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Flow pattern analysis of linear gradient flow distribution 被引量:1
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作者 Da-ming LI Xiao-yu LI +1 位作者 Yan-qing LI R.J.FARAHANI 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2015年第1期81-106,共26页
This paper uses the Oseen transformation to solve the differential equations governing motion of the vertical linear gradient flow distribution close to a wall surface. The Navier-Stokes equations are used to consider... This paper uses the Oseen transformation to solve the differential equations governing motion of the vertical linear gradient flow distribution close to a wall surface. The Navier-Stokes equations are used to consider the inertia term along the flow direction. A novel contour integral method is used to solve the complex Airy function. The boundary conditions of linear gradient flow distribution for finite problems are determined. The vorticity function, the pressure function, and the turbulent velocity profiles are provided, and the stability of particle trajectories is studied. An Lx-function form of the third derivative circulation is used to to simplify the solution. Theoretical results are compared with the experimental measurements with satisfactory agreement. 展开更多
关键词 linear gradient distribution flow contour integral stability analysis Airyfunction Oseen transformation
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Accurate assessment of antibiotic susceptibility and screening resistant strains of a bacterial population by linear gradient plate 被引量:4
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作者 LIU YuQing LI JingRan +8 位作者 DU JiaFa HU Ming BAI Hua QI Jing GAO Chao WEI TianTian SU Hong JIN JianLing GAO PeiJi 《Science China(Life Sciences)》 SCIE CAS 2011年第10期953-960,共8页
The dynamics of a bacterial population exposed to the minimum inhibitory concentration (MIC) of an antibiotic is an important issue in pharmacological research. Therefore, a novel antibiotic susceptibility test is u... The dynamics of a bacterial population exposed to the minimum inhibitory concentration (MIC) of an antibiotic is an important issue in pharmacological research. Therefore, a novel antibiotic susceptibility test is urgently needed that can both precisely determine the MIC and accurately select antibiotic-resistant strains from clinical bacterial populations. For this purpose, we developed a method based on Fick's laws of diffusion using agar plates containing a linear gradient of antibiotic. The gradient plate contained two layers. The bottom layer consisted of 15 mL agar containing the appropriate concentration of enrofloxacin and allowed to harden in the form of a wedge with the plate slanted such that the entire bottom was just covered. The upper layer consisted of 15 mL plain nutrient agar added with the plate held in the horizontal position. After allowing vertical diffusion of the drug from the bottom agar layer for 12 h, the enrofloxacin concentration was diluted in proportion to the ratio of the agar layer thicknesses. The uniform linear concentration gradient was verified by measuring the enrofloxacin concentration on the agar surface. When heavy bacterial suspensions were spread on the agar surface and incubated for more than 12 h, only resistant cells were able to form colonies beyond the boundary of confluent growth of susceptible cells. In this way, the true MIC of enrofloxacin was determined. The MICs obtained using this linear gradient plate were consistent with those obtained using conventional antibiotic susceptibility tests. Discrete colonies were then spread onto a gradient plate with higher antibiotic concentrations; the boundary line increased significantly, and gene mutations conferring resistance were identified. This new method enables the rapid identification of resistant strains in the bacterial population. Use of the linear gradient plate can easily identify the precise MIC and reveal the dynamic differentiation of bacteria near the MIC. This method allows the study of genetic and physiological characteristics of individual strains, and may be useful for early warning of antibiotic resistance that may occur after use of certain antirnicrobial agents, and guide clinical treatment. 展开更多
关键词 linear gradient plate E. coli ENROFLOXACIN MIC resistant strain
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A Node-Based Smoothed Finite Element Method with Linear Gradient Fields for Elastic Obstacle Scattering Problems
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作者 Junhong Yue Yu Wang +1 位作者 Yan Li Ming Li 《Advances in Applied Mathematics and Mechanics》 SCIE 2023年第6期1562-1601,共40页
In this paper,a node-based smoothed finite element method(NS-FEM)with linear gradient fields(NS-FEM-L)is presented to solve elastic wave scattering by a rigid obstacle.By using Helmholtz decomposition,the problem is t... In this paper,a node-based smoothed finite element method(NS-FEM)with linear gradient fields(NS-FEM-L)is presented to solve elastic wave scattering by a rigid obstacle.By using Helmholtz decomposition,the problem is transformed into a boundary value problem with coupled boundary conditions.In numerical analysis,the perfectly matched layer(PML)and transparent boundary condition(TBC)are introduced to truncate the unbounded domain.Then,a linear gradient is constructed in a node-based smoothing domain(N-SD)by using a complete order of polynomial.The unknown coefficients of the smoothed linear gradient function can be solved by three linearly independent weight functions.Further,based on the weakened weak formulation,a system of linear equation with the smoothed gradient is established for NS-FEM-L with PML or TBC.Some numerical examples also demonstrate that the presented method possesses more stability and high accuracy.It turns out that the modified gradient makes the NS-FEM-L-PML and NS-FEM-L-TBC possess an ideal stiffness matrix,which effectively overcomes the instability of original NS-FEM.Moreover,the convergence rates of L 2 and H1 semi-norm errors for the two NS-FEM-L models are also higher. 展开更多
关键词 Elastic obstacle scattering Helmholtz equations perfectly matched layer transparent boundary condition NS-FEM with linear gradient
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The principle of optimization of binary mobile phase composition of multi-step linear gradient elution
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作者 ZOU Han-Fa ZHANG Yu-Kui +2 位作者 DONG Li-Fu BAO Mian-Sheng LU Pei-Zhang 《Acta Chimica Sinica English Edition》 SCIE CAS CSCD 1989年第6期511-519,共1页
The basic principle of optimal method called “moving overlapping resolution mapping Method” to select the optimal binary mobile phase composition of multi-step linear gradient liquid chromatography is discussed with... The basic principle of optimal method called “moving overlapping resolution mapping Method” to select the optimal binary mobile phase composition of multi-step linear gradient liquid chromatography is discussed with simultaneously considering effects of position of solute inside the column and mobile phase composition on peak resolution and retention value, then a BASIC program based on this principle is developed in IBM-PC computer. The validities of both principle of optimization and BASIC program are confirmed by separation of samples Containing bile acids and PAHs in RP-HPLC. 展开更多
关键词 time LENGTH The principle of optimization of binary mobile phase composition of multi-step linear gradient elution
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Generation of Linear and Parabolic Concentration Gradients by Using a Christmas Tree-Shaped Microfluidic Network 被引量:2
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作者 SHEN Qilong ZHOU Qiongwei +1 位作者 LU Zhigang ZHANG Nangang 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2018年第3期244-250,共7页
This paper describes a simple method of generating concentration gradients with linear and parabolic profiles by using a Christmas tree-shaped microfluidic network.The microfluidic gradient generator consists of two p... This paper describes a simple method of generating concentration gradients with linear and parabolic profiles by using a Christmas tree-shaped microfluidic network.The microfluidic gradient generator consists of two parts:a Christmas tree-shaped network for gradient generation and a broad microchannel for detection.A two-dimensional model was built to analyze the flow field and the mass transfer in the microfluidic network.The simulating results show that a series of linear and parabolic gradient profiles were generated via adjusting relative flow rate ratios of the two source solutions(R_L^2≥0.995 and _PR^2≥0.999),which could match well with the experimental results(R_L^2≥0.987 and _PR^2≥0.996).The proposed method is promising for the generation of linear and parabolic concentration gradient profiles,with the potential in chemical and biological applications such as combinatorial chemistry synthesis,stem cell differentiation or cytotoxicity assays. 展开更多
关键词 tree-shaped network concentration gradient linear profile parabolic profile
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C^1 natural element method for strain gradient linear elasticity and its application to microstructures 被引量:2
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作者 Zhi-Feng Nie Shen-Jie Zhou +2 位作者 Ru-Jun Han Lin-Jing Xiao Kai Wang 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第1期91-103,共13页
C^1 natural element method (C^1 NEM) is applied to strain gradient linear elasticity, and size effects on mi crostructures are analyzed. The shape functions in C^1 NEM are built upon the natural neighbor interpolati... C^1 natural element method (C^1 NEM) is applied to strain gradient linear elasticity, and size effects on mi crostructures are analyzed. The shape functions in C^1 NEM are built upon the natural neighbor interpolation (NNI), with interpolation realized to nodal function and nodal gradient values, so that the essential boundary conditions (EBCs) can be imposed directly in a Galerkin scheme for partial differential equations (PDEs). In the present paper, C^1 NEM for strain gradient linear elasticity is constructed, and sev- eral typical examples which have analytical solutions are presented to illustrate the effectiveness of the constructed method. In its application to microstructures, the size effects of bending stiffness and stress concentration factor (SCF) are studied for microspeciem and microgripper, respectively. It is observed that the size effects become rather strong when the width of spring for microgripper, the radius of circular perforation and the long axis of elliptical perforation for microspeciem come close to the material characteristic length scales. For the U-shaped notch, the size effects decline obviously with increasing notch radius, and decline mildly with increasing length of notch. 展开更多
关键词 Strain gradient linear elasticity C^1 natural element method Sibson interpolation Microstructures Size effects
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GRADIENT ESTIMATES AND LIOUVILLE THEOREMS FOR LINEAR AND NONLINEAR PARABOLIC EQUATIONS ON RIEMANNIAN MANIFOLDS 被引量:1
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作者 朱晓宝 《Acta Mathematica Scientia》 SCIE CSCD 2016年第2期514-526,共13页
In this article, we will derive local elliptic type gradient estimates for positive solutions of linear parabolic equations (△-e/et)u(x,t)+q(x,t)u^p(x,t)=0 and nonlinear parabolic equations (△-e/et)u(x,... In this article, we will derive local elliptic type gradient estimates for positive solutions of linear parabolic equations (△-e/et)u(x,t)+q(x,t)u^p(x,t)=0 and nonlinear parabolic equations (△-e/et)u(x,t)+h(x,t)u^p(x,t)=0(p 〉 1) on Riemannian manifolds.As applications, we obtain some theorems of Liouville type for positive ancient solutions of such equations. Our results generalize that of Souplet-Zhang ([1], Bull. London Math. Soc. 38(2006), 1045-1053) and the author ([2], Nonlinear Anal. 74 (2011), 5141-5146). 展开更多
关键词 gradient estimate linear parabolic equation nonlinear parabolic equation Liouville type theorem
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Multi-segment linear gradient optimization strategy based on resolution map in HPLC
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作者 Andreas Seidel-Morgenstern 《Science China Chemistry》 SCIE EI CAS 2006年第4期315-325,共11页
Based on the mechanism of chromatographic retention (the relationship between the retention of solute and the mobile phase conditions) and method of resolution map, several methods of optimizing multi-segment linear g... Based on the mechanism of chromatographic retention (the relationship between the retention of solute and the mobile phase conditions) and method of resolution map, several methods of optimizing multi-segment linear gradient elution conditions were proposed according to the different separation requirements of various samples. These methods were verified using literature data. Moreover, the advantages and disadvantages of these methods were compared. It was proved that the third method is a fast optimization method which is capable of separating all the components with relatively high resolution. 展开更多
关键词 optimization multi-segment linear gradient RESOLUTION map LIQUID chromatography.
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Linear Regression and Gradient Descent Method for Electricity Output Power Prediction
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作者 Yuanliang Liao 《Journal of Computer and Communications》 2019年第12期31-36,共6页
Regulating the power output for a power plant as demand for electricity fluctuates throughout the day is important for both economic purpose and the safety of the generator. In this work, gradient descent method toget... Regulating the power output for a power plant as demand for electricity fluctuates throughout the day is important for both economic purpose and the safety of the generator. In this work, gradient descent method together with regularization is investigated to study the electricity output related to vacuum level and temperature in the turbine. Ninety percent of the data was used to train the regression parameters while the remaining ten percent was used for validation. Final results showed that 99% accuracy could be obtained with this method. This opens a new window for electricity output prediction for power plants. 展开更多
关键词 Machine Learning linear ALGEBRA linear Regression gradient DESCENT Error Analysis
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High-efciency improved symmetric successive over-relaxation preconditioned conjugate gradient method for solving large-scale finite element linear equations 被引量:1
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作者 李根 唐春安 李连崇 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2013年第10期1225-1236,共12页
Fast solving large-scale linear equations in the finite element analysis is a classical subject in computational mechanics. It is a key technique in computer aided engineering (CAE) and computer aided manufacturing ... Fast solving large-scale linear equations in the finite element analysis is a classical subject in computational mechanics. It is a key technique in computer aided engineering (CAE) and computer aided manufacturing (CAM). This paper presents a high-efficiency improved symmetric successive over-relaxation (ISSOR) preconditioned conjugate gradient (PCG) method, which maintains lelism consistent with the original form. Ideally, the by 50% as compared with the original algorithm. the convergence and inherent paralcomputation can It is suitable for be reduced nearly high-performance computing with its inherent basic high-efficiency operations. By comparing with the numerical results, it is shown that the proposed method has the best performance. 展开更多
关键词 improved preconditioned conjugate gradient (PCG) method conjugate gradient method large-scale linear equation finite element method
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A New Conjugate Gradient Projection Method for Solving Stochastic Generalized Linear Complementarity Problems 被引量:2
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作者 Zhimin Liu Shouqiang Du Ruiying Wang 《Journal of Applied Mathematics and Physics》 2016年第6期1024-1031,共8页
In this paper, a class of the stochastic generalized linear complementarity problems with finitely many elements is proposed for the first time. Based on the Fischer-Burmeister function, a new conjugate gradient proje... In this paper, a class of the stochastic generalized linear complementarity problems with finitely many elements is proposed for the first time. Based on the Fischer-Burmeister function, a new conjugate gradient projection method is given for solving the stochastic generalized linear complementarity problems. The global convergence of the conjugate gradient projection method is proved and the related numerical results are also reported. 展开更多
关键词 Stochastic Generalized linear Complementarity Problems Fischer-Burmeister Function Conjugate gradient Projection Method Global Convergence
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基于机器学习的Budyko框架流域时变特征参数估计 被引量:1
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作者 薛联青 陈雨欣 +1 位作者 刘远洪 杨明杰 《水资源保护》 北大核心 2025年第4期10-18,41,共10页
为分析黄河中游Budyko框架流域特征参数的时空变化,并捕捉不同因素对流域特征参数的影响,基于黄河中游8个子流域的径流、气象和人类活动数据,分区构建多元线性回归(MLR)、梯度提升(GB)和随机森林(RF)模型,对傅抱璞方程中的流域特征参数... 为分析黄河中游Budyko框架流域特征参数的时空变化,并捕捉不同因素对流域特征参数的影响,基于黄河中游8个子流域的径流、气象和人类活动数据,分区构建多元线性回归(MLR)、梯度提升(GB)和随机森林(RF)模型,对傅抱璞方程中的流域特征参数ω进行模拟。通过交叉验证选择表现最优的模型,识别对ω影响显著的主要控制因素,并进一步将最优模型纳入水热耦合平衡方程,构建时变Budyko框架,量化气候变化和下垫面变化对径流的贡献率。结果表明:3种模型中,RF模型在模拟ω时优于MLR和GB模型;1980—2019年各子流域ω值均呈增大趋势,ω主要受不透水面面积、人口和地区生产总值等人类活动因素的控制,在气候因素中潜在蒸散发是重要的控制因素;下垫面变化是黄河中游大多数子流域径流变化的主要驱动因素,然而气候变化对沁河子流域的影响略强于下垫面变化。 展开更多
关键词 Budyko框架 流域特征参数 多元线性回归模型 梯度提升模型 随机森林模型 黄河中游
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建成环境与机动车运行效率非线性关系研究——以兰州市主城核心片区为例
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作者 杜森 王嘉鑫 +1 位作者 王丽宁 钱苾宬 《国土资源科技管理》 2025年第4期119-129,共11页
改善建成环境的交通微循环系统可以有效降低城市机动车交通拥堵频率和环境污染程度,也是提高城市可持续性的一种交通模式。本研究基于兰州市路网数据、POI等多源数据,运用机器学习中的梯度提升决策树模型,探讨兰州市主城核心片区在交通... 改善建成环境的交通微循环系统可以有效降低城市机动车交通拥堵频率和环境污染程度,也是提高城市可持续性的一种交通模式。本研究基于兰州市路网数据、POI等多源数据,运用机器学习中的梯度提升决策树模型,探讨兰州市主城核心片区在交通微循环策略下,工作日高峰期与平峰期之间建成环境对机动车运行效率的非线性关系和阈值效应。结果表明,在建筑环境变量的贡献方面,机动车平峰期出行效率高于高峰期出行效率。高峰期下街道安全度、断头路口密度、T型路口密度相对重要性较高,平峰期下街道安全度、支路街巷比、断头路口密度相对重要性较高。机动车时间密度与建成环境变量之间均具有非线性效应,其中支路街巷比关键拐点为1.02、地块密度为19.55、单向车道占比为0.15时微循环运行效率最高。研究结论可以为有效解决城市交通拥堵问题、提高交通运行效率提供技术支撑。 展开更多
关键词 建筑环境 非线性关系 梯度提升决策树 机动车 交通微循环 兰州市
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基于神经网络的病态线性方程组求解
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作者 李鹏飞 张强 王辉 《计算机与数字工程》 2025年第3期632-636,691,共6页
病态线性方程组在其系数矩阵或者右端向量存在误差时,数值解存在不稳定甚至会失真等问题。针对此类问题,以病态线性方程组的系数矩阵为神经网络输入,方程组的解为神经网络权值,设计了SFNN(Single Layer Feedforward Neural Network)。该... 病态线性方程组在其系数矩阵或者右端向量存在误差时,数值解存在不稳定甚至会失真等问题。针对此类问题,以病态线性方程组的系数矩阵为神经网络输入,方程组的解为神经网络权值,设计了SFNN(Single Layer Feedforward Neural Network)。该SFNN算法,采用交叉熵代价函数作为神经网络优化的目标函数,梯度下降法作为神经网络学习算法,完成对病态线性方程组的求解。最后,分别以希尔伯特、范德蒙和帕斯卡矩阵为系数矩阵构建的病态线性方程组作为测试实例,对SFNN算法进行了验证。实验结果表明,该算法对严重病态线性方程组的求解是有效的。 展开更多
关键词 单层前馈神经网络 病态线性方程组 高斯白噪声 梯度下降法
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泉州湾高铁斜拉桥桥塔温差特性及极值研究
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作者 戴公连 罗泽江 +1 位作者 张昂 王芬 《华中科技大学学报(自然科学版)》 北大核心 2025年第2期40-46,共7页
为研究沿海地区桥塔温差的时变特征和统计特征,对泉州湾高铁斜拉桥桥塔进行了1 a的现场温度监测试验.根据温度实测数据和气象数据,分析了桥塔壁内外温差与线性温差的时变特征.采用梯度提升回归树算法建立了桥塔各测点的温度预测模型,由... 为研究沿海地区桥塔温差的时变特征和统计特征,对泉州湾高铁斜拉桥桥塔进行了1 a的现场温度监测试验.根据温度实测数据和气象数据,分析了桥塔壁内外温差与线性温差的时变特征.采用梯度提升回归树算法建立了桥塔各测点的温度预测模型,由此得到桥塔测点的历史温度预测值.基于等效变形原则,经计算和整理得桥塔截面线性温差预测值的年极值样本,结合最大熵模型和Bootstrap法确定了100 a重现期下的桥塔线性温差代表值.结果表明:桥塔的壁内外温差始终呈指数分布,向阳面温差冬季更高,背阳面温差夏季更高.桥塔顺桥向和横桥向的线性温差均为冬季最高.100 a重现期下的顺桥向与横桥向的线性温差代表值分别为6.24℃,6.77℃. 展开更多
关键词 混凝土桥塔 现场试验 内外壁温差 线性温差 梯度提升回归树算法 极值分析
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基于Nesterov动量加速的ADMM译码算法
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作者 张冀 陈安民 冀保峰 《信号处理》 北大核心 2025年第7期1255-1263,共9页
交替方向乘子法(Alternating Direction Method of Multiplier,ADMM)因具有线性规划(Linear Programming,LP)译码条件约束的几何结构,同时利用了消息传递机制,被认为是一种第5代移动通信技术(5th Generation Mobile Communication Techn... 交替方向乘子法(Alternating Direction Method of Multiplier,ADMM)因具有线性规划(Linear Programming,LP)译码条件约束的几何结构,同时利用了消息传递机制,被认为是一种第5代移动通信技术(5th Generation Mobile Communication Technology,5G)低密度校验(Low Density Parity Check,LDPC)码新型优化译码算法。通过在LP译码模型的目标函数中引入惩罚项,基于ADMM的变量节点惩罚译码有效地减轻了非积分解,从而提高了误帧率(Frame Error Rate,FER)性能。尽管ADMM在许多实际应用中表现出色,其收敛速度较慢以及对初始条件和参数设置敏感的问题仍然限制了其在高维、实时性要求高的场景中的进一步应用。特别是在LDPC线性规划译码过程中,ADMM的交替更新机制容易导致优化路径振荡,且在处理非精确约束时表现不佳。针对ADMM算法收敛速度慢的问题,我们提出了一种新的优化算法,该算法将Nesterov动量加速方法与ADMM相结合,以解决ADMM对LDPC译码器错误修正能力和收敛效率的影响。算法通过动量项减少迭代次数将一个Nesterov加速格式从无约束复合优化问题推广到ADMM惩罚函数模型,利用ADMM算法将原问题的约束条件有效转化为目标函数的一部分,从而构造出无约束优化子问题;在此基础上,进一步采用Nesterov加速技术对梯度下降迭代过程进行改进,以提高收敛速度和求解精度。仿真实验使用了三种不同码率的5G LDPC短码。结果表明,相对于现有ADMM惩罚译码算法,所提出的基于动量加速的ADMM译码算法不仅有大约0.2 dB的信噪比增益,而且平均迭代次数也降低了20%左右,加快了收敛速度。 展开更多
关键词 线性规划译码 交替方向乘子法译码 动量加速 梯度下降
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基于DDPG-LQR的高超声速飞行器时间协同再入制导
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作者 宋志飞 吉月辉 +2 位作者 宋雨 刘俊杰 高强 《导弹与航天运载技术(中英文)》 北大核心 2025年第1期57-64,共8页
针对多高超声速飞行器协同作战的特点,提出一种基于深度策略性梯度和线性二次型调节器(Deep Deterministic Policy Gradient-Linear Quadratic Regulator,DDPG-LQR)的时间协同再入制导方案。首先,采用序列凸优化方法生成满足多个约束的... 针对多高超声速飞行器协同作战的特点,提出一种基于深度策略性梯度和线性二次型调节器(Deep Deterministic Policy Gradient-Linear Quadratic Regulator,DDPG-LQR)的时间协同再入制导方案。首先,采用序列凸优化方法生成满足多个约束的时间协同再入轨迹及其相应的稳态控制量,并且采用Radau伪谱法离散运动学方程,以提高轨迹优化离散精度。其次,采用线性二次型调节器(Linear Quadratic Regulator,LQR)跟踪时间协同再入轨迹。为了提高协同制导精度和制导效果,采用深度策略性梯度(Deep Deterministic Policy Gradient,DDPG)在线优化LQR的权重矩阵系数。在DDPG算法中,通过引入合适的奖励函数来提高算法的优化性能。仿真结果表明,在初始状态误差和不确定性的情况下,通过与传统的LQR控制器相比,本文所提出的协同制导方案具有更好的协同制导精度和制导效果。 展开更多
关键词 多高超声速飞行器 协同制导 序列凸优化 深度策略性梯度 线性二次型调节器
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基于融合XGBoost的变电工程造价数据预测算法 被引量:1
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作者 周波 刘云 +2 位作者 李维嘉 亓彦珣 王立功 《沈阳工业大学学报》 北大核心 2025年第3期317-323,共7页
【目的】传统电网变电工程造价预测方法通常依赖单一影响因子或线性假设模型,难以全面捕捉多因子间复杂的非线性关系,预测精度不足。此外,现有方法在处理高维度分类变量时面临维度爆炸或信息损失等问题,尤其在小样本数据场景下容易过拟... 【目的】传统电网变电工程造价预测方法通常依赖单一影响因子或线性假设模型,难以全面捕捉多因子间复杂的非线性关系,预测精度不足。此外,现有方法在处理高维度分类变量时面临维度爆炸或信息损失等问题,尤其在小样本数据场景下容易过拟合。因此,本文构建了一种能有效融合多源影响因子、适应非线性关系且在小样本数据中表现稳健的变电工程造价预测模型,为电网企业的投资决策提供更精准的技术支持。【方法】提出了一种基于均值编码(ME)并融合极端梯度提升框架(XGBoost)的变电工程造价预测模型(ME-XGB)。首先,从设备和材料、施工工艺、施工规模、地理环境及设计标准等多维度中提取13个关键影响因子,涵盖分类变量与连续变量。针对分类变量与造价间的非线性关系,利用均值编码进行特征工程处理,通过计算类别内目标变量即单位容量造价的均值并结合平滑因子,将分类变量转化为连续特征,既保留类别信息又避免维度爆炸。其次,利用XGBoost构建预测模型,通过集成多棵决策树逐步修正残差,并引入正则化项和超参数调优,提升模型泛化能力。实验选取某电网公司200个变电工程样本,随机划分为训练集(80%)与测试集(20%),以平均绝对误差(M_(AE))和拟合优度(R^(2))作为评价指标,与MK-TESM、BP神经网络和XGBoost模型的性能进行对比分析。【结果】ME-XGB模型在测试集上的预测精度显著优于对比模型。其M_(AE)中位数与均值分别为5和6.875,较MK-TESM、BP神经网络和XGBoost模型均有所降低。同时,ME-XGB模型的R^(2)值达到0.8579,远高于对比模型,表明该模型对数据变动的解释能力更强。此外,箱线图分析结果显示,ME-XGB模型的预测误差分布范围最窄,验证了该模型的稳定性更强。超参数调优结果表明,XGBoost模型的树深度和学习率等超参数设置有效平衡了模型复杂度与过拟合风险。【结论】ME-XGB模型通过均值编码解决了分类变量非线性表达与维度控制问题,结合XGBoost模型的集成学习能力,显著提升了小样本场景下的预测性能。ME-XGB模型在平均绝对误差、拟合优度及误差稳定性方面均优于对比模型,可为电网企业提供更可靠的造价预测。未来研究可进一步探索动态影响因子的建模,并结合迁移学习拓展模型在跨区域工程中的应用。 展开更多
关键词 变电工程 造价预测 非线性 影响因子 极端梯度提升 均值编码 融合框架 特征工程
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基于深度强化学习优化LQR的虚拟重联高速列车间隔控制方法
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作者 龚飞杰 上官伟 +2 位作者 宋鸿宇 敦旖晨 蔡伯根 《铁道学报》 北大核心 2025年第11期116-126,共11页
虚拟重联采用列车编队运行的方式,有效提升了运行效率,其中列车间隔控制问题是虚拟重联运行安全的重要保障。针对虚拟重联下列车的间隔控制问题,在构建的列车动力学模型和运行安全包络的基础上计算动态目标间隔,利用该动态间隔建立线性... 虚拟重联采用列车编队运行的方式,有效提升了运行效率,其中列车间隔控制问题是虚拟重联运行安全的重要保障。针对虚拟重联下列车的间隔控制问题,在构建的列车动力学模型和运行安全包络的基础上计算动态目标间隔,利用该动态间隔建立线性二次型调节器(LQR)列车间隔控制模型的状态方程,基于LQR的状态反馈控制律构建二次型优化模型,通过求解优化模型的Riccati方程得到控制量,并利用Lyapunov稳定性定理证明其闭环反馈控制的稳定性;进一步,为了解决因LQR控制器参数导致的间隔控制精度低问题,利用深度确定性策略梯度(DDPG)对LQR参数进行优化整定,搭建Actor-Critic优化控制参数网络,定义LQR参数为DDPG的动作,间隔控制误差为DDPG的状态,将间隔控制误差减小作为奖励增大的方向,通过迭代学习得到优化参数。使用武广高铁中的“咸宁北-赤壁北”区段的线路数据对所提方法进行仿真试验验证,并与模型预测控制(MPC)和滑模控制(SMC)进行对比。验证结果表明:LQR能够有效控制虚拟重联列车间隔运行,并在面对通信丢失的极端场景下仍然稳定控制间隔运行,在使用DDPG对LQR参数进行优化整定后,使得列车的间隔控制绝对误差下降了68.5%,且明显小于基于经验参数值的MPC、SMC、LQR,大幅度提升了列车间隔运行控制精度,进一步保障了列车运行安全并提升了运行效率。 展开更多
关键词 虚拟重联 间隔控制 深度确定性策略梯度 线性二次型调节器 控制参数优化
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压杆稳定的能量法视角及其在碳纳米管热屈曲中的应用
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作者 吴继业 黄坤 《力学季刊》 北大核心 2025年第1期211-221,共11页
压杆稳定是大学材料力学课程的重要组成部分,也是比较难讲述的部分.在经典材料力学理论中,临界载荷通过讨论屈曲状态下压杆的近似平衡微分方程的非零解条件得到.该方法简单但较抽象,且不便用于复杂工程稳定性问题的具体求解.为了使学生... 压杆稳定是大学材料力学课程的重要组成部分,也是比较难讲述的部分.在经典材料力学理论中,临界载荷通过讨论屈曲状态下压杆的近似平衡微分方程的非零解条件得到.该方法简单但较抽象,且不便用于复杂工程稳定性问题的具体求解.为了使学生更好地理解压杆稳定问题的含义及其处理方法,本文从虚功原理和最小势能原理出发,重新梳理了经典压杆稳定问题,并基于这一思路分析了碳纳米管在纵向温度线性梯度下的热屈曲问题,希望为压杆稳定问题的教学和研究提供新的思路,帮助学生更好地理解和掌握压杆稳定的概念和处理方法. 展开更多
关键词 材料力学 压杆稳定 能量原理 线性温度梯度 热屈曲 单壁碳纳米管
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