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Nonlinear Dynamics and Stability of Neural Networks with Delay-Time 被引量:14
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作者 L. C. Jiao, member, IEEE, and Zheng Bao, Senior member, IEEECenter for Neural Networks and Institute of Elec. Eng, Xidian University, Xian 710071, China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1992年第2期13-26,共14页
In this paper we study the dynamic properties and stabilities of neural networks with delay-time (which includes the time-varying case) by differential inequalities and Lyapunov function approaches. The criteria of co... In this paper we study the dynamic properties and stabilities of neural networks with delay-time (which includes the time-varying case) by differential inequalities and Lyapunov function approaches. The criteria of connective stability, robust stability, Lyapunov stability, asymptotic atability, exponential stability and Lagrange stability of neural networks with delay-time are established, and the results obtained are very useful for the design, implementation and application of adaptive learning neural networks. 展开更多
关键词 Nonlinear dynamics stability Neural network.
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Study on modeling of vehicle dynamic stability and control technique 被引量:1
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作者 GAO Yun-ting LI Pan-feng 《机电工程》 CAS 2012年第8期932-936,共5页
In order to solve the problem of enhancing the vehicle driving stability and safety,which has been the hot question researched by scientific and engineering in the vehicle industry,the new control method was investiga... In order to solve the problem of enhancing the vehicle driving stability and safety,which has been the hot question researched by scientific and engineering in the vehicle industry,the new control method was investigated.After the analysis of tire moving characteristics and the vehicle stress analysis,the tire model based on the extension pacejka magic formula which combined longitudinal motion and lateral motion was developed and a nonlinear vehicle dynamical stability model with seven freedoms was made.A new model reference adaptive control project which made the slip angle and yaw rate of vehicle body as the output and feedback variable in adjusting the torque of vehicle body to control the vehicle stability was designed.A simulation model was also built in Matlab/Simulink to evaluate this control project.It was made up of many mathematical subsystem models mainly including the tire model module,the yaw moment calculation module,the center of mass parameter calculation module,tire parameter calculation module of multiple and so forth.The severe lane change simulation result shows that this vehicle model and the model reference adaptive control method have an excellent performance. 展开更多
关键词 VEHICLE dynamic stability and CONTROL VEHICLE dynamicS modeling model REFERENCE ADAPTIVE CONTROL
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Finite time stability and stabilization of hybrid dynamic systems
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作者 Guopei Chen Junmin Li Ying Yang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第6期1084-1089,共6页
Finite time stability and stabilization are studied for hy-brid dynamic systems. By combining multiple Lyapunov function and finite time Lyapunov function, a sufficient condition of finite time stability is given for ... Finite time stability and stabilization are studied for hy-brid dynamic systems. By combining multiple Lyapunov function and finite time Lyapunov function, a sufficient condition of finite time stability is given for the system. Compared with the previ-ous works, our results have less conservativeness. Furthermore, based on the state partition of continuous and resetting parts of system, a hybrid feedback controller is constructed, which stabi-lizes the closed-loop systems in finite time. Finally, a numerical example is provided to demonstrate the effectiveness of the pro-posed method. 展开更多
关键词 hybrid dynamic systems multiple Lyapunov function finite time Lyapunov function stability stabilization.
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Exponential Stability of Interval Time-Varying Dynamical System with Multidelay
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作者 Sun Jitao & Zhang Yinping Dept. of Application Mathematics, Tongji University, Shanghai 200092, P.R.China Liu Yongqing & Deng Feiqi Dept. of Automation, South China University of Technology, Guangzhou 510640, P.R.China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2002年第1期8-12,共5页
This paper studies the exponential stability of interval time-varying dynamical system with multidelay. By the matrix measure and delay differential inequality, some sufficient conditions for exponential stability of ... This paper studies the exponential stability of interval time-varying dynamical system with multidelay. By the matrix measure and delay differential inequality, some sufficient conditions for exponential stability of interval time-varying dynamical system with multidelay are established. These conditions are an improvement and extension of the results achieved in earlier papers. Finally, a numerical example is given to demonstrate our result. 展开更多
关键词 dynamicS Matrix algebra System stability Uncertain systems
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Structural Optimization of Machine Gun Based on Dynamic Stability Concept
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作者 李永建 王瑞林 张本军 《Defence Technology(防务技术)》 SCIE EI CAS 2008年第2期91-94,共4页
Improving the firing accuracy is a final goal of structural optimization of machine guns. The main factors which affect the dispersion accuracy of machine gun are analyzed. Based on the concept of dynamic stability, a... Improving the firing accuracy is a final goal of structural optimization of machine guns. The main factors which affect the dispersion accuracy of machine gun are analyzed. Based on the concept of dynamic stability, a structural optimization model is built up, and the sensitivity of dispersion accuracy to design variables is analyzed. The optimization results of a type of machine gun show that the method is valid, feasible, and can be used as a guide to the structural optimization of other automatic weapons. 展开更多
关键词 力学 设计优化 动力稳定性 反应敏感性 开火准确度 机关枪
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具有VCT意识及媒体报道影响的HIV/AIDS感染动力学模型 被引量:1
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作者 苑运强 罗颜涛 胡西尼格尔·吐尔地 《河南师范大学学报(自然科学版)》 CAS 北大核心 2025年第1期43-49,共7页
构建一类具有VCT(voluntary counseling and testing)意识及媒体报道影响的HIV/AIDS感染动力学模型.首先得到模型解的适定性,并给出模型的基本再生数.其次,借助Hurwitz判别法及Lyapunov函数分析模型的阈值动力学,当R_(0)<1时无病平... 构建一类具有VCT(voluntary counseling and testing)意识及媒体报道影响的HIV/AIDS感染动力学模型.首先得到模型解的适定性,并给出模型的基本再生数.其次,借助Hurwitz判别法及Lyapunov函数分析模型的阈值动力学,当R_(0)<1时无病平衡点局部渐近稳定且当R_(0)≤1时全局渐近稳定;当R_(0)>1时,地方病平衡点局部渐近稳定.进一步,结合持续生存理论给出疾病的一致持续性.最后,数值模拟表明随着VCT意识比例的提高,艾滋病患者人数的峰值逐渐降低,而随着信息失效率的增大,艾滋病患者人数的峰值将有所提高. 展开更多
关键词 HIV动力学模型 VCT意识 媒体报道 稳定性
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Centrifuge modeling of dynamic behavior of pile-reinforced slopes during earthquakes 被引量:5
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作者 于玉贞 邓丽军 +1 位作者 孙逊 吕禾 《Journal of Central South University》 SCIE EI CAS 2010年第5期1070-1078,共9页
A series of centrifuge model tests of sandy slopes were conducted to study the dynamic behavior of pile-reinforced slopes subjected to various motions.Time histories of accelerations,bending moments and pile earth pre... A series of centrifuge model tests of sandy slopes were conducted to study the dynamic behavior of pile-reinforced slopes subjected to various motions.Time histories of accelerations,bending moments and pile earth pressures were obtained during excitation of the adjusted El Centro earthquake and a cyclic motion.Under a realistic earthquake,the overall response of the pile-reinforced slope is lower than that of the non-reinforced slope.The histories of bending moments and dynamic earth pressures reach their maximums soon after shaking started and then remain roughly stable until the end of shaking.Maximum moments occur at the height of 3.5 m,which is the deeper section of the pile,indicating the interface between the active loading and passive resistance regions.The dynamic earth pressures above the slope base steadily increase with the increase of height of pile.For the model under cyclic input motion,response amplitudes at different locations in the slope are almost the same,indicating no significant response amplification.Both the bending moment and earth pressure increase gradually over a long period. 展开更多
关键词 EARTHQUAKE SLOPE stabilizing pile dynamic behavior centrifuge modeling earth pressure ACCELERATION bending moment
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A review of dual-spin projectile stability 被引量:3
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作者 James Norris Amer Hameed +1 位作者 John Economou Simon Parker 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2020年第1期1-9,共9页
This paper gives a succinct review of dual-spinprojectile stability and some technologies relating to them.It describes how the traditional stability factors from linear projectile theory are modified to better descri... This paper gives a succinct review of dual-spinprojectile stability and some technologies relating to them.It describes how the traditional stability factors from linear projectile theory are modified to better describe a controlled dual-spin projectile.Finally,it reviews works which have investigated how different aspects of a controlled dual-spin design can affect flight stability,primarily airframe structure and canard properties.A conclusion is given,highlighting important guidelines from the enclosed discussions. 展开更多
关键词 Guided PROJECTILES Dual-spin Gyroscopic dynamic stability CANARds
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Nonlinear observer-controller design for dynamic positioning of ships 被引量:2
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作者 何黎明 田作华 施颂椒 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期359-363,共5页
The main focus is nonlinear model-based dynamic positioning (DP) control system design. A nonlinear uniform global exponential stability (UGES) observer produces noise-free estimates of the position, the slowly varyin... The main focus is nonlinear model-based dynamic positioning (DP) control system design. A nonlinear uniform global exponential stability (UGES) observer produces noise-free estimates of the position, the slowly varying environmental disturbances and the velocity, which are used in a proportional-derivative (PD) + feedforward control law. The stability of this observer-controller system is proved by introducing a specific nonlinear cascaded system. The simulation results have successfully demonstrated the performance of designed DP control system. 展开更多
关键词 dynamic positioning nonlinear observer nonlinear PD + feedforward control stability analysis.
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Progressive failure processes of reinforced slopes based on general particle dynamic method 被引量:4
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作者 赵毅 周小平 钱七虎 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第10期4049-4055,共7页
In order to resolve grid distortions in finite element method(FEM), the meshless numerical method which is called general particle dynamics(GPD) was presented to simulate the large deformation and failure of geomateri... In order to resolve grid distortions in finite element method(FEM), the meshless numerical method which is called general particle dynamics(GPD) was presented to simulate the large deformation and failure of geomaterials. The Mohr-Coulomb strength criterion was implemented into the code to describe the elasto-brittle behaviours of geomaterials while the solid-structure(reinforcing pile) interaction was simulated as an elasto-brittle material. The Weibull statistical approach was applied to describing the heterogeneity of geomaterials. As an application of general particle dynamics to slopes, the interaction between the slopes and the reinforcing pile was modelled. The contact between the geomaterials and the reinforcing pile was modelled by using the coupling condition associated with a Lennard-Jones repulsive force. The safety factor, corresponding to the minimum shear strength reduction factor "R", was obtained, and the slip surface of the slope was determined. The numerical results are in good agreement with those obtained from limit equilibrium method and finite element method. It indicates that the proposed geomaterial-structure interaction algorithm works well in the GPD framework. 展开更多
关键词 general particle dynamic algorithm(GPD) slope stability progressive failure process geomaterial-structure interaction
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Dynamic limit equilibrium analysis of sliding block for rock slope based on nonlinear FEM 被引量:2
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作者 刘相儒 何柱 +2 位作者 冷旷代 黄跃群 杨强 《Journal of Central South University》 SCIE EI CAS 2013年第8期2263-2274,共12页
Traditional rigid body limit equilibrium method (RBLEM) was adopted for the stability evaluation and analysis of rock slope under earthquake scenario. It is not able to provide the real stress distribution of the st... Traditional rigid body limit equilibrium method (RBLEM) was adopted for the stability evaluation and analysis of rock slope under earthquake scenario. It is not able to provide the real stress distribution of the structure, while the strength reduction method relies on the arbitrary decision on the failure criteria. The dynamic limit equilibrium solution was proposed for the stability analysis of sliding block based on 3-D multi-grid method, by incorporating implicit stepping integration FEM. There are two independent meshes created in the analysis: One original 3-D FEM mesh is for the simulation of target structure and provides the stress time-history, while the other surface grid is for the simulation of sliding surface and could be selected and designed freely. As long as the stress time-history of the geotechnical structure under earthquake scenario is obtained based on 3-D nonlinear dynamic FEM analysis, the time-history of the force on sliding surface could be derived by projecting the stress time-history from 3-D FEM mesh to surface grid. After that, the safety factor time-history of the sliding block will be determined through applying limit equilibrium method. With those information in place, the structure's aseismatic stability ean be further studied. The above theory and method were also applied to the aseismatic stability analysis of Dagangshan arch dam's right bank high slope and compared with the the result generated by Quasi-static method. The comparative analysis reveals that the method not only raises the FEM's capability in accurate simulation of complicated geologic structure, but also increases the flexibility and comprehensiveness of limit equilibrium method. This method is reliable and recommended for further application in other real geotechnical engineering. 展开更多
关键词 dynamic stability sliding block limit equilibrium analysis multi-grid nonlinear FEM
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Stability of motion state and bifurcation properties of planetary gear train 被引量:2
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作者 李同杰 朱如鹏 +1 位作者 鲍和云 项昌乐 《Journal of Central South University》 SCIE EI CAS 2012年第6期1543-1547,共5页
A nonlinear lateral-torsional coupled vibration model of a planetary gear system was established by taking transmission errors,time varying meshing stiffness and multiple gear backlashes into account.The bifurcation d... A nonlinear lateral-torsional coupled vibration model of a planetary gear system was established by taking transmission errors,time varying meshing stiffness and multiple gear backlashes into account.The bifurcation diagram of the system's motion state with rotational speed of sun gear was conducted through four steps.As a bifurcation parameter,the effect of rotational speed on the bifurcation properties of the system was assessed.The study results reveal that periodic motion is the main motion state of planetary gear train in low speed region when ns<2 350 r/min,but chaos motion state is dominant in high speed region when ns>2 350 r/min,The way of periodic motion to chaos is doubling bifurcation.There are two kinds of unstable modes and nine unstable regions in the speed region when 1 000 r/min<ns<3 000 r/min. 展开更多
关键词 planetary gear train nonlinear dynamical model stability of motion state bifurcation properties
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Robust Feedback Controller for Exponential Stability of Nonlinear Systems with Mismatched Uncertainties
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作者 Yu Kai, Zhao Chang’an & Li ShiyongDepartment of Control Science and Technology, Harbin Institute of Technology, Harbin 150001, P. R. China(Received June 28, 2001) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2002年第2期92-97,共6页
The robust stabilization of nonlinear systems with mismatched uncertainties is investigated. Based on the stability of the nominal system, a new approach to synthesizing a class of continuous state feedback controller... The robust stabilization of nonlinear systems with mismatched uncertainties is investigated. Based on the stability of the nominal system, a new approach to synthesizing a class of continuous state feedback controllers for uncertain nonlinear dynamical systems is proposed. By such feedback controllers, the exponential stability of uncertain nonlinear dynamical systems can be guaranteed. The approach can give a clear insight to system analysis. An illustrative example is given to demonstrate the utilization of the approach developed. Simulation results show that the method presented is practical and effective. 展开更多
关键词 Exponential stability Nonlinear dynamical systems UNCERTAINTY State feedback controller.
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地表动态沉陷对废弃露天矿坑建设抽水蓄能电站的影响评价 被引量:1
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作者 李杨 雷兴海 +9 位作者 王楠 任玉琦 金向阳 王可 蒋逵超 葛鹏 夏雪 李铁峥 石孝明 王玉亮 《煤炭科学技术》 北大核心 2025年第4期56-69,共14页
地表动态沉陷是废弃矿山建设抽水蓄能电站亟待解决的关键科学问题之一。为探究地表动态沉陷对废弃露天矿坑抽水蓄能电站建设和运行期间稳定性的影响,以废弃海州露天矿为研究背景,揭示了露井联合开采地表沉陷机理和特征,建立了基于Knoth... 地表动态沉陷是废弃矿山建设抽水蓄能电站亟待解决的关键科学问题之一。为探究地表动态沉陷对废弃露天矿坑抽水蓄能电站建设和运行期间稳定性的影响,以废弃海州露天矿为研究背景,揭示了露井联合开采地表沉陷机理和特征,建立了基于Knothe时间函数的地表动态沉陷预测模型;对海州露天矿区岩土体蠕变参数进行反演和敏感性分析,研究了露井联合开采不同时期地表沉陷规律;分析了2020—2120年抽水蓄能电站所在剖面沉陷灾害分布,最后对抽水蓄能电站建设和运营期间的稳定性进行了评价。研究结果表明:地表沉陷受煤层倾角、煤层埋深、开采厚度、边坡角度和采空区空间分布等因素影响,最大沉陷值、影响范围和持续时间均大于单一的井工开采方式;综合考虑井工和露天开采相互影响的修正Knothe时间函数模型能更准确地预测地表动态沉陷;基于CVISC蠕变模型建立的露井联合开采三维数值计算模型,具有较好的适用性和准确性;上水库和抽水管路距影响区域的最小距离分别为254.9、15.1 m,半地面厂房位于采空区的影响范围内;注浆充填治理采空区能有效控制地表动态沉陷(平均减小85%沉陷值),废弃海州露天矿坑建设抽水蓄能电站具有可行性。研究成果对于废弃露天矿区的地表动态沉陷可持续预测、地质灾害防治和剩余资源开发具有重要意义。 展开更多
关键词 露井联合开采 废弃露天矿坑 抽水蓄能电站 地表动态沉陷 稳定性评价
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结构变形对高超声速可变形减速器的动态稳定性影响分析
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作者 时晓天 张桂茹 +2 位作者 吕蒙 赵渊 高军 《航天返回与遥感》 北大核心 2025年第1期11-20,共10页
文章针对高超声速可变形减速器的飞行稳定性预测及回收着陆需求,研究表面结构变形对减速器气动特性的影响效应,重点分析了高度10~50 km、Ma=0.15~4.6关键速域内的静、动态气动特性变化。文章采用求解雷诺平均Navier-Stokes方程(Reynolds... 文章针对高超声速可变形减速器的飞行稳定性预测及回收着陆需求,研究表面结构变形对减速器气动特性的影响效应,重点分析了高度10~50 km、Ma=0.15~4.6关键速域内的静、动态气动特性变化。文章采用求解雷诺平均Navier-Stokes方程(Reynolds average Navier-Stokes,RANS)的数值模拟方法,获得了有无表面结构变形减速器的流场和气动参数。定常计算结果表明:变形效应导致飞行器迎风面存在局部的小尺度流动分离,变形后外形的气动阻力增加。结合刚性动网格技术的俯仰强迫振动,计算结果表明:减速器的动态稳定性受到迎风面高压及背风面分离涡结构的共同作用,迎风面的高气动压力载荷占主导作用,使得减速器的动态稳定性增强;背风面的涡结构导致动态稳定性减弱;轴对称分布的表面结构变形整体上增强了减速器的动态稳定性。 展开更多
关键词 回收着陆 高超声速可变形减速器 结构变形 动态稳定性 强迫振动 动导数
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基于无人机和数字孪生的边坡施工安全动态评估与反馈方法
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作者 陈超 阿迪力•如苏力 +3 位作者 李晓军 芮易 吕艳云 路林海 《测绘通报》 北大核心 2025年第5期131-137,共7页
无人机(UAV)技术与数字孪生技术在工程应用的不断拓展,为提升工程监测与管理水平提供了新的契机。针对高边坡工程中的不利工况对工程安全和周边环境构成严重威胁,本文提出了一种基于无人机和数字孪生技术的边坡施工安全动态评估与反馈方... 无人机(UAV)技术与数字孪生技术在工程应用的不断拓展,为提升工程监测与管理水平提供了新的契机。针对高边坡工程中的不利工况对工程安全和周边环境构成严重威胁,本文提出了一种基于无人机和数字孪生技术的边坡施工安全动态评估与反馈方法,以提高边坡工程的安全性和效率。首先,通过工程现场测试给出无人机采集边坡工程虚拟多目数字图像的方法与步骤,采集边坡图像数据,并基于SFM-MVS算法构建边坡工程的三维数字模型;其次,通过基于体素的空间几何分析算法,动态计算边坡开挖宽度和深度;然后,采用点云切片细分模型,通过考虑空间延展的边坡露头结构面产状识别算法获取结构面几何参数;最后,将这些数据映射到数字模型,建立与实际边坡对应的数字孪生模型,通过持续的数据采集、分析和模拟,对施工活动引起的边坡稳定性变化进行即时评估和反馈。结果表明,该方法可增强边坡稳定性分析的及时性与准确性,为边坡工程提供新的预防与应对机制。 展开更多
关键词 边坡工程 无人机 数字孪生 稳定性分析 动态更新
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认知车联网中评估频谱稳定性的动态频谱接入算法
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作者 马彬 杨祖敏 谢显中 《电子与信息学报》 北大核心 2025年第5期1474-1485,共12页
在带频谱认知的车联网中,由于车辆终端的高动态移动性和无线电环境的复杂性,使频谱的稳定性难以评估。该文提出一种评估频谱稳定性的动态频谱接入算法。首先,基于信噪比、接收信号强度和带宽参数,利用长短期记忆神经网络预测出参数在未... 在带频谱认知的车联网中,由于车辆终端的高动态移动性和无线电环境的复杂性,使频谱的稳定性难以评估。该文提出一种评估频谱稳定性的动态频谱接入算法。首先,基于信噪比、接收信号强度和带宽参数,利用长短期记忆神经网络预测出参数在未来1个周期内多时刻的值,并计算各参数1个周期的变化率,将结果作为频谱稳定性的评估指标。其次,利用K-Means算法对变化率向量进行聚类,构建稳定性评估模型。再次,根据稳定性评估结果重构了状态空间和奖励函数,提出一种基于强化学习的动态频谱接入算法。最后,实验结果表明,所提算法能够满足不同车辆终端业务的稳定性需求,提高频谱资源的利用率,同时降低频谱接入过程中的碰撞概率。 展开更多
关键词 认知车联网 动态频谱接入 稳定性评估 强化学习
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基于动态事件触发的水下机器人一致控制策略
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作者 陈宗刚 韩松 《计算机工程与设计》 北大核心 2025年第8期2434-2440,F0003,共8页
针对机器人编队系统网络化控制中的控制资源约束和稳定性矛盾问题,设计了外部辅助动态,解决了参数选择空间限制,设计了基于外部辅助动态信号的滑膜事件触发控制器,解决了机器人编队中领导者和跟随者系统的最终一致稳定性问题;分析了事... 针对机器人编队系统网络化控制中的控制资源约束和稳定性矛盾问题,设计了外部辅助动态,解决了参数选择空间限制,设计了基于外部辅助动态信号的滑膜事件触发控制器,解决了机器人编队中领导者和跟随者系统的最终一致稳定性问题;分析了事件触发条件对采样行为的影响,验证了闭环系统中不会发生芝诺问题;实验仿真针对理论结论进行了验证,说明了理论结论的可行性和有效性。 展开更多
关键词 编队控制 事件触发控制 芝诺行为 辅助动态 稳定性 模型 动态
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斜风下三塔斜拉桥抗风稳定性研究
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作者 张新军 冷宇涵 李寒妍 《浙江工业大学学报》 北大核心 2025年第2期229-236,共8页
采用斜风下大跨度桥梁三维空气静力和动力稳定性分析程序,以主跨1400 m的三塔斜拉桥设计方案为研究对象,分析其动力特性和斜风下的结构稳定性(包括空气静力和动力稳定性),揭示斜风下三塔斜拉桥空气静力和动力失稳的特点及其主要影响因... 采用斜风下大跨度桥梁三维空气静力和动力稳定性分析程序,以主跨1400 m的三塔斜拉桥设计方案为研究对象,分析其动力特性和斜风下的结构稳定性(包括空气静力和动力稳定性),揭示斜风下三塔斜拉桥空气静力和动力失稳的特点及其主要影响因素。研究结果表明:三塔斜拉桥结构柔性显著,竖向刚度和横向刚度均很小,对横桥向风作用敏感;三塔斜拉桥呈现出竖向弯曲和扭转耦合的空气静力失稳形态,斜风分解法会高估三塔斜拉桥的空气静力稳定性,斜风效应对三塔斜拉桥的空气静力稳定性的影响随着风偏角的增大逐渐增大,故对三塔斜拉桥的空气静力稳定性的准确评估必须采用斜风下大跨度桥梁三维空气静力分析方法;斜风分解法会高估或低估三塔斜拉桥的空气动力稳定性,斜风效应和静风效应均会降低三塔斜拉桥的空气动力稳定性,而斜风和静风效应的综合作用将进一步降低三塔斜拉桥的空气动力稳定性。因此,分析三塔斜拉桥空气动力稳定性时必须考虑斜风和静风效应的综合影响。 展开更多
关键词 斜风 三塔斜拉桥 动力特性 空气静力稳定性 空气动力稳定性
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基于MRSE-CNN的电力系统多任务暂态稳定自适应评估
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作者 吴俊勇 史法顺 +2 位作者 李栌苏 赵鹏杰 张若愚 《电力自动化设备》 北大核心 2025年第2期167-175,共9页
为解决暂态功角与暂态电压一体化评估中可靠性不足、在线更新耗时过长的问题,提出多任务暂态稳定自适应评估方法。利用变步长二分法从时间维度上构建暂态功角与暂态电压的稳定边界;提出一种融合多尺度残差挤压激励机制的多任务卷积神经... 为解决暂态功角与暂态电压一体化评估中可靠性不足、在线更新耗时过长的问题,提出多任务暂态稳定自适应评估方法。利用变步长二分法从时间维度上构建暂态功角与暂态电压的稳定边界;提出一种融合多尺度残差挤压激励机制的多任务卷积神经网络,该网络直接面向量测数据,仅需3个采样点即可完成输入特征与稳定边界的映射,在保证快速性的基础上实现了高精度的边界拟合;通过引入自适应动态权重的Huber损失函数进一步增强模型在实际应用中的可靠性;在线应用时,通过迁移学习实现模型在负荷、拓扑、新能源3个维度下的自适应更新。在改进的IEEE 39节点系统中的验证结果表明,所提方法不仅兼顾快速性、准确性与可靠性,而且在未知场景下具备快速更新的能力。 展开更多
关键词 暂态稳定评估 暂态功角稳定 暂态电压稳定 极限切除时间 自适应动态权重 迁移学习
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