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An off-and-towards-equilibrium strategy for vibrational control of structures
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作者 杨润林 童迈 +2 位作者 周锡元 闫维明 刘锡荟 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2006年第2期195-203,共9页
Traditional control strategies have difficulty handling nonlinear behavior of structures, time variable features and parameter uncertainties of structural control systems under seismic excitation. An off-and-towardseq... Traditional control strategies have difficulty handling nonlinear behavior of structures, time variable features and parameter uncertainties of structural control systems under seismic excitation. An off-and-towardsequilibrium (OTE) strategy combined with fuzzy control is presented in this paper to overcome these difficulties. According to the OTE strategy, the control force is designed from the viewpoint of a mechanical relationship between the motions of the structure, the exciting force and the control force. The advantage of the OTE strategy is that it can be used for a variety of control systems. In order to evaluate the performance of the proposed strategy, the seismic performance of a three-story shear building with an Active Tendon System (ATS) using a Fuzzy Logic Controller (FLC) is studied. The main advantage of the fuzzy controller is its inherent robustness and ability to handle any nonlinear behavior of structures. However, there are no design guidelines to set up the corresponding control rule table for a FLC. Based on the proposed strategy for the FLC, a control rule table associated with the building under study is developed, which then allows formation of a detailed algorithm. The results obtained in this study show that the proposed strategy performs slightly better than the linear quadratic regulator (LQR) strategy, while possessing several advantages over the LQR controller. Consequently, the feasibility and validity of the proposed strategy are verified. 展开更多
关键词 structural vibration control control strategy off-and-towards-equilibrium control fuzzy control seismicexcitation active tendon system
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Double Deep Q‑Networks Based Game‑Theoretic Equilibrium Control of Automated Vehicles at Autonomous Intersection
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作者 Haiyang Hu Duanfeng Chu +1 位作者 Jianhua Yin Liping Lu 《Automotive Innovation》 CSCD 2024年第4期571-587,共17页
Optimizing the efficiency of traffic flow while minimizing fuel consumption is of significant importance in the context of resource scarcity and environmental preservation.Currently,the two-layer optimization strategy... Optimizing the efficiency of traffic flow while minimizing fuel consumption is of significant importance in the context of resource scarcity and environmental preservation.Currently,the two-layer optimization strategy has been employed in autonomous intersection cooperation problems.The traffic efficiency is optimized on the first layer and energy consumption is optimized on the second layer based on an optimal timetable gained in the first layer.This operation prioritizes traffic efficiency over energy consumption,which may present a limitation in terms of equilibrating them.This paper develops an equilibrium control strategy for autonomous intersection.This control strategy includes vehicle schedule and equilibrium control.A schedule algorithm is initially proposed for platoons,in which the most passing sequence is gained when considering platoon formation.Then,a game deep reinforcement learning model is designed,and an equilibrating control algorithm is proposed,in which equilibrium state can be gained between traffic efficiency and energy consumption.Simulation results demonstrate that the proposed method can equilibrate traffic efficiency and energy consumption to an equilibrium state,as well as reducing trip cost compared with existing methods. 展开更多
关键词 Automated vehicle Game theory Deep reinforcement learning Platoon formation schedule equilibrium control
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Study of the control-equilibrium of control systems
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作者 Liu Qiaoge Fu Mengyin Sun Changsheng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第4期775-778,共4页
Not so much had been talked about equilibrium in control area. On the basis of the phenomenon of balance, the concept of control-equilibrium and control-equilibrium of a control system is proposed. According to this t... Not so much had been talked about equilibrium in control area. On the basis of the phenomenon of balance, the concept of control-equilibrium and control-equilibrium of a control system is proposed. According to this theory, a perfect control method should not only guarantee stability of the system, but also ensure the control-equilibrium of the system. To achieve the control-equilibrium, feed-forward control is required. 展开更多
关键词 BALANCE control-equilibrium-state control-equilibrium feed-forward control
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Gain Scheduling Control of Nonlinear Shock Motion Based on Equilibrium Manifold Linearization Model 被引量:1
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作者 Cui Tao Yu Daren Bao Wen Yang Yongbin 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2007年第6期481-487,共7页
The equilibrium manifold linearization model of nonlinear shock motion is of higher accuracy and lower complexity over other models such as the small perturbation model and the piecewise-linear model. This paper analy... The equilibrium manifold linearization model of nonlinear shock motion is of higher accuracy and lower complexity over other models such as the small perturbation model and the piecewise-linear model. This paper analyzes the physical significance of the equilibrium manifold linearization model, and the self-feedback mechanism of shock motion is revealed. This helps to describe the stability and dynamics of shock motion. Based on the model, the paper puts forwards a gain scheduling control method for nonlinear shock motion. Simulation has shown the validity of the control scheme. 展开更多
关键词 shock motion equilibrium manifold linearization gain scheduling control
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A new four-dimensional hyperjerk system with stable equilibrium point, circuit implementation, and its synchronization by using an adaptive integrator backstepping control 被引量:2
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作者 J P Singh V T Pham +3 位作者 T Hayat S Jafari F E Alsaadi B K Roy 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第10期231-239,共9页
This paper reports a new simple four-dimensional(4 D) hyperjerk chaotic system. The proposed system has only one stable equilibrium point. Hence, its strange attractor belongs to the category of hidden attractors. T... This paper reports a new simple four-dimensional(4 D) hyperjerk chaotic system. The proposed system has only one stable equilibrium point. Hence, its strange attractor belongs to the category of hidden attractors. The proposed system exhibits various dynamical behaviors including chaotic, periodic, stable nature, and coexistence of various attractors. Numerous theoretical and numerical methods are used for the analyses of this system. The chaotic behavior of the new system is validated using circuit implementation. Further, the synchronization of the proposed systems is shown by designing an adaptive integrator backstepping controller. Numerical simulation validates the synchronization strategy. 展开更多
关键词 new hyperjerk chaotic system stable equilibrium hidden attractors adaptive backstepping control SYNCHRONIZATION
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A Mixed-control Mechanism Model of Proeutectoid Ferrite Growth under Non-equilibrium Interface Condition in Fe-C Alloys 被引量:2
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作者 RuihengWU XueyuRUAN +1 位作者 HongbingZHANG T.Y.Hsu 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2004年第5期561-566,共6页
By combining the α/γ interface migration and the carbon diffusion at the interface in Fe-C alloys, a mathematical model is constructed to describe the mixed-control mechanism for proeutectoid ferrite formation from ... By combining the α/γ interface migration and the carbon diffusion at the interface in Fe-C alloys, a mathematical model is constructed to describe the mixed-control mechanism for proeutectoid ferrite formation from austenite. In this model, the α/γ interface is treated as non-equilibrium interface, i.e., the carbon concentration of austenite at γ/α interface is obtained through theoretical calculation, instead of that assumed as the local equilibrium concentration. For isothermal precipitation of ferrite in Fe-C alloys, the calculated results show that the rate of interface migration decreases monotonically during the whole process, while the rate of carbon diffusion from γ/α interface into austenite increases to a peak value and then decreases. The process of ferrite growth may be considered as composed of three stages: the period of rapid growth, slow growth and finishing stage. The results also show that the carbon concentration of austenite at γ/α interface could not reach the thermodynamic equilibrium value even at the last stage of ferrite growth. 展开更多
关键词 Proeutectoid ferrite precipitation Non-equilibrium interface Phase transformation kinetics Mixed-control mechanism
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On the finite horizon Nash equilibrium solution in the differential game approach to formation control 被引量:3
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作者 JOND Hossein Barghi NABIYEV Vasif 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第6期1233-1242,共10页
The solvability of the coupled Riccati differential equations appearing in the differential game approach to the formation control problem is vital to the finite horizon Nash equilibrium solution.These equations(if so... The solvability of the coupled Riccati differential equations appearing in the differential game approach to the formation control problem is vital to the finite horizon Nash equilibrium solution.These equations(if solvable)can be solved numerically by using the terminal value and the backward iteration.To investigate the solvability and solution of these equations the formation control problem as the differential game is replaced by a discrete-time dynamic game.The main contributions of this paper are as follows.First,the existence of Nash equilibrium controls for the discretetime formation control problem is shown.Second,a backward iteration approximate solution to the coupled Riccati differential equations in the continuous-time differential game is developed.An illustrative example is given to justify the models and solution. 展开更多
关键词 formation control differential game dynamic game Nash equilibrium coupled Riccati equations.
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基于结构化神经网络的微电网二次调频控制
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作者 李锦泽 何晓敏 +1 位作者 吴锦辉 郭方洪 《电力系统自动化》 北大核心 2026年第4期133-141,共9页
随着微电网系统复杂性与不确定性的日益增加,设计兼具稳定性和输出跟踪能力的二次调频控制方法对系统安全可靠运行至关重要。为此,提出一种基于结构化神经网络的微电网二次调频控制方法。首先,基于物理系统中广泛存在的平衡点独立无源性... 随着微电网系统复杂性与不确定性的日益增加,设计兼具稳定性和输出跟踪能力的二次调频控制方法对系统安全可靠运行至关重要。为此,提出一种基于结构化神经网络的微电网二次调频控制方法。首先,基于物理系统中广泛存在的平衡点独立无源性,将微电网的二次调频控制问题建模为严格单调的比例-积分(PI)控制结构,并将PI参数化为严格凸神经网络(SCNN)的梯度。其次,采用带有可调系数的Softplus-β激活函数构建SCNN,在保证其通用逼近能力的同时,有效适应微电网多变的通信约束。此外,将由SCNN构造的严格凸函数的梯度作为Lyapunov函数,进一步给出了系统端到端的稳定性证明。仿真结果表明,相较于其他可能导致系统不稳定的非结构化神经网络控制方法,所提方法不仅可以保证系统稳定性,而且在暂态和稳态性能上均优于传统控制方法。 展开更多
关键词 微电网 二次调频 不确定性 稳定性 神经网络 比例-积分控制 平衡点 独立无源性
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纳什均衡微分博弈策略的车队优化控制
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作者 李媛婧 赵娜 《机械设计与制造》 北大核心 2026年第1期186-195,200,共11页
为了保证自动驾驶车队控制的高效性和实用性,提出了一种基于近邻纳什均衡微分博弈策略的车队优化控制方法。首先引入非合作微分博弈理论来分析车队中各车辆的决策行为,并利用递归地平线纳什均衡来测量车辆间动态相互作用的关联性,进而... 为了保证自动驾驶车队控制的高效性和实用性,提出了一种基于近邻纳什均衡微分博弈策略的车队优化控制方法。首先引入非合作微分博弈理论来分析车队中各车辆的决策行为,并利用递归地平线纳什均衡来测量车辆间动态相互作用的关联性,进而对控制策略进行排序,从而快速缩小搜索空间。然后,在优化阶段提出了一种基于相对动力学的转换机制,有效放大了稳定且性能良好的控制策略的影响,同时避免了陷入局部最优解。另外,引入了一种结合车队稳定性和控制成本的多目标评价指标,以加强在多样化场景下的搜索效率。最后,通过在多个模拟驾驶场景中比较结果,证明了所提车队控制策略优化方法的有效性和适用性。 展开更多
关键词 纳什均衡 微分博弈 局部最优 多目标评价 车队控制
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Controlling chaos in power system based on finite-time stability theory 被引量:5
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作者 赵辉 马亚军 +2 位作者 刘思佳 高士根 钟丹 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第12期101-108,共8页
Recent investigations show that a power system is a highly nonlinear system and can exhibit chaotic behaviour leading to a voltage collapse, which severely threatens the secure and stable operation of the power system... Recent investigations show that a power system is a highly nonlinear system and can exhibit chaotic behaviour leading to a voltage collapse, which severely threatens the secure and stable operation of the power system. Based on the finite-time stability theory, two control strategies are presented to achieve finite-time chaos control. In addition, the problem of how to stabilize an unstable nonzero equilibrium point in a finite time is solved by coordinate transformation for the first time. Numerical simulations are presented to demonstrate the effectiveness and the robustness of the proposed scheme. The research in this paper may help to maintain the secure operation of power systems. 展开更多
关键词 power system chaos control finite-time stability stabilize unstable nonzero equilibrium point robust controller
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Inclusion Composition Control During LF Refining for SPCC Using FactSage Combined With Industrial Trials 被引量:6
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作者 CHENG Zi-jian GUO Jing CHENG Shu-sen 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2013年第2期14-20,共7页
Steel plate cold common (SPCC) is a Al-killed steel with Ca-treatment. The control of Al2O3 inclusion into low melting point liquid region is beneficial for inclusion removal, cast-ability promotion and defects redu... Steel plate cold common (SPCC) is a Al-killed steel with Ca-treatment. The control of Al2O3 inclusion into low melting point liquid region is beneficial for inclusion removal, cast-ability promotion and defects reduction during rolling. Thus it is essential to understand steel-inclusion equilibrium since inclusion composition is determined by composition of liquid steel directly through steel-inclusion reaction. Thermodynamic calculation software FactSage is performed to understand how to control inclusion composition during ladle furnace (LF) refining, and industrial trials are carried out to verify calculated results. Firstly, target region for controlling CaO-Al2O3-MgO ternary inclusion is analyzed on the basis of the ternary phase diagram and the relationship between activities related to pure solid and activities related to pure liquid was fixed by thermodynamic analysis in order to obtain reliable activities for components of inclusions in the target region by FactSage. In addition, inclusions in steel samples are detected by scanning electron microscopy (SEM) combined with energy dispersive spectroscopy (EDS). It is found that most of Al2O3 inclusions are modified into lower melting point region but a number of them are still located in high melting point region at the end of LF refining after Ca-treatment. Moreover, the composition of liquid steel equilibrating with liquid CaO-Al2O3-MgO inclusion is obtained by steel-inclusion equilibrium calculation when w[Al]s is approximating 0.03% as: a[O] is 1.0×10-6 to 4.0×10-6, w[Ca] is 20×10-6 to 50×10-6 and w[Mg] is 0.1×10-6 to 3.0×10-6. At last, stability diagrams of various calcium aluminates and CaS are established and they show that liquid calcium aluminate inclusions form when w[Ca] is more than 20×10-6, but CaS precipitation is difficult to prevent because sufficiently low w[S] (〈0.003%) is required. 展开更多
关键词 LF refining inclusion control steel-inclusion equilibrium FactSage
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Poloidal Field Control for the HT-7U Super-conducting Tokamak 被引量:1
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作者 罗家融 王华忠 赵皖平 《Plasma Science and Technology》 SCIE EI CAS CSCD 2002年第5期1445-1455,共11页
Controlling the poloidal field (PF) in the HT-7U superconducting tokamak is critical to the realization of the mission of advanced tokamak research. Plasma start-up, plasma position, shape, current control and plasma ... Controlling the poloidal field (PF) in the HT-7U superconducting tokamak is critical to the realization of the mission of advanced tokamak research. Plasma start-up, plasma position, shape, current control and plasma shape reconstruction have been performed as a part of its design process. The PF coils have been designed to produce a wide range of plasmas. Plasma start-up can be achieved for multiple conditions. Fast controlling coils for plasma position inside the vacuum vessel are used for controlling the plasma vertical position on a short timescale. The PF coils control the plasma current and shape on a slower timescale. VXI (VME bus extensions for Instrumentation) Bus system and DSP (Digital Signal Processor is a basic unit of the feedback control system), the response time of which is about (2-4) ms. The basic unit of this system, the shape-controlling algorithms of a few critical points on plasma boundary and real-time equilibrium fitting (RTEFIT) will be described in this paper. 展开更多
关键词 plasma control VXI Bus equilibrium START-UP DSP
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符号网络下具有竞争领导者的包围控制
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作者 路张昕 关永强 +1 位作者 康龙 何永喜 《控制与决策》 北大核心 2026年第1期246-256,共11页
针对符号网络下的离散多智能体系统,基于领导者-跟随者框架,研究具有竞争领导者的包围控制问题.首先,构建一种非合作博弈模型,将两组具有竞争关系的领导者作为参与博弈的两个玩家,每个玩家的目标是调整策略以吸引跟随者,从而尽可能缩小... 针对符号网络下的离散多智能体系统,基于领导者-跟随者框架,研究具有竞争领导者的包围控制问题.首先,构建一种非合作博弈模型,将两组具有竞争关系的领导者作为参与博弈的两个玩家,每个玩家的目标是调整策略以吸引跟随者,从而尽可能缩小跟随者与自身最终状态之间的距离.其次,分析该博弈的相关性质并提出玩家优化自身利益的策略方法,即领导者通过合理选择跟随者并增加正边或负边使得跟随者的最终状态更加靠近自身的最终状态.此外,针对结构平衡网络,揭示玩家收益与两个胞腔内的跟随者及其连接边数目之间的关系.特别地,针对有向树图,从图论角度出发,提出判断玩家策略是否为纳什均衡解的方法.最后,通过数值仿真实例验证所得理论结果的有效性. 展开更多
关键词 离散多智能体系统 符号网络 包围控制 非合作博弈 竞争领导者 纳什均衡
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Seismic structural control using semi-active tuned mass dampers 被引量:4
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作者 杨润林 周锡元 刘锡荟 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2002年第1期111-118,共8页
This paper focuses on how to determine the instantaneous damping of the semi-active tuned mass damper (SATMD) with continuously variable damping.An off-and-towards-equilibrium (OTE) algorithm is employed to examine th... This paper focuses on how to determine the instantaneous damping of the semi-active tuned mass damper (SATMD) with continuously variable damping.An off-and-towards-equilibrium (OTE) algorithm is employed to examine the control performance of the structure/SATMD system by considering the damping as an assumptive control action.The damping modification of the SATMD is carried out according to the proposed OTE algorithm,which is formulated based on analysis of the structural movement under external excitations,and the measured responses of the structure at every time instant. As examples two numerical simulations of a five-storey and a ten-storey shear structures with a SATMD on the roof are conducted.The effectiveness on vibration reduction of MDOF systems subjected to seismic excitations is discussed.Analysis results show that the behavior of the structure with a SATMD is significantly improved and the feasibility of applying the OTE algorithm to the structural control design of SATMD is also verified. 展开更多
关键词 semi-active TMD seismic structural control MDOF off-and-towards-equilibrium algorithm
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A novel methodology for constructing a multi-wing chaotic and hyperchaotic system with a unified step function switching control 被引量:3
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作者 张朝霞 禹思敏 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第5期83-94,共12页
This paper aims at developing a novel method of constructing a class of multi-wing chaotic and hyperchaotic system by introducing a unified step function. In order to overcome the essential difficulties in iteratively... This paper aims at developing a novel method of constructing a class of multi-wing chaotic and hyperchaotic system by introducing a unified step function. In order to overcome the essential difficulties in iteratively adjusting multiple parameters of conventional multi-parameter control, this paper introduces a unified step function controlled by a single parameter for constructing various multi-wing chaotic and hyperchaotic systems. In particular, to the best of the authors' knowledge, this is also the first time to find a non-equilibrium multi-wing hyperchaotic system by means of the unified step function control. According to the heteroclinic loop Shilnikov theorem, some properties for multi-wing attractors and its chaos mechanism are further discussed and analyzed. A circuit for multi-wing systems is designed and implemented for demonstration, which verifies the effectiveness of the proposed approach. 展开更多
关键词 non-equilibrium multi-wing hyperchaotic system single parameter control unified step function circuit implementation
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Time Optimal Control in Time Series Movement
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作者 Ognjen Vukovic 《Journal of Applied Mathematics and Physics》 2015年第9期1122-1125,共4页
The paper analyses time series that exhibit equilibrium states. It analyses the formation of equilibrium and how the system can return to the aforementioned equilibrium. The tool that is used in the aforementioned ana... The paper analyses time series that exhibit equilibrium states. It analyses the formation of equilibrium and how the system can return to the aforementioned equilibrium. The tool that is used in the aforementioned analysis is time optimal control in the phase plane. It is proved that equilibrium state is sustainable if initial state is not too far from the equilibrium as well as control vector is large enough. On the other hand, if initial state is one standard deviation away from equilibrium state, it is proved that equilibrium cannot be reached. It is the same case with control vector. If it is unbounded, time optimal control cannot be applied. The approach that is introduced represents unconventional method of analysing equilibrium in time series. 展开更多
关键词 Time-Series equilibrium State Time Optimal control Analysis control VECTOR FINANCIAL DISRUPTION
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支撑微电网和配电网灵活潮流调节的电流源型多端口互联变流器控制技术
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作者 李树鹏 李振斌 +3 位作者 刘亚丽 梁海深 王坤放 何晋伟 《电源学报》 北大核心 2025年第4期233-241,共9页
为了实现多个微电网之间的功率互济、电压频率支撑和储能电池荷电状态SOC(state-of-charge)的协同控制,提出了一种适用于微网群互联的多端口电流源型互联变流器。通过将微网群的平均SOC引入中央控制器的有功指令控制环路,并在环路中加... 为了实现多个微电网之间的功率互济、电压频率支撑和储能电池荷电状态SOC(state-of-charge)的协同控制,提出了一种适用于微网群互联的多端口电流源型互联变流器。通过将微网群的平均SOC引入中央控制器的有功指令控制环路,并在环路中加入容量权重因子,实现了多种工况下3个微电网储能SOC的动态均衡。此外,考虑到SOC调整过程中可能出现的微电网频率越限情况,提出了一种兼顾微电网频率性能的SOC-频率协同控制策略,在实现微网群SOC均衡的基础上,保证频率运行在规定范围内。仿真结果验证了所提控制策略的正确性和有效性。 展开更多
关键词 电流源型变流器 多端口互联变流器 SOC均衡控制 微电网
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Coordinating control of multiple rigid bodies based on motion primitives 被引量:1
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作者 Fan Wu Zhi-Yong Geng 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第2期482-489,共8页
This paper studies the problem of coordinated motion generation for a group of rigid bodies. Two classes of coordinated motion primitives, relative equilibria and ma- neuvers, are given as building blocks for generati... This paper studies the problem of coordinated motion generation for a group of rigid bodies. Two classes of coordinated motion primitives, relative equilibria and ma- neuvers, are given as building blocks for generating coordi- nated motions. In a motion-primitive based planning frame- work, a control method is proposed for the robust execution of a coordinated motion plan in the presence of perturba- tions. The control method combines the relative equilibria stabilization with maneuver design, and results in a close- loop motion planning framework. The performance of the control method has been illustrated through a numerical sim- ulation. 展开更多
关键词 Coordinating control Motion plan execution Motion primitive. Relative equilibrium. Maneuver
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Mathematical Model and Non-Pharmaceutical Control of the Coronavirus 2019 Disease in Madagascar
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作者 Angelo Raherinirina Fontaine Rafamatanantsoa +1 位作者 Tsilefa Stefana Fandresena Rivo Andry Rakotoarivelo 《Open Journal of Modelling and Simulation》 2021年第3期259-274,共16页
<span style="font-family:Verdana;">For Madagascar, with the uncertainty over vaccines against the novel coronavirus 2019 and its variants, non-pharmaceutical approach is widely used. Our objective is t... <span style="font-family:Verdana;">For Madagascar, with the uncertainty over vaccines against the novel coronavirus 2019 and its variants, non-pharmaceutical approach is widely used. Our objective is to propose a mathematical control model which will serve as a tool to help decision-makers in the strategy to be implemented to better face the pandemic</span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">.</span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;"> By separating asymptomatic cases which are often not reported and symptomatic who are hospitalized after tests;we develop a mathematical model of the propagation of covid-19 in Madagascar, by integrating control strategies. We study the stability of the model by expressing the basic reproduction number using the next-generation matrix. Simulation with different parameters shows the effects of non-pharmaceutical measures on the speed of the disease spread. By integrating a control parameter linked to compliance with barrier measures in the virus propagation equation, we were able to show the impacts of the implementation of social distancing measures on the basic reproduction number. The strict application of social distancing measures and total confinement </span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">is</span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;"> unfavorable for economic situation even if they allow the contamination to be reduced quickly. Without any restrictions, the disease spreads at high speed and the peak is reached fairly quickly. In this condition, hospitals are overwhelmed and the death rate increases rapidly. With 50% respect for non-pharmaceutical strategies such as rapid detection and isolation of positive cases and barrier gestures;the basic reproduction number </span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><i><span style="font-family:Verdana;">R</span></i></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><sub><span style="font-family:Verdana;">0</span></sub></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;"> can go down from 3 to 1.7. The pressures on the economic and social situation are rather viable. It is the most suitable for the Malagasy health system. The results proposed are a way to control the spread of the disease and limit its devastation in a country like Madagascar.</span></span></span> 展开更多
关键词 Covid-19 Madagascar Epidemic Model Non-Pharmaceutical control equilibrium Points Stability Analysis Reproduction Number
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多智能体风险决策理论与方法研究综述 被引量:2
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作者 李鹏 陈少飞 +3 位作者 易楚舒 李顺 兴军亮 陈璟 《计算机学报》 北大核心 2025年第10期2338-2370,共33页
目前,学术界已有众多关于多智能体决策的研究,形成了一系列理论与方法,能够有效表达多个决策主体在合作、竞争等环境下的交互关系并求解得到合理的行为策略,在策略游戏、交通控制等诸多方面取得了成功应用。然而,在现实世界中,智能体在... 目前,学术界已有众多关于多智能体决策的研究,形成了一系列理论与方法,能够有效表达多个决策主体在合作、竞争等环境下的交互关系并求解得到合理的行为策略,在策略游戏、交通控制等诸多方面取得了成功应用。然而,在现实世界中,智能体在决策时可能会面临环境状态变化、自身方法误差等风险因素,使得智能体获得的损益值往往偏离预期值,而且其他智能体策略带来的非平稳性、应对风险的不同态度也会给该智能体带来进一步的决策挑战。因此,许多学者致力于研究多智能体风险决策理论与方法,为多智能体系统面临风险决策时提供合理的策略选择方案。本文针对当前关于多智能体风险决策理论和方法的研究工作进行系统性综述,首先形式化描述环境风险、智能体自身风险、其他智能体风险等三个方面风险来源,然后综述了基于最优控制理论、强化学习理论和博弈均衡理论等多智能体风险决策的理论与方法,最后总结了多智能体风险决策方法在人机协作、自动驾驶、交通控制和智能电网领域中的应用,并展望了多智能体风险决策研究中可能需要重点关注的五个开放性问题。 展开更多
关键词 多智能体 风险决策 最优控制 强化学习 博弈均衡
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