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Efficient uncertainty computation method for solving mechanical dynamic systems with a large-scale of interval parameters
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作者 Jinglai Wu Yupeng Duan Yunqing Zhang 《Acta Mechanica Sinica》 2025年第10期213-231,共19页
This paper proposes a non-intrusive computational method for mechanical dynamic systems involving a large-scale of interval uncertain parameters,aiming to reduce the computational costs and improve accuracy in determi... This paper proposes a non-intrusive computational method for mechanical dynamic systems involving a large-scale of interval uncertain parameters,aiming to reduce the computational costs and improve accuracy in determining bounds of system response.The screening method is firstly used to reduce the scale of active uncertain parameters.The sequential high-order polynomials surrogate models are then used to approximate the dynamic system’s response at each time step.To reduce the sampling cost of constructing surrogate model,the interaction effect among uncertain parameters is gradually added to the surrogate model by sequentially incorporating samples from a candidate set,which is composed of vertices and inner grid points.Finally,the points that may produce the bounds of the system response at each time step are searched using the surrogate models.The optimization algorithm is used to locate extreme points,which contribute to determining the inner points producing system response bounds.Additionally,all vertices are also checked using the surrogate models.A vehicle nonlinear dynamic model with 72 uncertain parameters is presented to demonstrate the accuracy and efficiency of the proposed uncertain computational method. 展开更多
关键词 large-scale interval parameters dynamic systems Screening method High-order polynomials surrogate model Sampling method
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A COMBINED PARAMETRIC QUADRATIC PROGRAMMING AND PRECISE INTEGRATION METHOD BASED DYNAMIC ANALYSIS OF ELASTIC-PLASTIC HARDENING/SOFTENING PROBLEMS 被引量:3
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作者 张洪武 张新伟 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2002年第6期638-648,共11页
The objective of the paper is to develop a new algorithm for numerical solution of dynamic elastic-plastic strain hardening/softening problems. The gradient dependent model is adopted in the numerical model to overcom... The objective of the paper is to develop a new algorithm for numerical solution of dynamic elastic-plastic strain hardening/softening problems. The gradient dependent model is adopted in the numerical model to overcome the result mesh-sensitivity problem in the dynamic strain softening or strain localization analysis. The equations for the dynamic elastic-plastic problems are derived in terms of the parametric variational principle, which is valid for associated, non-associated and strain softening plastic constitutive models in the finite element analysis. The precise integration method, which has been widely used for discretization in time domain of the linear problems, is introduced for the solution of dynamic nonlinear equations. The new algorithm proposed is based on the combination of the parametric quadratic programming method and the precise integration method and has all the advantages in both of the algorithms. Results of numerical examples demonstrate not only the validity, but also the advantages of the algorithm proposed for the numerical solution of nonlinear dynamic problems. 展开更多
关键词 precise integration method parametric quadratic programming method strain localization strain softening dynamic response
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Dynamic programming methodology for multi-criteria group decision-making under ordinal preferences 被引量:3
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作者 Wu Li Guanqi Guo +1 位作者 Chaoyuan Yue Yong Zhao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第6期975-980,共6页
A method of minimizing rankings inconsistency is proposed for a decision-making problem with rankings of alternatives given by multiple decision makers according to multiple criteria. For each criteria, at first, the ... A method of minimizing rankings inconsistency is proposed for a decision-making problem with rankings of alternatives given by multiple decision makers according to multiple criteria. For each criteria, at first, the total inconsistency between the rankings of all alternatives for the group and the ones for every decision maker is defined after the decision maker weights in respect to the criteria are considered. Similarly, the total inconsistency between their final rankings for the group and the ones under every criteria is determined after the criteria weights are taken into account. Then two nonlinear integer programming models minimizing respectively the two total inconsistencies above are developed and then transformed to two dynamic programming models to obtain separately the rankings of all alternatives for the group with respect to each criteria and their final rankings. A supplier selection case illustrated the proposed method, and some discussions on the results verified its effectiveness. This work develops a new measurement of ordinal preferences’ inconsistency in multi-criteria group decision-making (MCGDM) and extends the cook-seiford social selection function to MCGDM considering weights of criteria and decision makers and can obtain unique ranking result. 展开更多
关键词 multi-criteria group decision-making (MCGDM) ordinal preference minimum deviation method dynamic programming Cook-Seiford social selection function.
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A Dynamic Active-Set Method for Linear Programming
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作者 Alireza Noroziroshan H. W. Corley Jay M. Rosenberger 《American Journal of Operations Research》 2015年第6期526-535,共10页
An efficient active-set approach is presented for both nonnegative and general linear programming by adding varying numbers of constraints at each iteration. Computational experiments demonstrate that the proposed app... An efficient active-set approach is presented for both nonnegative and general linear programming by adding varying numbers of constraints at each iteration. Computational experiments demonstrate that the proposed approach is significantly faster than previous active-set and standard linear programming algorithms. 展开更多
关键词 CONSTRAINT Optimal SELECTION Techniques dynamic Active-Set methods large-scale LINEAR programming LINEAR programming
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Shrek:a dynamic object-oriented programming language 被引量:1
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作者 曹璟 徐宝文 周毓明 《Journal of Southeast University(English Edition)》 EI CAS 2009年第1期31-35,共5页
From a perspective of theoretical study, there are some faults in the models of the existing object-oriented programming languages. For example, C# does not support metaclasses, the primitive types of Java and C# are ... From a perspective of theoretical study, there are some faults in the models of the existing object-oriented programming languages. For example, C# does not support metaclasses, the primitive types of Java and C# are not objects, etc. So, this paper designs a programming language, Shrek, which integrates many language features and constructions in a compact and consistent model. The Shrek language is a class-based purely object-oriented language. It has a dynamical strong type system, and adopts a single-inheritance mechanism with Mixin as its complement. It has a consistent class instantiation and inheritance structure, and the ability of intercessive structural computational reflection, which enables it to support safe metaclass programming. It also supports multi-thread programming and automatic garbage collection, and enforces its expressive power by adopting a native method mechanism. The prototype system of the Shrek language is implemented and anticipated design goals are achieved. 展开更多
关键词 dynamic typing metaclass programming computational reflection native method object-oriented programming language
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CONTROLLING ROBOT MANIPULATORS BY DYNAMIC PROGRAMMING 被引量:1
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作者 MarcJ.Richard 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1995年第1期20-33,共14页
A certain number of considerations should be taken into account in the dynamic control of robot manipulators as highly complex non-linear systems.In this article,we provide a detailed presentation of the mechanical an... A certain number of considerations should be taken into account in the dynamic control of robot manipulators as highly complex non-linear systems.In this article,we provide a detailed presentation of the mechanical and electrical impli- cations of robots equipped with DC motor actuators.This model takes into account all non-linear aspects of the system.Then,we develop computational algorithms for optimal control based on dynamic programming.The robot's trajectory must be predefined,but performance criteria and constraints applying to the system are not limited and we may adapt them freely to the robot and the task being studied.As an example,a manipulator arm with 3 degrees of freedom is analyzed. 展开更多
关键词 dynamic programming robot manipulators optimal control dynamic modelling method
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Solving Hardware/Software Partitioning via a Discrete Dynamic Convexized Method 被引量:1
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作者 LIN Geng 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2019年第4期341-348,共8页
Hardware/software partitioning is an important step in the design of embedded systems. In this paper, the hardware/software partitioning problem is modeled as a constrained binary integer programming problem, which is... Hardware/software partitioning is an important step in the design of embedded systems. In this paper, the hardware/software partitioning problem is modeled as a constrained binary integer programming problem, which is further converted equivalently to an unconstrained binary integer programming problem by a penalty method. A local search method, HSFM, is developed to obtain a discrete local minimizer of the unconstrained binary integer programming problem. Next, an auxiliary function, which has the same global optimal solutions as the unconstrained binary integer programming problem, is constructed, and its properties are studied. We show that applying HSFM to minimize the auxiliary function can escape from previous local optima by the increase of the parameter value successfully. Finally, a discrete dynamic convexized method is developed to solve the hardware/software partitioning problem. Computational results and comparisons indicate that the proposed algorithm can get high-quality solutions. 展开更多
关键词 HARDWARE software partitioning BINARY INTEGER programming local search dynamic convexized method
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A stable implicit nodal integration-based particle finite element method(N-PFEM)for modelling saturated soil dynamics 被引量:1
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作者 Liang Wang Xue Zhang +1 位作者 Jingjing Meng Qinghua Lei 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第6期2172-2183,共12页
In this study,we present a novel nodal integration-based particle finite element method(N-PFEM)designed for the dynamic analysis of saturated soils.Our approach incorporates the nodal integration technique into a gene... In this study,we present a novel nodal integration-based particle finite element method(N-PFEM)designed for the dynamic analysis of saturated soils.Our approach incorporates the nodal integration technique into a generalised Hellinger-Reissner(HR)variational principle,creating an implicit PFEM formulation.To mitigate the volumetric locking issue in low-order elements,we employ a node-based strain smoothing technique.By discretising field variables at the centre of smoothing cells,we achieve nodal integration over cells,eliminating the need for sophisticated mapping operations after re-meshing in the PFEM.We express the discretised governing equations as a min-max optimisation problem,which is further reformulated as a standard second-order cone programming(SOCP)problem.Stresses,pore water pressure,and displacements are simultaneously determined using the advanced primal-dual interior point method.Consequently,our numerical model offers improved accuracy for stresses and pore water pressure compared to the displacement-based PFEM formulation.Numerical experiments demonstrate that the N-PFEM efficiently captures both transient and long-term hydro-mechanical behaviour of saturated soils with high accuracy,obviating the need for stabilisation or regularisation techniques commonly employed in other nodal integration-based PFEM approaches.This work holds significant implications for the development of robust and accurate numerical tools for studying saturated soil dynamics. 展开更多
关键词 Particle finite element method Nodal integration dynamic saturated media Second-order cone programming(SOCP)
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A selective survey on mathematical programming in macroeconomics
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作者 CAI Zong-wu HU Jing-xian 《Applied Mathematics(A Journal of Chinese Universities)》 2025年第4期955-989,共35页
This paper surveys the literature for the optimization problems in both discrete and continuous time models in macroeconomics,and provides an overview over some related computational methods to solve the models linear... This paper surveys the literature for the optimization problems in both discrete and continuous time models in macroeconomics,and provides an overview over some related computational methods to solve the models linearly and nonlinearly,and to compute the transition dynamics and the impulse response functions.Also,the introduction of the financial sectors,the continuous time analysis,and the advanced mathematical tools into the general equilibrium framework expands greatly the scope of the interdisciplinary research to mathematics,statistics and econometrics,and creates further space for exploration and collaboration.Finally,some future research issues related to this topic are highlighted. 展开更多
关键词 diffusion models dynamic programming general equilibrium finite difference methods nonlinear models
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Free-Interface Dual-Compatibility Modal Synthesis Substructure Method in Large-Scale Structures
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作者 彭桂瀚 林伟 +1 位作者 陈尚鸿 余洁歆 《Transactions of Tianjin University》 EI CAS 2015年第4期347-355,共9页
Free-interface dual-compatibility modal synthesis method(compatibility of both force and displacement on interfaces)is introduced to large-scale civil engineering structure to enhance computation efficiency. The basic... Free-interface dual-compatibility modal synthesis method(compatibility of both force and displacement on interfaces)is introduced to large-scale civil engineering structure to enhance computation efficiency. The basic equations of the method are first set up, and then the mode cut-off principle and the dividing principle are proposed. MATLAB is used for simulation in different frame structures. The simulation results demonstrate the applicability of this substructure method to civil engineering structures and the correctness of the proposed mode cut-off principle. Studies are also conducted on how to divide the whole structure for better computation efficiency while maintaining better precision. It is observed that the geometry and material properties should be considered, and the synthesis results would be more precise when the inflection points of the mode shapes are taken into consideration. Furthermore, the simulation performed on a large-scale high-rise connected structure further proves the feasibility and efficiency of this modal synthesis method compared with the traditional global method. It is also concluded from the simulation results that the fewer number of DOFs in each substructure will result in better computation efficiency, but too many substructures will be time-consuming due to the tedious synthesis procedures. Moreover, the substructures with free interface will introduce errors and reduce the precision dramatically, which should be avoided. 展开更多
关键词 SUBSTRUCTURE method dynamic SUBSTRUCTURE analysis free-interface dual-compatibility MODAL synthesismethod large-scale CIVIL engineering structure mode CUT-OFF principle
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Posterior Constraint Selection for Nonnegative Linear Programming
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作者 H. W. Corley Alireza Noroziroshan Jay M. Rosenberger 《American Journal of Operations Research》 2017年第1期26-40,共15页
Posterior constraint optimal selection techniques (COSTs) are developed for nonnegative linear programming problems (NNLPs), and a geometric interpretation is provided. The posterior approach is used in both a dynamic... Posterior constraint optimal selection techniques (COSTs) are developed for nonnegative linear programming problems (NNLPs), and a geometric interpretation is provided. The posterior approach is used in both a dynamic and non-dynamic active-set framework. The computational performance of these methods is compared with the CPLEX standard linear programming algorithms, with two most-violated constraint approaches, and with previously developed COST algorithms for large-scale problems. 展开更多
关键词 LINEAR programming NONNEGATIVE LINEAR programming large-scale Problems Active Set methods CONSTRAINT SELECTION POSTERIOR method COSTs
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Constraint Optimal Selection Techniques (COSTs) for Linear Programming
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作者 Goh Saito H. W. Corley Jay M. Rosenberger 《American Journal of Operations Research》 2013年第1期53-64,共12页
We describe a new active-set, cutting-plane Constraint Optimal Selection Technique (COST) for solving general linear programming problems. We describe strategies to bound the initial problem and simultaneously add mul... We describe a new active-set, cutting-plane Constraint Optimal Selection Technique (COST) for solving general linear programming problems. We describe strategies to bound the initial problem and simultaneously add multiple constraints. We give an interpretation of the new COST’s selection rule, which considers both the depth of constraints as well as their angles from the objective function. We provide computational comparisons of the COST with existing linear programming algorithms, including other COSTs in the literature, for some large-scale problems. Finally, we discuss conclusions and future research. 展开更多
关键词 LINEAR programming large-scale LINEAR programming CUTTING PLANES Active-Set methods CONSTRAINT Selection COSTS
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A segment-wise dynamic programming algorithm for BSDEs
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作者 Christian Bender Steffen Meyer 《Probability, Uncertainty and Quantitative Risk》 2025年第1期103-134,共32页
We introduce and analyze a family of linear least-squares Monte Carlo schemesfor backward SDEs, which interpolate between the one-step dynamic programmingscheme of Lemor, Warin, and Gobet (Bernoulli, 2006) and the mul... We introduce and analyze a family of linear least-squares Monte Carlo schemesfor backward SDEs, which interpolate between the one-step dynamic programmingscheme of Lemor, Warin, and Gobet (Bernoulli, 2006) and the multi-step dynamicprogramming scheme of Gobet and Turkedjiev (Mathematics of Computation, 2016). Ouralgorithm approximates conditional expectations over segments of the time grid. Wediscuss the optimal choice of the segment length depending on the 'smoothness' of theproblem and show that, in typical situations, the complexity can be reduced compared tothe state-of-the-art multi-step dynamic programming scheme. 展开更多
关键词 Backward stochastic differential equations Empirical regression dynamic programming Monte Carlo methods
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Monotone projected gradient methods for large-scale box-constrained quadratic programming 被引量:3
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作者 ZHOU Bin GAO Li DAI Yuhong 《Science China Mathematics》 SCIE 2006年第5期688-702,共15页
Inspired by the success of the projected Barzilai-Borwein(PBB)method for largescale box-constrained quadratic programming,we propose and analyze the monotone projected gradient methods in this paper.We show by experim... Inspired by the success of the projected Barzilai-Borwein(PBB)method for largescale box-constrained quadratic programming,we propose and analyze the monotone projected gradient methods in this paper.We show by experiments and analyses that for the new methods,it is generally a bad option to compute steplengths based on the negative gradients.Thus in our algorithms,some continuous or discontinuous projected gradients are used instead to compute the steplengths.Numerical experiments on a wide variety of test problems are presented,indicating that the new methods usually outperform the PBB method. 展开更多
关键词 projected gradients monotone gradient methods box-constrained quadratic programming large-scale problems.
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基于多目标优化的复杂热电联产系统运行规划
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作者 陈坚红 王国雲 +2 位作者 左克清 张洪坤 鲍彦克 《浙江大学学报(工学版)》 北大核心 2026年第1期148-157,共10页
热电厂的扩建、改造和升级显著增加了热电联产系统在机组数量、种类及性能劣化程度等方面的复杂性.针对复杂热电联产系统的运行规划,综合考虑机组在实际运行过程中的启停状态、爬坡速率等影响因素,构建基于能效、㶲、经济、环境等的多目... 热电厂的扩建、改造和升级显著增加了热电联产系统在机组数量、种类及性能劣化程度等方面的复杂性.针对复杂热电联产系统的运行规划,综合考虑机组在实际运行过程中的启停状态、爬坡速率等影响因素,构建基于能效、㶲、经济、环境等的多目标优化模型.引入熵权法客观地分配各目标的权重,将多目标优化问题转化为单目标优化问题;采用动态规划算法进行求解,确保最优解的确定性和客观性.以某热电厂的复杂热电联产系统为例,随机选取24 h的热电负荷需求进行运行规划和计算分析,并将优化结果与原设计方案进行对比,结果表明优化计算后运行成本降低了7.96万元/d.所提模型能够有效地提升复杂热电联产系统运行的经济性与可靠性. 展开更多
关键词 复杂热电联产系统 多目标优化 运行规划 熵权法 动态规划法
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The Optimal Method of Experiment for Multidimensional Dynamic Programming
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《Systems Science and Systems Engineering》 CSCD 1995年第3期273-283,共11页
This paper presents the optimal method of experiment for multidimensional dynamic programming.It becomes possible to solve the general problems of thousanddimensions.
关键词 MULTIDIMENSIONAL dynamic programming optimization method
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基于深度随机对偶动态规划的水-火-新能源协同调度方法
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作者 高立乾 崔世常 +5 位作者 方家琨 艾小猛 文劲宇 邢栋 徐尧宇 张君 《电力系统自动化》 北大核心 2026年第5期184-196,共13页
随着新能源大规模接入,水-火-新能源电力系统中水电的快速调节能力和火电的稳定支撑能力,在新能源高渗透的场景下依然是保障电网安全经济运行的核心资源。然而,新能源的不确定性与时序耦合约束导致水-火-新能源协同调度的复杂度显著增加... 随着新能源大规模接入,水-火-新能源电力系统中水电的快速调节能力和火电的稳定支撑能力,在新能源高渗透的场景下依然是保障电网安全经济运行的核心资源。然而,新能源的不确定性与时序耦合约束导致水-火-新能源协同调度的复杂度显著增加,传统优化调度方法难以兼顾求解效率与最优性。为解决上述问题,提出了一种基于Benders分解法的深度随机对偶动态规划求解算法。首先,将水-火-新能源协同调度问题建模为多阶段随机规划模型来刻画随机变量逐时段揭示的特性,并利用Benders分解法实现整数变量与连续变量的分离以降低求解难度。其次,引入全输入凸神经网络高效逼近值函数,在保证收敛性的同时提升了拟合能力与计算效率。最后,在不同规模系统上进行算例验证,结果表明所提算法具有可行性与可扩展性,并显著提升了近似精度、求解效率及质量。 展开更多
关键词 协同调度 水电 火电 新能源 多阶段随机规划 随机对偶动态规划 BENDERS分解法 神经网络
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基于改进Otsu算法的轴承图像阈值分割方法
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作者 赵宇航 吴超华 +2 位作者 王鑫 张晟琦 史晓亮 《机电工程》 北大核心 2026年第1期34-44,共11页
针对轴承装配后质检时,工业相机采集到的图像存在混合噪声和背光源过曝,导致图像分割精度不高、影响后续处理的问题,提出了一种基于多特征感知与贝叶斯优化的改进大津算法(Otsu)的轴承图像阈值分割方法。首先,在图像感知层面,读取、计... 针对轴承装配后质检时,工业相机采集到的图像存在混合噪声和背光源过曝,导致图像分割精度不高、影响后续处理的问题,提出了一种基于多特征感知与贝叶斯优化的改进大津算法(Otsu)的轴承图像阈值分割方法。首先,在图像感知层面,读取、计算了图像的灰度值、梯度幅值、局部二值模型并完成了储存,对三特征数据分别进行了归一化处理,加权融合了三特征数据,得到了轴承图像的加权融合图;然后,在计算效率层面,引入了贝叶斯优化与分块动态规划方法,替代了Otsu的穷举法;最后,结合感知方法与加速方法,得到了一种基于多特征感知与贝叶斯优化的改进Otsu算法(MFB-Otsu),并与其他阈值分割算法进行了性能对比实验。研究结果表明:与Otsu算法、自适应分割算法对比,MFB-Otsu算法在保留了轴承图像全局亮度分布的基础上,强化了外轮廓边缘,抑制了边缘噪声,输出图像边缘平滑,背景与前景彻底分离;在实测边缘提取中,边缘信息保留完整,噪点干扰率相较于Otsu降低了55%;在客观图像评价指标方面,该算法的分割准确率、交并比、F1值分别达到0.997、0.989、0.994,优于Otsu算法和自适应分割算法;在计算效率层面,相较于Otsu提高了12.9%。改进Otsu算法在轴承尺寸检测中表现出良好的通用性与稳定性,具有一定的工程应用价值。 展开更多
关键词 轴承装配 图像处理 图像分割 大津算法 多特征感知和贝叶斯优化 Otsu加速方法 三维度特征加权 分块动态优化
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Optimal Reconfiguration Trajectory of Multi-satellite Electromagnetic Formation System
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作者 CHU Wenbo ZHOU Qingrui +1 位作者 LIU Zhongxin NI Yuanhua 《空间控制技术与应用(中英文)》 北大核心 2026年第1期37-47,共11页
The multi-satellite electromagnetic formation flight system is nonlinear and strongly coupled,which makes modeling and optimization challenging.To simplify electromagnetic force evaluation and dynamics modeling,we int... The multi-satellite electromagnetic formation flight system is nonlinear and strongly coupled,which makes modeling and optimization challenging.To simplify electromagnetic force evaluation and dynamics modeling,we introduce a reference frame consistent with each satellite body frame,in which the electromagnetic dipoles and electromagnetic forces are represented as two-dimensional vectors.Then,the maneuver time is divided into time intervals,and different satellite sets are activated in each interval,converting the multi-satellite formation reconfiguration problem into an optimal trajectory problem of each two-satellite subsystem.To this end,a token-based dynamic programming method with a switching penalty of active satellite sets is proposed to determine the sequence of satellite sets participating in each time interval,thereby enabling all satellites to reach their desired states.For the two-satellite subsystem with the objectives of minimizing maneuver time and energy consumption,the Gauss pseudo-spectral method is employed to generate the optimal reconfiguration trajectory.Numerical simulations verify the effectiveness of the proposed optimization method. 展开更多
关键词 electromagnetic formation flight Gauss pseudo-spectral method token-based dynamic programming
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基于虚拟动态检测的自适应信号控制方法
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作者 蒋贤才 邢令 《同济大学学报(自然科学版)》 北大核心 2026年第2期264-275,共12页
鉴于传统固定检测方法难以获取连续动态车辆信息的限制,提出一种非完全网联交通环境下基于虚拟动态检测的交叉口自适应信号控制方法(ACV2D方法),以解决信号控制精度不高的问题。通过ACV2D方法构建了一个位置可变的虚拟检测断面和区间来... 鉴于传统固定检测方法难以获取连续动态车辆信息的限制,提出一种非完全网联交通环境下基于虚拟动态检测的交叉口自适应信号控制方法(ACV2D方法),以解决信号控制精度不高的问题。通过ACV2D方法构建了一个位置可变的虚拟检测断面和区间来替代传统交通流检测器,每个信号相位取得通行权后,以排队车辆中最远网联车(CV)所在位置为依据测算初始绿灯时间,同时利用测得的CV信息来预测虚拟检测断面和区间内交通流状况和绿灯持续时间,在此过程中监视虚拟检测区内交通流状况与预测结果的一致性。当预测结果出现偏差时,以车均延误最小为优化目标,构建信号控制参数的实时修正模型,并以预测的车辆到达时间为决策点,采取动态规划法以信号相位为阶段正序求解最佳信号相位配时。仿真结果表明,当CV渗透率大于50%时,ACV2D方法在中高流量下的实施效果明显优于基于强化学习的自适应信号控制方法(3DQN和3DRQN方法)。进一步研究表明,ACV2D方法的控制成效受CV渗透率和关键车道组流率比之和(Y)2个因素的共同影响;Y值越大,确保ACV2D方法有效的CV渗透率要求就越低,反之亦然。 展开更多
关键词 交通工程 智能交通 自适应信号控制 动态规划法 虚拟检测 非完全网联交通环境
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