期刊文献+
共找到224篇文章
< 1 2 12 >
每页显示 20 50 100
Three-dimensional stochastic seepage field for embankment engineering
1
作者 Ya-jun WANG Wo-hua ZHANG +1 位作者 Chang-yu WU Da-chun REN 《Water Science and Engineering》 EI CAS 2009年第1期58-73,共16页
Owing to the complexity of geo-engineering seepage problems influenced by different random factors, three-dimensional simulation and analysis of the stochastic seepage field plays an important role in engineering appl... Owing to the complexity of geo-engineering seepage problems influenced by different random factors, three-dimensional simulation and analysis of the stochastic seepage field plays an important role in engineering applications. A three-dimensional anisotropic heterogeneous steady random seepage model was developed on the basis of the finite element method. A statistical analysis of the distribution characteristics of soil parameters sampled from the main embankment of the Yangtze River in the Southern Jingzhou zone of China was conducted. The Kolomogorov-Smirnov test verified the statistical hypothesis that the permeability coefficient tensor has a Gaussian distribution. With the help of numerical analysis of the stochastic seepage field using the developed model, various statistical and random characteristics of the stochastic seepage field of the main embankment of the Yangtze River in the Southern Jingzhou zone of China were investigated. The model was also examined with statistical testing. Through the introduction of random variation of the upstream and downstream water levels into the model, the effects of the boundary randomness due to variation of the downstream and upstream water levels on the variation of simulated results presented with a vector series of the random seepage field were analyzed. Furthermore, the combined influence of the variation of the soil permeability coefficient and such seepage resistance measures as the cut-off wall and relief ditch on the hydraulic head distribution was analyzed and compared with the results obtained by determinate analysis. Meanwhile, sensitivities of the hydraulic gradient and downstream exit height to the variation of boundary water level were studied. The validity of the simulated results was verified by stochastic testing and measured data. The developed model provides more detail and a full stochastic algorithm to characterize and analyze three-dimensional stochastic seepage field problems. 展开更多
关键词 anisotropic random seepage field three-dimensional seepage finite element method Monte Carlo simulation inhomogeneous permeability coefficient stochastic disturbance of hydraulic head boundary
在线阅读 下载PDF
Highly Thermo-Conductive Three-Dimensional Graphene Aqueous Medium 被引量:2
2
作者 Zheng Bo Chongyan Ying +7 位作者 Huachao Yang Shenghao Wu Jinyuan Yang Jing Kong Shiling Yang Yanguang Zhou Jianhua Yan Kefa Cen 《Nano-Micro Letters》 SCIE EI CAS CSCD 2020年第10期224-235,共12页
Highly thermo-conductive aqueous medium is a crucial premise to demonstrate high-performance thermal-related applications.Graphene has the diamond comparable thermal conductivity,while the intrinsic two-dimensional re... Highly thermo-conductive aqueous medium is a crucial premise to demonstrate high-performance thermal-related applications.Graphene has the diamond comparable thermal conductivity,while the intrinsic two-dimensional reality will result in strong anisotropic thermal conductivity and wrinkles or even crumples that significantly sacrifices its inherent properties in practical applications.One strategy to overcome this is to use three-dimensional(3D)architecture of graphene.Herein,3D graphene structure with covalent-bonding nanofins(3D-GS-CBF)is proposed,which is then used as the filler to demonstrate effective aqueous medium.The thermal conductivity and thermal conductivity enhancement efficiency of 3D-GS-CBF(0.26 vol%)aqueous medium can be as high as 2.61 W m-1 K-1 and 1300%,respectively,around six times larger than highest value of the existed aqueous mediums.Meanwhile,3D-GS-CBF can be stable in the solution even after 6 months,addressing the instability issues of conventional graphene networks.A multiscale modeling including non-equilibrium molecular dynamics simulations and heat conduction model is applied to interpret experimental results.3D-GS-CBF aqueous medium can largely improve the solar vapor evaporation rate(by 1.5 times)that are even comparable to the interfacial heating system;meanwhile,its cooling performance is also superior to commercial coolant in thermal management applications. 展开更多
关键词 three-dimensional graphene Thermo-conductive aqueous medium Multiscale modeling Solar thermal conversion Practical thermal management
在线阅读 下载PDF
THEORY OF STOCHASTIC MEDIUM AND ITS APPLICATION IN SURFACE SUBSIDENCE DUE TO EXCAVATION 被引量:2
3
作者 Liu Baochen 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 1992年第3期17-24,共8页
Research on the stochastic theory and its application have been conducted in China for 40 years.This paper emphasizes on the basic theory of stochastic medium and its practice in predicting the ground movements and de... Research on the stochastic theory and its application have been conducted in China for 40 years.This paper emphasizes on the basic theory of stochastic medium and its practice in predicting the ground movements and deformations induced by underground and open pit mining,near surface excavation of tunnel and so on. 展开更多
关键词 stochastic medium ground surface movement rock deformation mining and excavation
在线阅读 下载PDF
Reflection for three-dimensional plane waves in triclinic crystalline medium
4
作者 Amares Chattopadhyay 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2007年第10期1309-1318,共10页
The propagation of three-dimensional plane waves at a traction free boundary of a half-space composed of triclinic crystalline material is discussed. A method has been developed to find the analytical expressions of a... The propagation of three-dimensional plane waves at a traction free boundary of a half-space composed of triclinic crystalline material is discussed. A method has been developed to find the analytical expressions of all the three phase velocities of quasi-P (qP), quasi-SV (qSV) and quasi-SH (qSH) in three dimensions. Closed form expressions in three dimensions for the amplitude ratios of reflection coefficients of qP, qSV and qSH waves in a triclinic medium are obtained. These expressions are used for numerically studying the variation of the reflection coetticients with the angle of incidence. The graphs are drawn for different polar angle and azimuth. Numerical results presented indicate that the anisotropy affect the reflection coetticients significantly in the three dimensional case compared to the two-dimensional case. 展开更多
关键词 three-dimensional polar angle AZIMUTH REFLECTION triclinic medium quasi-P quasi-SV quasi-SH waves
在线阅读 下载PDF
THREE-DIMENSIONAL STATIC ANALYSES FOR FGM PLATES WITH MEDIUM COMPONENTS AND DIFFERENT NET STRUCTURES
5
作者 Hongmei Cheng Zhiyuan Cao 《Acta Mechanica Solida Sinica》 SCIE EI 2010年第2期167-174,共8页
A new microelement method for the analyses of functionally graded structures was proposed. The key of this method is the maneuverable combination of two kinds of elements. Firstly, the macro elements are divided from ... A new microelement method for the analyses of functionally graded structures was proposed. The key of this method is the maneuverable combination of two kinds of elements. Firstly, the macro elements are divided from the functionally graded material structures by the normal finite elements. In order to reflect the functionally graded distributions of materials and the microconstitutions in each macro-element, the microelement method sets up the dense microelements in every macro-element, and translates nodes to the same as the normal finite elements by the degrees of freedom of all microelemental the compatibility conditions. This microelement method can fully reflect the micro constitutions and different components of materials, and its computational elements are the same as the normal finite elements, so it is an effective numerical method for the analyses of the functionally graded material structures. The three-dimensional analyses of functionally graded plates with medium components and different micro net structures are given by using the microelement method in this paper. The differences of the stress contour in the plane of functionally graded plates with different net microstructures are especially given in this paper. 展开更多
关键词 functionally graded materials medium components different net structures three-dimensional analyses microelement method span-scale analyses
在线阅读 下载PDF
THE ERGODICITY OF STOCHASTIC GENERALIZED POROUS MEDIA EQUATIONS WITH LVY JUMP 被引量:2
6
作者 周国立 侯振挺 《Acta Mathematica Scientia》 SCIE CSCD 2011年第3期925-933,共9页
In this article,we first prove the existence and uniqueness of the solution to the stochastic generalized porous medium equation perturbed by Lévy process,and then show the exponential convergence of(pt)t≥0 to... In this article,we first prove the existence and uniqueness of the solution to the stochastic generalized porous medium equation perturbed by Lévy process,and then show the exponential convergence of(pt)t≥0 to equilibrium uniform on any bounded subset in H. 展开更多
关键词 stochastic porous medium equation Lévy processes ERGODICITY
在线阅读 下载PDF
Darcy–Forchheimer Three-Dimensional Flow of Williamson Nanofluid over a Convectively Heated Nonlinear Stretching Surface 被引量:4
7
作者 Tasawar Hayat Arsalan Aziz +1 位作者 Taseer Muhammad Ahmed Alsaedi 《Communications in Theoretical Physics》 SCIE CAS CSCD 2017年第9期387-394,共8页
The present study elaborates three-dimensional flow of Williamson nanoliquid over a nonlinear stretchable surface. Fluid flow obeys Darcy–Forchheimer porous medium. A bidirectional nonlinear stretching surface genera... The present study elaborates three-dimensional flow of Williamson nanoliquid over a nonlinear stretchable surface. Fluid flow obeys Darcy–Forchheimer porous medium. A bidirectional nonlinear stretching surface generates the flow. Convective surface condition of heat transfer is taken into consideration. Further the zero nanoparticles mass flux condition is imposed at the boundary. Effects of thermophoresis and Brownian diffusion are considered. Assumption of boundary layer has been employed in the problem formulation. Convergent series solutions for the nonlinear governing system are established through the optimal homotopy analysis method(OHAM). Graphs have been sketched in order to analyze that how the velocity, temperature and concentration distributions are affected by distinct emerging flow parameters. Skin friction coefficients and local Nusselt number are also computed and discussed. 展开更多
关键词 three-dimensional flow Williamson fluid nanoparticles Darcy-Forchheimer porous medium con-vective boundary condition nonlinear stretching surface
原文传递
Prestack seismic stochastic inversion based on statistical characteristic parameters 被引量:4
8
作者 Wang Bao-Li Lin Ying +1 位作者 Zhang Guang-Zhi Yin Xing-Yao 《Applied Geophysics》 SCIE CSCD 2021年第1期63-74,129,共13页
In the conventional stochastic inversion method,the spatial structure information of underground strata is usually characterized by variograms.However,effectively characterizing the heterogeneity of complex strata is ... In the conventional stochastic inversion method,the spatial structure information of underground strata is usually characterized by variograms.However,effectively characterizing the heterogeneity of complex strata is difficult.In this paper,multiple parameters are used to fully explore the underground formation information in the known seismic reflection and well log data.The spatial structure characteristics of complex underground reservoirs are described more comprehensively using multiple statistical characteristic parameters.We propose a prestack seismic stochastic inversion method based on prior information on statistical characteristic parameters.According to the random medium theory,this method obtains several statistical characteristic parameters from known seismic and logging data,constructs a prior information model that meets the spatial structure characteristics of the underground strata,and integrates multiparameter constraints into the likelihood function to construct the objective function.The very fast quantum annealing algorithm is used to optimize and update the objective function to obtain the fi nal inversion result.The model test shows that compared with the traditional prior information model construction method,the prior information model based on multiple parameters in this paper contains more detailed stratigraphic information,which can better describe complex underground reservoirs.A real data analysis shows that the stochastic inversion method proposed in this paper can effectively predict the geophysical characteristics of complex underground reservoirs and has a high resolution. 展开更多
关键词 prior information random medium theory statistical characteristic parameters stochastic inversion very fast quantum annealing
在线阅读 下载PDF
The Stochastic Stability of a Viscoelastic Cable with Small Sag
9
作者 李映辉 彭荣强 高庆 《Journal of Modern Transportation》 2001年第1期59-66,共8页
In this paper, the almost sure stability of a viscoelastic cable subjected to an initial stress on the uniform cross section is studied. The constitutive of the cable material is assumed to be the hereditary integral ... In this paper, the almost sure stability of a viscoelastic cable subjected to an initial stress on the uniform cross section is studied. The constitutive of the cable material is assumed to be the hereditary integral type, the relaxation kernels of which are represented by the sums of exponents. The initial stress and the damping coefficientto the environment and also relaxation kernel coefficients are a random wide band stationary process. The partial differential integral equation of motion is derived first. Then by applying Galerkins method, the governing equation is reduced to a set of second order differential integral equations. Based on the Liapunovs direct method, sufficient conditions for almost sure stability of viscoelstic cable are obtained. 展开更多
关键词 stochastic stability viscoelastic medium mechanics cables
在线阅读 下载PDF
COUPLING MODEL OF TWO PHASE FLOW IN A FRACTURE-ROCK MATRIX SYSTEM AND ITS STOCHASTIC FEATURE ANALYSIS
10
作者 王经明 李竞生 +1 位作者 高智联 杨保禹 《Journal of Coal Science & Engineering(China)》 1998年第1期5-10,共6页
This study is concerned with developing a two-dimensional two-phase model that simulate the movement of non-aqueous phase liquid (NAPL) in a fracture-rock matrix system. The intrinsic permeability and the fracture ape... This study is concerned with developing a two-dimensional two-phase model that simulate the movement of non-aqueous phase liquid (NAPL) in a fracture-rock matrix system. The intrinsic permeability and the fracture aperture are represented in the model via its KarhunenLoeve expansion. Other parameters and the nodal unknowns, water saturations and water pressures, are represented by their stochastic spectral expansions. The errors resulting from truncation of Karhunen - Loeve and polynomial chaos expansions to a finite number of terms are analyzed. The eigenvalues of stochastic process is found out for any point in the special domain of the problem at any instant in time. 展开更多
关键词 discrete dual medium TWO-PHASE flow coupling model stochastic process
在线阅读 下载PDF
The numerical simulation for a 3D two-phase anisotropic medium based on BISQ model 被引量:4
11
作者 王者江 何樵登 王德利 《Applied Geophysics》 SCIE CSCD 2008年第1期24-34,共11页
Biot-flow and squirt-flow are the two most important fluid flow mechanisms in porous media containing fluids. Based on the BISQ (Biot-Squirt) model where the two mechanisms are treated simultaneously, the elastic wa... Biot-flow and squirt-flow are the two most important fluid flow mechanisms in porous media containing fluids. Based on the BISQ (Biot-Squirt) model where the two mechanisms are treated simultaneously, the elastic wave-field simulation in the porous medium is limited to two-dimensions and two-components (2D2C) or two-dimensions and three-components (2D3C). There is no previous report on wave simulation in three- dimensions and three-components. Only through three dimensional numerical simulations can we have an overall understanding of wave field coupling relations and the spatial distribution characteristics between the solid and fluid phases in the dual-phase anisotropic medium. In this paper, based on the BISQ equation, we present elastic wave propagation in a three dimensional dual-phase anisotropic medium simulated by the staggered-grid high-order finite-difference method. We analyze the resulting wave fields and show that the results are an improvement. 展开更多
关键词 BISQ model three-dimension numerical simulation staggered grid two-phase anisotropic medium.
在线阅读 下载PDF
Coherence of a Chain of Chaotic Oscillators in a Nonlinear Gyrotropic Medium
12
作者 A.Ugulava L.Chotorlishvili +1 位作者 V.Skrinnikolv G.Mchedlishvili 《Communications in Theoretical Physics》 SCIE CAS CSCD 2008年第12期1381-1386,共6页
We investigate the generalized Kuhn's model, namely, a chain of nonlinear chaotic oscillators describing a nonlinear gyrotropic medium. It is shown that despite the chaotic behavior of separate oscillators the chain ... We investigate the generalized Kuhn's model, namely, a chain of nonlinear chaotic oscillators describing a nonlinear gyrotropic medium. It is shown that despite the chaotic behavior of separate oscillators the chain preserves some coherency as a whole. The relation between the chain synchronization and the physical properties of a random mean field is established. 展开更多
关键词 dynamical stochasticity gyrotropic medium
在线阅读 下载PDF
基于随机介质理论的偏压隧道地表沉降预测方法 被引量:5
13
作者 周鹏远 宋战平 +2 位作者 王军保 张玉伟 田小旭 《岩土工程学报》 北大核心 2025年第3期589-598,共10页
隧道开挖引起地表沉降的各种预测方法均假定隧道收敛模式为对称形式,忽略了隧道非对称收敛的影响。为对偏压隧道引起地表沉降进行预测,提出了一种新的隧道偏压收敛模式,定义了相应的偏压参数θ,γ1,γ3,基于随机介质理论,利用坐标变换... 隧道开挖引起地表沉降的各种预测方法均假定隧道收敛模式为对称形式,忽略了隧道非对称收敛的影响。为对偏压隧道引起地表沉降进行预测,提出了一种新的隧道偏压收敛模式,定义了相应的偏压参数θ,γ1,γ3,基于随机介质理论,利用坐标变换和二重积分的数值化处理,得到了偏压隧道引起地表沉降的预测模型;通过实际工程案例,验证了该方法的适用性,并分析了相关参数对地表沉降的影响规律。提出的预测模型将传统对称收敛模式拓展至非对称情况,能很好预测地表沉降的非对称趋势,且更接近实际案例的监测数值。 展开更多
关键词 偏压隧道 地表沉降预测 隧道收敛模式 随机介质理论
原文传递
蒙特卡罗中子物理计算代理模型研究
14
作者 王毅箴 王迎飞 +3 位作者 崔梦蕾 郭炯 张汉 李富 《哈尔滨工程大学学报》 北大核心 2025年第4期667-674,共8页
针对蒙特卡罗中子物理计算代理模型建模中输出响应的随机效应处理问题,本文研究了基于随机Kriging方法的蒙特卡罗中子物理计算代理模型建模方法。以球型燃料元件的单球无穷介质下的有效增殖因子kinf计算不确定性量化问题为研究对象,基... 针对蒙特卡罗中子物理计算代理模型建模中输出响应的随机效应处理问题,本文研究了基于随机Kriging方法的蒙特卡罗中子物理计算代理模型建模方法。以球型燃料元件的单球无穷介质下的有效增殖因子kinf计算不确定性量化问题为研究对象,基于中子物理蒙特卡罗程序OpenMC提供的有限个计算结果,建立用于替代OpenMC预测无穷介质下的有效增殖因子的随机Kriging代理模型,并将该模型用于单球kinf计算不确度性量化。结果表明:随机Kriging代理模型预测的kinf相较于OpenMC计算结果具有偏差在±85×10^(-5)以内,具有较高的预测精度。无穷介质下的有效增殖因子的经验概率分布与采用OpenMC计算的结果保持较高的一致性,并且kinf的各项统计量具有一致的估计结果。本文模型可处理蒙特卡罗中子物理计算输出响应中的随机效应,建立的代理模型能够应用于蒙特卡罗中子物理计算不确定性分析中以有效减少计算代价。 展开更多
关键词 蒙特卡罗中子计算 随机Kriging方法 代理建模 抽样统计不确定性分析 无穷介质下的有效增殖因子
在线阅读 下载PDF
基于土壤分形的探地雷达三维随机介质建模
15
作者 郭昰龙 鹿琪 +1 位作者 刘四新 梁文婧 《地球物理学进展》 北大核心 2025年第5期2201-2210,共10页
探地雷达(Ground Penetrating Radar,GPR)已经被广泛的应用于土壤结构、土壤含水量和土壤质地的探测中.本文利用土壤分形特征建立三维随机介质模型,并进行GPR正演模拟.随机介质的非均匀性由三维分形布朗运动(Fractal Brownian Motion,F... 探地雷达(Ground Penetrating Radar,GPR)已经被广泛的应用于土壤结构、土壤含水量和土壤质地的探测中.本文利用土壤分形特征建立三维随机介质模型,并进行GPR正演模拟.随机介质的非均匀性由三维分形布朗运动(Fractal Brownian Motion,FBM)谱密度函数来描述,并着重讨论了Hurst指数和尺度系数对模型的影响.Hurst指数是FBM的一个重要指标,它反映了介质的光滑以及扰动程度,同时Hurst指数也被用来描述土壤的自相似性,即分形程度.土壤含水量(Soil Water Content,SWC)是影响土壤介质异质性的关键因素,土壤介电性质也取决于SWC.因此,本文利用SWC数据通过R/S分析法获得Hurst指数.最后,通过有限时域差分法(Finite-Difference Time-Domain,FDTD)对建立的三维随机介质模型进行了GPR正演模拟.模拟结果表明,本文提出的基于土壤分形的随机介质建模方法可为GPR土壤探测提供有效的建模工具. 展开更多
关键词 探地雷达 土壤分形 三维随机介质 HURST指数 R/S分析
原文传递
Predictions of ground surface settlement for shield tunnels in sandy cobble stratum based on stochastic medium theory and empirical formulas 被引量:1
16
作者 Fan Wang Xiuli Du Pengfei Li 《Underground Space》 SCIE EI CSCD 2023年第4期189-203,共15页
This paper focuses on the prediction of ground surface settlement induced by shield tunnelling in sandy cobble stratum.Based on the stochastic medium theory,an analytical solution to predict the surface settlement is ... This paper focuses on the prediction of ground surface settlement induced by shield tunnelling in sandy cobble stratum.Based on the stochastic medium theory,an analytical solution to predict the surface settlement is developed considering the difference between soil and tunnel volume loss.Then,the effects of tunnel geometries,influence angle and volume loss on the characteristics of surface settlement are discussed.Through back analysis,a total of 103 groups of field monitoring data of surface settlement induced by shield tunnelling in sandy cobble stratum are examined to investigate the statistical characteristics of the maximum settlement,settlement trough width and volume loss.An empirical prediction is presented based on the results of back analysis.Finally,the analytical solution and empirical expression are validated by the comparisons with the results of model tests and field monitoring.Results show that the soil at ground surface has an overall dilative response for most of the shield tunnelling in sandy cobble stratum.In addition,the developed analytical solution is applicable and reasonable for surface settlement prediction.Meanwhile,the proposed empirical formula also shows good per-formance in some cases,providing an approach or a reference for engineering designers to preliminarily evaluate the surface settlement. 展开更多
关键词 Shield tunnelling Sandy cobble stratum Ground surface settlement stochastic medium theory Empirical formulas
在线阅读 下载PDF
近距离双孔隧道地表沉降预测与应用 被引量:1
17
作者 李晓峰 王炳华 +1 位作者 徐建航 张先萌 《岩土工程技术》 2025年第3期353-360,共8页
预测近距离双孔地铁隧道施工时地表沉降位移及变形,对于预防施工过程中地表沉降所引发的动态灾害具有重要意义。对随机介质理论进行研究,综合考虑隧道断面收敛模式、隧道空间位置和隧道不同断面类型的情况,提出了随机介质理论优化算法... 预测近距离双孔地铁隧道施工时地表沉降位移及变形,对于预防施工过程中地表沉降所引发的动态灾害具有重要意义。对随机介质理论进行研究,综合考虑隧道断面收敛模式、隧道空间位置和隧道不同断面类型的情况,提出了随机介质理论优化算法。结合三个工程案例对比分析隧道施工中沉降监测数据与理论预测值的准确性。研究表明:随机介质理论优化算法适用条件为间跨比(L/B)小于7;优化算法预测曲线与沉降监测曲线变化趋势及最大沉降位置基本一致,理论预测曲线沉降槽宽度与沉降监测曲线沉降槽宽度基本吻合,具有良好的一致性,可以为工程提供一定参考。 展开更多
关键词 地铁隧道 近距离双孔隧道 地表沉降 随机介质理论
在线阅读 下载PDF
浅埋偏压大跨度隧道洞口段地表沉降预测公式适用性研究 被引量:1
18
作者 周长新 王怡凡 +2 位作者 李霞 钟海龙 李祥 《市政技术》 2025年第3期192-201,共10页
地表沉降预测公式是判断隧道进洞安全稳定性,防止地表不均匀沉陷和开裂的可靠手段,也是预测浅埋偏压大跨度隧道洞口段地表沉降的重要方法。基于浅埋偏压大跨度隧道洞口段地表沉降实测数据,采用参数反分析的方法,对地表沉降预测公式的适... 地表沉降预测公式是判断隧道进洞安全稳定性,防止地表不均匀沉陷和开裂的可靠手段,也是预测浅埋偏压大跨度隧道洞口段地表沉降的重要方法。基于浅埋偏压大跨度隧道洞口段地表沉降实测数据,采用参数反分析的方法,对地表沉降预测公式的适用性进行了研究。研究结果表明:浅埋偏压大跨度隧道洞口段地表沉降曲线并非沿隧道中线对称,这与地形地貌、地质条件、岩层走向、施工工序等因素有关;采用Peck经验公式预测浅埋偏压大跨度隧道洞口段地表沉降时,需修正沉降槽宽度系数和沉降槽中心位置,而采用随机介质理论则无需修正,但由于其假定隧道收敛面积等于地表沉降槽面积,因此其预测精度较低,沉降槽计算结果呈扁平状;相比于Peck经验公式,随机介质理论可以预测隧道施工全过程地表沉降情况,且可以评估隧道支护结构的安全稳定性。因此,为确保隧道支护结构安全稳定,应根据隧道变形实测数据,采用随机介质理论进行地表沉降计算。 展开更多
关键词 浅埋偏压隧道 地表沉降预测 沉降槽 Peck经验公式 随机介质理论 反分析
在线阅读 下载PDF
基于多模型软测量的煤炭重选灰分在线测量方法
19
作者 高平小 温占稳 +4 位作者 陈万博 孙银辉 刘红梅 杨勇 郭志宾 《洁净煤技术》 北大核心 2025年第S1期810-816,共7页
针对重介质分选过程中对象具有多变量耦合、非线性、多工况、时变性等复杂特征,且灰分难以在线检测、无法及时反馈给控制系统的问题,同时考虑到单一数据驱动模型难以处理涉及复杂工业生产过程的对象特征,导致模型预测精度和泛化性能不... 针对重介质分选过程中对象具有多变量耦合、非线性、多工况、时变性等复杂特征,且灰分难以在线检测、无法及时反馈给控制系统的问题,同时考虑到单一数据驱动模型难以处理涉及复杂工业生产过程的对象特征,导致模型预测精度和泛化性能不足的现状,提出一种基于加权K-means聚类的鲁棒随机配置网络(Robust stochastic configuration networks,RSCNs)的重介质灰分多模型软测量建模方法。首先,考虑到样本各维特征对聚类的影响差异,用加权K-means聚类算法划分数据集,得到样本子集;其次,将各个样本子集分别用RSCNs算法进行训练,建立重介质灰分预测子模型;最后,融合各个子模型的预测值得到最终输出。工业过程数据验证结果表明,该模型能够准确地预测灰分。 展开更多
关键词 多模型 重介质分选 灰分 加权K-means聚类 鲁棒随机配置网络
在线阅读 下载PDF
基于随机配置网络的重介质悬浮液密度鲁棒软测量方法
20
作者 彭启月 楚宁馨 +2 位作者 刘小庆 周佳奕 蔺楚仪 《工矿自动化》 北大核心 2025年第8期95-101,116,共8页
针对现有重介质悬浮液密度测量方法易受异常值影响等问题,提出了一种基于随机配置网络(SCN)的重介质悬浮液密度鲁棒软测量方法。基于SCN模型的近似误差来增量配置具有约束随机参数的隐藏节点,确认输入权重及输入偏置;采用具有厚尾特性的... 针对现有重介质悬浮液密度测量方法易受异常值影响等问题,提出了一种基于随机配置网络(SCN)的重介质悬浮液密度鲁棒软测量方法。基于SCN模型的近似误差来增量配置具有约束随机参数的隐藏节点,确认输入权重及输入偏置;采用具有厚尾特性的Laplace分布建模输出测量噪声,结合期望最大化(EM)算法估计输出权重,提升模型在异常值干扰下的鲁棒性。针对传统SCN监督机制中残差变量易受到负面影响,导致监督机制约束能力减弱的问题,提出了一种基于Laplace分布的增量式鲁棒随机配置网络(IRSCN),通过惩罚权重对SCN的监督机制进行加权,进一步抑制数据异常值对隐藏节点随机参数选择的干扰。实验结果表明:对比同类型鲁棒模型RANSAC−SCN,IRSCN在最大延迟响应、平均延迟响应与训练时间上均有优势,表明IRSCN的实时性更优,计算效率更高;在数据中存在异常值污染的情况下,IRSCN的RMSE平均值显著低于RANSAC−SCN与SCN,其整体误差水平最低;IRSCN在真实数据集上的误差明显小于其余模型,且能够更准确稳定地捕捉到重介质悬浮液密度的真实变化趋势。 展开更多
关键词 重介质选煤 悬浮液密度测量 随机配置网络 期望最大化算法 LAPLACE分布 监督机制
在线阅读 下载PDF
上一页 1 2 12 下一页 到第
使用帮助 返回顶部