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Stability analysis for adaptive control using dynamic linearization
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作者 王玲 洪炳熔 韩志刚 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2000年第2期95-97,共3页
Discusses the stability of adaptive control using dynamic linearization and gives the sufficient condition for the stability of the closed loop system under the action of the adaptive control by using the small gain t... Discusses the stability of adaptive control using dynamic linearization and gives the sufficient condition for the stability of the closed loop system under the action of the adaptive control by using the small gain theory. 展开更多
关键词 dynamic linearization INPUT OUTPUT stability OPERATOR
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Linearization and analytic solution of fluid dynamics of cell two-phase flow
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作者 范天佑 范蕾 唐志毅 《Journal of Beijing Institute of Technology》 EI CAS 2011年第1期1-3,共3页
Linearized equations of fluid dynamics of cell two phase flow for one dimensional case are proposed. Based on the equations, an analytic solution is derived, in which the frequency of wave is observed. The frequency f... Linearized equations of fluid dynamics of cell two phase flow for one dimensional case are proposed. Based on the equations, an analytic solution is derived, in which the frequency of wave is observed. The frequency formula consists of all important parameters of the fluid dynamics. In our observation, the group velocity and phase velocity of the motion of wave propagation are explicitly exhibited as well. 展开更多
关键词 ell two phase flow fluid dynamics linearization analytic solution
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Dynamic inverse control of feedback linearization in ballistic correction based on nose cone swinging
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作者 秦华伟 王华 《Journal of Central South University》 SCIE EI CAS 2013年第9期2447-2453,共7页
It is a complicated nonlinear controlling problem to conduct a two-dimensional trajectory correction of rockets.By establishing the aerodynamic correction force mathematical model of rockets on nose cone swinging,the ... It is a complicated nonlinear controlling problem to conduct a two-dimensional trajectory correction of rockets.By establishing the aerodynamic correction force mathematical model of rockets on nose cone swinging,the linear control is realized by the dynamic inverse nonlinear controlling theory and the three-time-scale separation method.The control ability and the simulation results are also tested and verified.The results show that the output responses of system track the expected curve well and the error is controlled in a given margin.The maximum correction is about±314 m in the lengthwise direction and±1 212 m in the crosswise direction from the moment of 5 s to the drop-point time when the angle of fire is 55°.Thus,based on the dynamic inverse control of feedback linearization,the trajectory correction capability of nose cone swinging can satisfy the requirements of two-dimensional ballistic correction,and the validity and effectiveness of the method are proved. 展开更多
关键词 nose cone swinging two-dimensional ballistic correction feedback linearization dynamic inverse control three-time-scale separation method
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Advancements in incremental nonlinear dynamic inversion and its components:A survey on INDI-PartⅡ 被引量:1
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作者 Agnes STEINERT Stefan RAAB +2 位作者 Simon HAFNER Florian HOLZAPFEL Haichao HONG 《Chinese Journal of Aeronautics》 2025年第11期286-314,共29页
Incremental Nonlinear Dynamic Inversion(INDI)is a control approach that has gained popularity in flight control over the past decade.Besides the INDI law,several common additional components complement an INDI-based c... Incremental Nonlinear Dynamic Inversion(INDI)is a control approach that has gained popularity in flight control over the past decade.Besides the INDI law,several common additional components complement an INDI-based controller.This paper,the second part of a two-part series of surveys on INDI,aims to summarize the modern trends in INDI and its related components.Besides a comprehensive components specification,it addresses their most common challenges,compares different variants,and discusses proposed advances.Further important aspects of INDI are gain design,stability,and robustness.This paper also provides an overview of research conducted concerning these aspects.This paper is written in a tutorial style to familiarize researchers with the essential specifics and pitfalls of INDI and its components.At the same time,it can also serve as a reference for readers already familiar with INDI. 展开更多
关键词 Flight control Feedback linearization dynamic inversion Incremental Nonlinear dynamic Inversion(INDI) Reference model Control allocation Stability and robustness
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A approach for the identification and localization of dynamic loads in time-varying systems
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作者 Yixiao Li Fang Zhang Jinhui Jiang 《Acta Mechanica Sinica》 2025年第9期216-230,共15页
This paper establishes a method for identifying and locating dynamic loads in time-varying systems.The proposed method linearizes time-varying parameters within small time units and uses the Wilson-θ inverse analysis... This paper establishes a method for identifying and locating dynamic loads in time-varying systems.The proposed method linearizes time-varying parameters within small time units and uses the Wilson-θ inverse analysis method to solve modal loads of each order at each time step.It then uses an exhaustive method to determine the load position.Finally,it calculates the time history of the load.Simulation examples demonstrate how the number of measuring points and step size affect load identi-fication accuracy,verifying that this algorithm achieves good identification accuracy for loads under resonance conditions.Additionally,it explores how noise affects load position and recognition accuracy,while providing a solution.Simulation examples and experimental results demonstrate that the proposed method can identify both the time history and position of loads simultaneously with high identification accuracy. 展开更多
关键词 Time-varying system dynamic load identification dynamic load localization Short-time linearization Wilson-θinverse analysis method
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A novel method for calculating the dynamic reserves of tight gas wells considering stress sensitivity
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作者 Chang-Hao Chen Jing Luo +7 位作者 Jian Cao Jing Liang Xu-cheng Li Ting-kuan Cao Ya-hui Xu Lin-Feng Cai Peng Yu Tan-Yin Zhu 《Earth Energy Science》 2025年第1期1-8,共8页
The precision of dynamic reserve calculations in gas reservoirs is crucial for the rational and efficient development of oil and gas fields and the formulation of gas well production plans.The Shaximiao gas reservoir ... The precision of dynamic reserve calculations in gas reservoirs is crucial for the rational and efficient development of oil and gas fields and the formulation of gas well production plans.The Shaximiao gas reservoir in the ZT block of northwestern Sichuan is densely packed and highly heterogeneous,featuring complex gas-water distribution,substantial variations in test production among gas wells,and a rapid decline rate.To precisely determine the dynamic reserves of these tight water-bearing gas wells,this study focuses on the water-tight gas reservoirs in the ZT block of northwestern Sichuan,conducting core X-ray diffraction,constant-rate mercury injection,and reservoir rock stress sensitivity experiments.Utilizing the experimental findings,the porosity and permeability of the rock samples under effective stress conditions are adjusted via binary linear regression.These adjusted parameters are then incorporated into the water-sealed gas material balance method,thereby establishing a novel approach for calculating dynamic reserves in water-tight gas reservoirs under stress sensitivity conditions.The results show that:(1)the rock porosity ranges from 6.08%to 10.22%,permeability ranges from 0.035 mD to 0.547 mD,clay mineral content ranges from 6.58%to 19.14%,pore radius distribution ranges from 90μm to 180μm,throat radius distribution ranges from 0.61μm to 3.41μm,with significant differences in throat distribution,indicating poor reservoir fluid flow capacity and strong tightness;(2)after aging experiments,rock samples exhibit plastic deformation,with porosity and permeability unable to fully recover after pressure relief.The stress sensitivity curve of rock samples shows a two-stage characteristic,with moderate to strong stress sensitivity;(3)porosity stress sensitivity is mainly influenced by pore radius and mineral composition-larger pore radius and higher clay content lead to stronger stress sensitivity,with porosity loss rates ranging from 8.26%to 23.69%.Permeability stress sensitivity is mainly influenced by throat radius and mineral composition-smaller throat radius and higher clay content result in stronger stress sensitivity,with permeability loss rates ranging from 47.91%to 62.03%;(4)a comparative analysis between the traditional dynamic reserve calculation method for gas wells and the new method considering stress sensitivity shows a relative error between 0.90%and 2.41%,with the new method demonstrating better accuracy.This study combines physical experimental results with an effective stress model of reservoir rocks to develop a new method for calculating dynamic reserves of water-bearing tight gas reservoirs under effective stress conditions,providing experimental data and example calculation results to support subsequent dynamic evaluation of gas reservoirs and the establishment of rational well allocation plans. 展开更多
关键词 dynamic gas reserves Stress sensitivity Binary linear regression Tight gas reservoir Effective stress
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Models and methods for dynamic response of 3D flexible and rigid pavements to moving loads:A review by representative examples
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作者 Edmond V.Muho Niki D.Beskou Jiang Qian 《Journal of Road Engineering》 2025年第1期65-91,共27页
This work reviews models and methods for determining the dynamic response of pavements to moving vehicle loads in the framework of continuum-based three dimensional models and linear theories.This review emphasizes th... This work reviews models and methods for determining the dynamic response of pavements to moving vehicle loads in the framework of continuum-based three dimensional models and linear theories.This review emphasizes the most representative models and methods of analysis in the existing literature and illustrates all of them by numerical examples.Thus,13 such examples are presented here in some detail.Both flexible and rigid(concrete)pavement models involving simple and elaborate cases with respect to geometry and material behavior are considered.Thus,homogeneous or layered half-spaces with isotropic or cross-anisotropic and elastic,viscoelastic or poroelastic properties are considered.The vehicles are modeled as simple point or distributed loads or discrete spring-mass-dashpot system moving with constant or variable velocity.The dynamic response of the above pavement-vehicle systems is obtained by analytical/numerical or purely numerical methods of solution.Analytical/numerical methods have mainly to do with Fourier transforms or complex Fourier series with respect to both space and time.Purely numerical methods involve the finite element method(FEM)and the boundary element method(BEM)working in time or frequency domain.Critical discussions on the advantages and disadvantages of the various pavement-vehicle models and their methods of analysis are provided and the effects of the main parameters on the pavement response are determined through parametric studies and presented in the examples.Finally,conclusions are provided and suggestions for future research are made. 展开更多
关键词 Flexible pavements Rigid(concrete)pavements Moving vehicle loads Three dimensional models LINEARITY dynamic response
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From fundamentals to applications of incremental nonlinear dynamic inversion:A survey on INDI-PartⅠ
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作者 Agnes STEINERT Stefan RAAB +2 位作者 Simon HAFNER Florian HOLZAPFEL Haichao HONG 《Chinese Journal of Aeronautics》 2025年第11期258-285,共28页
This paper,the first-part of a two part series of surveys on Incremental Nonlinear Dynamic Inversion(INDI),provides an overview of the evolution and developments in INDI.Written in a tutorial style,it presents differe... This paper,the first-part of a two part series of surveys on Incremental Nonlinear Dynamic Inversion(INDI),provides an overview of the evolution and developments in INDI.Written in a tutorial style,it presents different basic INDI variants and their specifics,such as modelbased INDI,sensor-based INDI,and hybrid INDI.Furthermore,it sets these different approaches in context with each other.Later developments of INDI explicitly consider actuator dynamics.Those concepts are summarized and discussed in detail.Subsequently,studies that relate INDI to other control methods are summarized.Finally,an overview of various applications of INDI is given,covering different types of control loops and various types of vehicles and plants.This paper seeks to set these developments into context with each other.The purpose of this paper is twofold.INDI is already well-known in the domain of flight control but less so in other fields.Therefore,the paper is written in a comprehensive tutorial style to provide easy access to readers unfamiliar with the topic.On the other hand,the paper can serve as a reference for readers familiar with the topic. 展开更多
关键词 Feedback linearization Nonlinear control systems Incremental Nonlinear dynamic Inversion(INDI) Unmanned Aerial Vehicles(UAVs) Aerospace systems State estimation
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COM trajectory planning and disturbance-resistant control of a bipedal robot based on CP-ZMP-COM dynamics
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作者 Chunbiao GAN Zijing LI +1 位作者 Yimin GE Mengyue LU 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 2025年第5期492-498,共7页
1Introduction To date,in model-based gait-planning methods,the dynamics of the center of mass(COM)of bipedal robots have been analyzed by establishing their linear inverted pendulum model(LIPM)or extended forms(Owaki ... 1Introduction To date,in model-based gait-planning methods,the dynamics of the center of mass(COM)of bipedal robots have been analyzed by establishing their linear inverted pendulum model(LIPM)or extended forms(Owaki et al.,2010;Englsberger et al.,2015;Xie et al.,2020).With regard to model-based gait-generation methods for uphill and downhill terrain,Kuo(2007)simulated human gait using an inverted pendulum,which provided a circular trajectory for the COM rather than a horizontal trajectory.He found that a horizontal COM trajectory consumed more muscle energy.Massah et al.(2012)utilized a 3D LIPM and the concept of zero moment point(ZMP).They developed a trajectory planner using the semi-elliptical motion equations of an NAO humanoid robot and simulated walking on various sloped terrains using the Webots platform. 展开更多
关键词 com trajectory planning inverted pendulumwhich disturbance resistant control linear inverted pendulum model lipm extended forms owaki bipedal robots human gait dynamics center
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基于DLS和GA的作战任务-平台资源匹配方法 被引量:33
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作者 张杰勇 姚佩阳 +1 位作者 周翔翔 王欣 《系统工程与电子技术》 EI CSCD 北大核心 2012年第5期947-954,共8页
作战任务和平台资源的合理匹配是战役作战准备阶段的主要内容。考虑平台资源能力在作战过程中的损耗,在问题建模的过程中引入了资源能力的损耗系数,使得所建模型更加符合实际作战。提出了基于动态列表调度(dynamic list scheduling,DLS... 作战任务和平台资源的合理匹配是战役作战准备阶段的主要内容。考虑平台资源能力在作战过程中的损耗,在问题建模的过程中引入了资源能力的损耗系数,使得所建模型更加符合实际作战。提出了基于动态列表调度(dynamic list scheduling,DLS)和遗传算法(genetic algorithm,GA)的模型求解方法,使用DLS选择处理的任务,使用GA为选定任务分配平台资源,给出了该方法具体的设计思路和流程。最后结合联合作战的战役算例,验证了所提方法的优越性和适用性。 展开更多
关键词 运筹学 任务-平台匹配 损耗系数 动态列表调度 遗传算法
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Equilibrium Control Theory and Direct Method of Feedback Linearization for Nonlinear Time Varying Systems 被引量:1
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作者 王庆林 陈悦 《Journal of Beijing Institute of Technology》 EI CAS 1999年第3期306-311,共6页
Aim To present a simple and effective method for the design of nonlinear and time varying control system. Methods A new concept of dynamic equilibrium of a system and its stability were presented first. It was poin... Aim To present a simple and effective method for the design of nonlinear and time varying control system. Methods A new concept of dynamic equilibrium of a system and its stability were presented first. It was pointed out that what is controlled directly by the input of a control system is the system's dynamic equilibrium rather than the states. Based on it, a new feedback linearization method for nonlinear system based on the Lyapunov direct method was given. Simulation studies were also carried out. Results The example and simulation show that by use of the method, the controller design becomes very simple and the control effect is quite satisfying. Conclusion The new method unifies the stabilizing problem(regulating problem) with the tracking problem. It is a very simple and effective method for the design of nonlinear and time varying control system. 展开更多
关键词 dynamic equilibrium feedback linearization nonlinear system time varying system stability
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一种基于DLS和ACO的平台资源规划方法 被引量:5
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作者 周翔翔 姚佩阳 +1 位作者 张杰勇 王欣 《计算机科学》 CSCD 北大核心 2012年第6期98-103,共6页
平台资源规划方法是作战任务规划的重要组成部分,为作战提供资源分配方案。描述了作战任务、平台以及它们之间的关系,建立了以最小化全部任务完成的截止时间和最大化平台资源的利用率为目标的数学模型。设计了用于求解此模型的动态列表... 平台资源规划方法是作战任务规划的重要组成部分,为作战提供资源分配方案。描述了作战任务、平台以及它们之间的关系,建立了以最小化全部任务完成的截止时间和最大化平台资源的利用率为目标的数学模型。设计了用于求解此模型的动态列表规划(Dynamic List Scheduling,DLS)与蚁群算法(Ant Colony Optimization Algorithm,ACO)相结合的算法,其描述了任务选择方法、ACO的二进制编码方案及候选解构造策略,设计了不可行候选解的修正策略和信息素更新方法,构造了包含任务选择平台的时间优先系数、平台功能能力优先系数和后续任务对平台需求程度3个因素的适应度函数。针对作战想定进行了仿真计算,结果表明,基于DLS和ACO的平台资源规划具有良好的规划效果,相比于他人算法,其具有更少的全部任务完成截止时间和更高的平台资源利用率。 展开更多
关键词 平台资源规划 动态列表规划 蚁群算法 任务优先权系数 修正策略
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基于DLM的桥梁结构承载力的贝叶斯预测 被引量:13
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作者 樊学平 吕大刚 《哈尔滨工业大学学报》 EI CAS CSCD 北大核心 2012年第12期13-17,共5页
为结合检测信息和承载力的先验模型来对桥梁结构性能进行预测,认为结构性能随时间变化的动态测量为一个时间序列,然后引入了动态线性模型(DLM)对结构性能进行预测.考虑到桥梁结构性能的时变特性,运用贝叶斯动态模型建立了退化抗力的状... 为结合检测信息和承载力的先验模型来对桥梁结构性能进行预测,认为结构性能随时间变化的动态测量为一个时间序列,然后引入了动态线性模型(DLM)对结构性能进行预测.考虑到桥梁结构性能的时变特性,运用贝叶斯动态模型建立了退化抗力的状态方程和观测方程,并通过贝叶斯因子来对检测信息进行监控,然后结合参数的先验信息,对退化抗力的状态参数进行贝叶斯后验概率推断,建立了一个动态线性模型来对结构抗力短期的变化趋势进行预测.为了结构性能线性模型的贝叶斯动态修正,确定了一步向前预测分布和滤波分布.基于检测信息,考虑到变量估计主观认识的不确定性,引入折扣因子来确定状态误差方差矩阵.最后,通过算例论证了本文方法的适用性. 展开更多
关键词 贝叶斯方法 动态线性模型 结构抗力 结构可靠性 贝叶斯预测
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聚DL-缬氨酸修饰电极的制备及多巴胺的测定 被引量:2
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作者 马心英 赵艳霞 +2 位作者 李军 李洪坤 张国荣 《化学传感器》 CAS 2004年第3期30-34,共5页
研究了聚DL-缬氨酸修饰玻碳电极的制备及其多巴胺在该电极上的伏安特性,建立了线性扫描溶出伏安法测定多巴胺的电化学分析新方法。在pH=4.0的磷酸盐缓冲溶液中,用该电极测定多巴胺的线性范围为:5.0×10^(-7)~8.0×10^(-5)mol/L... 研究了聚DL-缬氨酸修饰玻碳电极的制备及其多巴胺在该电极上的伏安特性,建立了线性扫描溶出伏安法测定多巴胺的电化学分析新方法。在pH=4.0的磷酸盐缓冲溶液中,用该电极测定多巴胺的线性范围为:5.0×10^(-7)~8.0×10^(-5)mol/L,检测下限为5.0×10^(-8) mol/L,已用于药剂中多巴胺的测定。 展开更多
关键词 多巴胺 dl 测定 制备 缬氨酸 线性扫描 修饰电极 溶出伏安法 电化学分析 玻碳电极
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基于贝叶斯DLM的桥梁结构可靠度预测 被引量:6
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作者 樊学平 吕大刚 《铁道学报》 EI CAS CSCD 北大核心 2014年第6期93-98,共6页
桥梁结构的性能是时变的,可利用时间序列模型来描述,本文引入贝叶斯动态线性模型(DLM)。运用贝叶斯DLM建立桥梁结构退化抗力的观测方程和状态方程,通过贝叶斯因子对桥梁结构检测信息进行监控,通过检测信息和退化抗力状态参数的先验信息... 桥梁结构的性能是时变的,可利用时间序列模型来描述,本文引入贝叶斯动态线性模型(DLM)。运用贝叶斯DLM建立桥梁结构退化抗力的观测方程和状态方程,通过贝叶斯因子对桥梁结构检测信息进行监控,通过检测信息和退化抗力状态参数的先验信息,对退化抗力的状态参数进行贝叶斯后验概率推断,通过不断的"概率预测-修正"递推运算,获得最优退化抗力的状态概率估计预测老化桥梁的退化抗力,建立一个DLM预测桥梁抗力的变化趋势。DLM以及DLM的概率递推过程类似于著名的卡尔曼滤波算法,可以实现桥梁退化抗力的贝叶斯动态预测(向前预测和向后预测),考虑到状态变量的不确定性,本文引入折扣因子确定状态误差方差。基于贝叶斯动态修正的抗力概率模型建立桥梁结构可靠度的预测公式。通过算例验证了本文所建模型的合理性。 展开更多
关键词 贝叶斯方法 动态线性模型 桥梁抗力 折扣因子 贝叶斯预测
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基于多个BDLM的桥梁结构可靠度实时预测 被引量:7
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作者 樊学平 吕大刚 《华南理工大学学报(自然科学版)》 EI CAS CSCD 北大核心 2013年第3期70-75,共6页
基于桥梁的极值应力监测信息,采用贝叶斯动态线性模型(BDLM),建立了监测应力的贝叶斯动态线性组合预测模型;采用该模型对结构的可靠指标进行实时预测,并通过工程实例进行了极值应力的组合预测和单个预测的精度分析.结果表明:所建立的组... 基于桥梁的极值应力监测信息,采用贝叶斯动态线性模型(BDLM),建立了监测应力的贝叶斯动态线性组合预测模型;采用该模型对结构的可靠指标进行实时预测,并通过工程实例进行了极值应力的组合预测和单个预测的精度分析.结果表明:所建立的组合预测模型的一步预测值与单个预测模型、取平均值的点预测模型的都很接近,但组合预测模型具有较高的预测精度;相对于确定性的监测极值应力的可靠指标而言,组合预测模型考虑了监测应力的随机性和不确定性,所得的可靠度较小,可以更好地对结构的安全状态进行评定. 展开更多
关键词 桥梁结构 可靠度 极值应力 贝叶斯动态线性模型 组合预测 预测精度
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基于单模光纤的DLS粒径测量研究 被引量:4
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作者 娄本浊 《光散射学报》 北大核心 2009年第3期216-220,共5页
动态光散射技术是一种测量纳米颗粒粒径分布的最有效方法。为了克服高浓度样品溶液中存在的多重散射效应,本文基于单模光纤搭建了一套DLS实验系统,传输光纤的输出端与接收光纤的接收端都作了抛光磨平处理。在模拟复杂工业环境下,分别用... 动态光散射技术是一种测量纳米颗粒粒径分布的最有效方法。为了克服高浓度样品溶液中存在的多重散射效应,本文基于单模光纤搭建了一套DLS实验系统,传输光纤的输出端与接收光纤的接收端都作了抛光磨平处理。在模拟复杂工业环境下,分别用低浓度单分散、不同浓度单分散以及高浓度多分散性标准聚苯乙烯乳胶球悬浮液检测了该系统的适用性。实验结果表明,利用该系统可快速准确的测量体积分数达40%的聚苯乙烯乳胶球悬浮液中的纳米颗粒粒径及其分布。 展开更多
关键词 动态光散射 单模光纤 粒径测量 自差检测
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基于监测信息和BDLM的桥梁结构可靠度预测 被引量:4
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作者 樊学平 吕大刚 《重庆交通大学学报(自然科学版)》 CAS 北大核心 2013年第6期1141-1143,1202,共4页
结合桥梁结构的健康监测信息(应力极值信息),引进了贝叶斯动态线性模型(BDLM)以及模型的监控机制,建立了应力极值的贝叶斯动态线性预测模型;基于建立的贝叶斯动态线性预测模型和计算可靠度的一次二阶矩(FOSM)方法,对桥梁结构的可靠度进... 结合桥梁结构的健康监测信息(应力极值信息),引进了贝叶斯动态线性模型(BDLM)以及模型的监控机制,建立了应力极值的贝叶斯动态线性预测模型;基于建立的贝叶斯动态线性预测模型和计算可靠度的一次二阶矩(FOSM)方法,对桥梁结构的可靠度进行了预测;通过实例验证了所建模型的合理性。 展开更多
关键词 应力极值 贝叶斯动态线性模型 一次二阶矩方法 结构可靠度
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DLS粒度测量实验中噪声的影响与克服 被引量:6
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作者 娄本浊 《光散射学报》 2008年第4期310-313,共4页
噪声是始终存在于动态光散射实验的整个测量过程中,噪声的大小直接影响测量系统的信噪比大小与测量结果的准确性。根据噪声产生的物理原因,将动态光散射实验中的噪声分为外部环境噪声和设备内部噪声两大类。为了最大限度的降低噪声提高... 噪声是始终存在于动态光散射实验的整个测量过程中,噪声的大小直接影响测量系统的信噪比大小与测量结果的准确性。根据噪声产生的物理原因,将动态光散射实验中的噪声分为外部环境噪声和设备内部噪声两大类。为了最大限度的降低噪声提高测量的准确性,在详细探讨影响动态光散射粒度测量实验中各种噪声的来源的基础上,分析了噪声对实验结果的影响,并提出相应解决的办法。 展开更多
关键词 噪声 动态光散射 光子相关谱 粒径测量 信噪比
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基于注意力和线性层融合的动态图卷积交通量预测模型
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作者 尉辉 肖洪波 +4 位作者 邹北骥 奎晓燕 肖捡花 和佳聚 合尼古力 《大数据》 2026年第1期126-145,共20页
交通量的精准预测是优化路网运行效率、缓解城市交通拥堵的关键。针对传统模型依赖预定义静态图结构、难以捕捉动态时空相关性以及单一时间尺度建模难以全面提取多尺度特征的问题,提出了双重动态自适应时空建模框架。该框架在时间维度... 交通量的精准预测是优化路网运行效率、缓解城市交通拥堵的关键。针对传统模型依赖预定义静态图结构、难以捕捉动态时空相关性以及单一时间尺度建模难以全面提取多尺度特征的问题,提出了双重动态自适应时空建模框架。该框架在时间维度采用动态时间特征提取多头注意力机制,自适应调整时序权重以捕捉关键动态特征;在空间维度设计动态图卷积网络,通过自注意力机制实时生成邻接矩阵,以表征节点间动态空间依赖关系,从而实现时空双重动态协同建模。此外,该框架引入可学习的线性融合层,自适应整合多时间尺度预测结果,协同优化局部与全局特征表达。在真实道路数据集上的实验表明,该框架显著优于基线模型,验证了其优越的时空特征捕捉与预测性能。 展开更多
关键词 交通量预测 动态时间特征提取多头注意力机制 动态图卷积 线性层融合
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