed at decoupling for setpoints and unmeasured pulverized coal disturbance of the system at the same time is presented. Satisfactory industrial application results show that such a control system has enhanced adaptability and robustness to the complex process, and better control performance and high economic benefit have been obtained. 展开更多
关键词 intelligent control boiler-turbine coordinated control fuzzy inference adaptive control static decoupling industrial application.
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Constrained Power Plant Coordinated Predictive Control Using Neurofuzzy Model 被引量:1
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作者 LIU Xiang-Jie LIU Ji-Zhen 《自动化学报》 EI CSCD 北大核心 2006年第5期785-790,共6页
In unit steam-boiler generation, a coordinated control strategy is required to ensure a higher rate of load change without violating thermal constraints. The process is characterized by nonlinearity and uncertainty. W... In unit steam-boiler generation, a coordinated control strategy is required to ensure a higher rate of load change without violating thermal constraints. The process is characterized by nonlinearity and uncertainty. While neural networks can model highly complex nonlinear dynamical systems, they produce black box models. This has led to significant interest in neuro-fuzzy networks (NFNs) to represent a nonlinear dynamical process by a set of locally valid and simpler submodels. Two alternative methods of exploiting the NFNs within a generalised predictive control (GPC) framework for nonlinear model predictive control are described. Coordinated control of steam-boiler generation using the two nonlinear GPC methods show excellent tracking and disturbance rejection results and improved performance compared with conventional linear GPC. 展开更多
关键词 coordinated control neuro-fuzzy networks GPC
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