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Forward gated-diode method for parameter extraction of MOSFETs
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作者 张辰飞 马晨月 +5 位作者 郭昕婕 张秀芳 何进 王国增 杨张 刘志伟 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2011年第2期23-27,共5页
The forward gated-diode method is used to extract the dielectric oxide thickness and body doping concentration of MOSFETs, especially when both of the variables are unknown previously. First, the dielectric oxide thic... The forward gated-diode method is used to extract the dielectric oxide thickness and body doping concentration of MOSFETs, especially when both of the variables are unknown previously. First, the dielectric oxide thickness and the body doping concentration as a function of forward gated-diode peak recombination-generation (R-G) current are derived from the device physics. Then the peak R-G current characteristics of the MOSFETs with different dielectric oxide thicknesses and body doping concentrations are simulated with ISE-Dessis for parameter extraction. The results from the simulation data demonstrate excellent agreement with those extracted from the forward gated-diode method. 展开更多
关键词 forward gated-diode method recombination-generation current parameter extraction MOSFETS
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Fast 2D forward modeling of electromagnetic propagation well logs using finite element method and data-driven deep learning
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作者 A.M.Petrov A.R.Leonenko +1 位作者 K.N.Danilovskiy O.V.Nechaev 《Artificial Intelligence in Geosciences》 2025年第1期85-96,共12页
We propose a novel workflow for fast forward modeling of well logs in axially symmetric 2D models of the nearwellbore environment.The approach integrates the finite element method with deep residual neural networks to... We propose a novel workflow for fast forward modeling of well logs in axially symmetric 2D models of the nearwellbore environment.The approach integrates the finite element method with deep residual neural networks to achieve exceptional computational efficiency and accuracy.The workflow is demonstrated through the modeling of wireline electromagnetic propagation resistivity logs,where the measured responses exhibit a highly nonlinear relationship with formation properties.The motivation for this research is the need for advanced modeling al-gorithms that are fast enough for use in modern quantitative interpretation tools,where thousands of simulations may be required in iterative inversion processes.The proposed algorithm achieves a remarkable enhancement in performance,being up to 3000 times faster than the finite element method alone when utilizing a GPU.While still ensuring high accuracy,this makes it well-suited for practical applications when reliable payzone assessment is needed in complex environmental scenarios.Furthermore,the algorithm’s efficiency positions it as a promising tool for stochastic Bayesian inversion,facilitating reliable uncertainty quantification in subsurface property estimation. 展开更多
关键词 PETROPHYSICS Electromagnetic propagation logging forward modeling Finite element method Residual neural networks
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Forward modeling of marine DC resistivity method for a layered anisotropic earth 被引量:2
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作者 殷长春 张平 蔡晶 《Applied Geophysics》 SCIE CSCD 2016年第2期279-287,417,共10页
Since the ocean bottom is a sedimentary environment wherein stratification is well developed, the use of an anisotropic model is best for studying its geology. Beginning with Maxwell's equations for an anisotropic mo... Since the ocean bottom is a sedimentary environment wherein stratification is well developed, the use of an anisotropic model is best for studying its geology. Beginning with Maxwell's equations for an anisotropic model, we introduce scalar potentials based on the divergence-free characteristic of the electric and magnetic (EM) fields. We then continue the EM fields down into the deep earth and upward into the seawater and couple them at the ocean bottom to the transmitting source. By studying both the DC apparent resistivity curves and their polar plots, we can resolve the anisotropy of the ocean bottom. Forward modeling of a high-resistivity thin layer in an anisotropic half-space demonstrates that the marine DC resistivity method in shallow water is very sensitive to the resistive reservoir but is not influenced by airwaves. As such, it is very suitable for oil and gas exploration in shallowwater areas but, to date, most modeling algorithms for studying marine DC resistivity are based on isotropic models. In this paper, we investigate one-dimensional anisotropic forward modeling for marine DC resistivity method, prove the algorithm to have high accuracy, and thus provide a theoretical basis for 2D and 3D forward modeling. 展开更多
关键词 Electrical anisotropy Marine DC resistivity method forward modeling Field continuation algorithm
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Three-dimensional forward modeling for the SBTEM method using an unstructured fi nite-element method 被引量:4
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作者 Wang Lu-Yuan Yin Chang-Chun +5 位作者 Liu Yun-He Su Yang Ren Xiu-Yan Hui Zhe-Jian Zhang Bo Xiong Bin 《Applied Geophysics》 SCIE CSCD 2021年第1期101-116,130,共17页
In this study,we propose a three-dimensional(3D)forward modeling algorithm of surface-to-borehole transient electromagnetic(SBTEM)fields based on an unstructured vector fi nite-element method to analyze the characteri... In this study,we propose a three-dimensional(3D)forward modeling algorithm of surface-to-borehole transient electromagnetic(SBTEM)fields based on an unstructured vector fi nite-element method to analyze the characteristics of SBTEM responses for complex geoelectrical models.To solve the double-curl diff usion equation for the electric fi eld,we use an unstructured tetrahedral mesh to discretize the model domain and select the unconditionally stable backward Euler scheme to discretize the time derivative.In our numerical experiments,we use a grounded wire as a transmitting source.After validating the algorithm’s eff ectiveness,we first analyze the diffusion characteristics and detectability of the electromagnetic field.After that,we focus our attention on the distribution and the cause of zero bands for Ex and dBy/dt components with the hope of guiding future field surveys.Finally,by simulating diff erent models,we analyze the capability of the SBTEM method in detecting typical mineral veins so that we can provide a reference for mineral resource exploration in the deep earth. 展开更多
关键词 Surface-to-borehole TEM forward modeling edge-based FE method unstructured grids zero bands
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Three-dimensional forward modeling for magnetotelluric sounding by finite element method 被引量:3
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作者 童孝忠 柳建新 +3 位作者 谢维 徐凌华 郭荣文 程云涛 《Journal of Central South University》 SCIE EI CAS 2009年第1期136-142,共7页
A finite element algorithm combined with divergence condition was presented for computing three-dimensional(3D) magnetotelluric forward modeling. The finite element equation of three-dimensional magnetotelluric forwar... A finite element algorithm combined with divergence condition was presented for computing three-dimensional(3D) magnetotelluric forward modeling. The finite element equation of three-dimensional magnetotelluric forward modeling was derived from Maxwell's equations using general variation principle. The divergence condition was added forcedly to the electric field boundary value problem, which made the solution correct. The system of equation of the finite element algorithm was a large sparse, banded, symmetric, ill-conditioned, non-Hermitian complex matrix equation, which can be solved using the Bi-CGSTAB method. In order to prove correctness of the three-dimensional magnetotelluric forward algorithm, the computed results and analytic results of one-dimensional geo-electrical model were compared. In addition, the three-dimensional magnetotelluric forward algorithm is given a further evaluation by computing COMMEMI model. The forward modeling results show that the algorithm is very efficient, and it has a lot of advantages, such as the high precision, the canonical process of solving problem, meeting the internal boundary condition automatically and adapting to all kinds of distribution of multi-substances. 展开更多
关键词 magnetotelluric sounding three-dimensional forward modeling finite element method general variation principle divergence condition
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Three-dimensional land FD-CSEM forward modeling using edge finite-element method 被引量:3
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作者 LIU Jian-xin LIU Peng-mao TONG Xiao-zhong 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第1期131-140,共10页
A modeling tool for simulating three-dimensional land frequency-domain controlled-source electromagnetic surveys,based on a finite-element discretization of the Helmholtz equation for the electric fields,has been deve... A modeling tool for simulating three-dimensional land frequency-domain controlled-source electromagnetic surveys,based on a finite-element discretization of the Helmholtz equation for the electric fields,has been developed.The main difference between our modeling method and those previous works is edge finite-element approach applied to solving the three-dimensional land frequency-domain electromagnetic responses generated by horizontal electric dipole source.Firstly,the edge finite-element equation is formulated through the Galerkin method based on Helmholtz equation of the electric fields.Secondly,in order to check the validity of the modeling code,the numerical results are compared with the analytical solutions for a homogeneous half-space model.Finally,other three models are simulated with three-dimensional electromagnetic responses.The results indicate that the method can be applied for solving three-dimensional electromagnetic responses.The algorithm has been demonstrated,which can be effective to modeling the complex geo-electrical structures.This efficient algorithm will help to study the distribution laws of3-D land frequency-domain controlled-source electromagnetic responses and to setup basis for research of three-dimensional inversion. 展开更多
关键词 three-dimensional model frequency-domain electromagnetic method horizontal electric dipole forward modeling edge finite-element
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Finite difference time domain method forward simulation of complex geoelectricity ground penetrating radar model 被引量:5
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作者 戴前伟 冯德山 何继善 《Journal of Central South University of Technology》 EI 2005年第4期478-482,共5页
The ground penetrating radar(GPR) forward simulation all aims at the singular and regular models, such as sandwich model, round cavity, square cavity, and so on, which are comparably simple. But as to the forward of c... The ground penetrating radar(GPR) forward simulation all aims at the singular and regular models, such as sandwich model, round cavity, square cavity, and so on, which are comparably simple. But as to the forward of curl interface underground or “v” figure complex model, it is difficult to realize. So it is important to forward the complex geoelectricity model. This paper takes two Maxwell’s vorticity equations as departure point, makes use of the principles of Yee’s space grid model theory and the basic principle finite difference time domain method, and deduces a GPR forward system of equation of two dimensional spaces. The Mur super absorbed boundary condition is adopted to solve the super strong reflection on the interceptive boundary when there is the forward simulation. And a self-made program is used to process forward simulation to two typical geoelectricity model. 展开更多
关键词 ground penetrating radar finite difference time domain method forward simulation ideal frequency dispersion relationship
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A Modified Back/Forward Sweep Method Based on the Electricity Consumption Data 被引量:1
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作者 Yanlu Huang Yan Li +2 位作者 Feng Chen Xu Zheng Jing Tang 《Energy and Power Engineering》 2017年第4期176-182,共7页
With the development of distribution automation system, the centralized meter reading system has been adopted more and more extensively, which provides real-time electricity consumption data of end-users, and conseque... With the development of distribution automation system, the centralized meter reading system has been adopted more and more extensively, which provides real-time electricity consumption data of end-users, and consequently lays foundation for operating condition on-line analysis of distribution network. In this paper, a modified back/forward sweep method, which directly uses real-time electricity consumption data acquired from the centralized meter reading system, is proposedto realize voltage analysis based on 24-hour electricity consumption data of a typical transformer district. Furthermore, the calculated line losses are verified through data collected from the energy metering of the distribution transformer, illustrating that the proposed method can be applied in analyzing voltage level and discovering unknown energy losses, which will lay foundation for on-line analysis, calculation and monitoring of power distribution network. 展开更多
关键词 LOW-VOLTAGE Distribution Network Back/forward SWEEP method ELECTRICITY CONSUMPTION DATA On-Line Analysis and Calculation
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A Gravity Forward Modeling Method based on Multiquadric Radial Basis Function 被引量:1
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作者 LIU Yan LV Qingtian +4 位作者 HUANG Yao SHI Danian MENG Guixiang YAN Jiayong ZHANG Yongqian 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2021年第S01期62-64,共3页
It is one of the most important part to build an accurate gravity model in geophysical exploration.Traditional gravity modelling is usually based on grid method,such as difference method and finite element method wide... It is one of the most important part to build an accurate gravity model in geophysical exploration.Traditional gravity modelling is usually based on grid method,such as difference method and finite element method widely used.Due to self-adaptability lack of division meshes and the difficulty of high-dimensional calculation. 展开更多
关键词 geophysical exploration gravity forward modeling mesh-free method radial basis function
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3D forward modeling and response characteristics of low-resistivity overburden of the CFS-PML absorbing boundary for ground-well transient electromagnetic method 被引量:1
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作者 Lijuan Zhao Mingzhong Gao +3 位作者 Nengzhong Lei Hongfei Duan Weizhong Qiu Zhaoying Chen 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2023年第12期1541-1550,共10页
This study used the stable and convergent Dufort-Frankel method to differentially discretize the diffusion equation of the ground-well transient electromagnetic secondary field.The absorption boundary condition of com... This study used the stable and convergent Dufort-Frankel method to differentially discretize the diffusion equation of the ground-well transient electromagnetic secondary field.The absorption boundary condition of complex frequency-shifted perfectly matched layer(CFS-PML)was used for truncation so that the low-frequency electromagnetic wave can be better absorbed at the model boundary.A typical three-dimensional(3D)homogeneous half-space model was established and a low-resistivity cube model was analyzed under the half-space condition.The response patterns and drivers of the low-resistivity cube model were discussed under the influence of a low-resistivity overburden.The absorption boundary conditions of CFS-PML significantly affected the low-frequency electromagnetic waves.For a low-resistivity cube around the borehole,its response curve exhibited a single-peak,and the extreme point of the curve corresponded to the center of the low-resistivity body.When the low-resistivity cube was directly below the borehole,the response curve showed three extreme values(two high and one low),with the low corresponding to the center of the low-resistivity body.The total field response of the low-resistivity overburden was stronger than that of the uniform half-space model due to the low-resistivity shielding effect of electromagnetic waves.When the receiving-transmitting distance gradually increased,the effect of the low-resistivity overburden was gradually weakened,and the response of the low-resistivity cube was strengthened.It was affected by the ratio of the overburden resistivity to the resistivity of the low-resistivity body. 展开更多
关键词 Ground-well transient electromagnetic method CFS-PML boundary condition 3D forward modeling Low-resistivity overburden
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Solution of scattering from rough surface with a 2D target above it by a hybrid method based on the reciprocity theorem and the forward-backward method 被引量:4
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作者 王运华 张彦敏 +1 位作者 贺明霞 郭立新 《Chinese Physics B》 SCIE EI CAS CSCD 2008年第10期3696-3703,共8页
This paper proposes a hybrid method based on the forward-backward method (FBM) and the reciprocity theorem (RT) for evaluating the scattering field from dielectric rough surface with a 2D target above it. Here, th... This paper proposes a hybrid method based on the forward-backward method (FBM) and the reciprocity theorem (RT) for evaluating the scattering field from dielectric rough surface with a 2D target above it. Here, the equivalent electric/magnetic current densities on the rough surface as well as the scattering field from it are numerically calculated by FBM, and the scattered field from the isolated target is obtained utilizing the method of moments (MOM). Meanwhile, the rescattered coupling interactions between the target and the surface are evaluated employing the combination of FBM and RT. Our hybrid method is first validated by available MOM results. Then, the functional dependences of bistatic and monostatic scattering from the target above rough surface upon the target altitude, incident and scattering angles are numerically simulated and discussed. This study presents a numerical description for the scattering mechanism associated with rescattered coupling interactions between a target and an underlying randomly rough surface. 展开更多
关键词 forward-backward method reciprocity theorem 2D target rough surface SCATTERING
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Time-Domain Higher-Order Boundary Element Method for Simulating High Forward-Speed Ship Motions in Waves
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作者 ZHOU Xiao-guo CHENG Yong PAN Su-yong 《China Ocean Engineering》 SCIE EI CSCD 2024年第5期904-914,共11页
The hydrodynamic performance of a high forward-speed ship in obliquely propagating waves is numerically examined to assess both free motions and wave field in comparison with a low forward-speed ship.This numerical mo... The hydrodynamic performance of a high forward-speed ship in obliquely propagating waves is numerically examined to assess both free motions and wave field in comparison with a low forward-speed ship.This numerical model is based on the time-domain potential flow theory and higher-order boundary element method,where an analytical expression is completely expanded to determine the base-unsteady coupling flow imposed on the moving condition of the ship.The ship in the numerical model may possess different advancing speeds,i.e.stationary,low speed,and high speed.The role of the water depth,wave height,wave period,and incident wave angle is analyzed by means of the accurate numerical model.It is found that the resonant motions of the high forward-speed ship are triggered by comparison with the stationary one.More specifically,a higher forward speed generates a V-shaped wave region with a larger elevation,which induces stronger resonant motions corresponding to larger wave periods.The shoaling effect is adverse to the motion of the low-speed ship,but is beneficial to the resonant motion of the high-speed ship.When waves obliquely propagate toward the ship,the V-shaped wave region would be broken due to the coupling effect between roll and pitch motions.It is also demonstrated that the maximum heave motion occurs in beam seas for stationary cases but occurs in head waves for high speeds.However,the variation of the pitch motion with period is hardly affected by wave incident angles. 展开更多
关键词 high forward speed oblique incident waves ship motion higher-order boundary element method time domain wave field
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Iterative methods for a forward-backward heat equation in two-dimension
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作者 SUN Jie CHENG Xiao-liang 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2010年第1期101-111,共11页
A finite difference method is introduced to solve the forward-backward heat equation in two space dimensions. In this procedure, the backward and forward difference scheme in two subdomains and a coarse-mesh second-or... A finite difference method is introduced to solve the forward-backward heat equation in two space dimensions. In this procedure, the backward and forward difference scheme in two subdomains and a coarse-mesh second-order central difference scheme at the middle interface are used. Maximum norm error estimate for the procedure is derived. Then an iterative method based on domain decomposition is presented for the numerical scheme and the convergence of the given method is established. Then numerical experiments are presented to support the theoretical analysis. 展开更多
关键词 forward-backward heat equation coarse mesh iterative method.
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Employing the ForWaRD Method to Improve Resolution of Conventional OTDR for Application in SHM
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作者 Fatemeh Maasoumi Ali-Reza Bahrampour 《Journal of Electronic Science and Technology of China》 2010年第1期69-73,共5页
As a fiber sensor, optical time domain L reflectometer becomes more and more popular to measure parameters, such as strain and temperature in structural health monitoring (SHM) simultaneously. Since the accuracy of... As a fiber sensor, optical time domain L reflectometer becomes more and more popular to measure parameters, such as strain and temperature in structural health monitoring (SHM) simultaneously. Since the accuracy of range resolution in optical time domain reflectometer (OTDR) is determined by the pulse width of laser, the range resolution in order of centimeter is achieved by employing of picoseconds lasers which are not commercial. In this paper, to achieve this accuracy with conventional OTDR, Fourier wavelet regularized deconvolution (ForWaRD) method is employed to deconvolve and denoise the detected signal simultaneously. Simulations show that this method improves resolution of conventional OTDR system to the order of several centimeters. 展开更多
关键词 Fourier wavelet regularizeddeconvolution forward method optical time domainreflectometer (OTDR) structural health monitoring wavelet.
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3D anisotropic modeling and identification for airborne EM systems based on the spectral-element method 被引量:4
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作者 黄鑫 殷长春 +3 位作者 曹晓月 刘云鹤 张博 蔡晶 《Applied Geophysics》 SCIE CSCD 2017年第3期419-430,461,462,共14页
The airborne electromagnetic (AEM) method has a high sampling rate and survey flexibility. However, traditional numerical modeling approaches must use high-resolution physical grids to guarantee modeling accuracy, e... The airborne electromagnetic (AEM) method has a high sampling rate and survey flexibility. However, traditional numerical modeling approaches must use high-resolution physical grids to guarantee modeling accuracy, especially for complex geological structures such as anisotropic earth. This can lead to huge computational costs. To solve this problem, we propose a spectral-element (SE) method for 3D AEM anisotropic modeling, which combines the advantages of spectral and finite-element methods. Thus, the SE method has accuracy as high as that of the spectral method and the ability to model complex geology inherited from the finite-element method. The SE method can improve the modeling accuracy within discrete grids and reduce the dependence of modeling results on the grids. This helps achieve high-accuracy anisotropic AEM modeling. We first introduced a rotating tensor of anisotropic conductivity to Maxwell's equations and described the electrical field via SE basis functions based on GLL interpolation polynomials. We used the Galerkin weighted residual method to establish the linear equation system for the SE method, and we took a vertical magnetic dipole as the transmission source for our AEM modeling. We then applied fourth-order SE calculations with coarse physical grids to check the accuracy of our modeling results against a 1D semi-analytical solution for an anisotropic half-space model and verified the high accuracy of the SE. Moreover, we conducted AEM modeling for different anisotropic 3D abnormal bodies using two physical grid scales and three orders of SE to obtain the convergence conditions for different anisotropic abnormal bodies. Finally, we studied the identification of anisotropy for single anisotropic abnormal bodies, anisotropic surrounding rock, and single anisotropic abnormal body embedded in an anisotropic surrounding rock. This approach will play a key role in the inversion and interpretation of AEM data collected in regions with anisotropic geology. 展开更多
关键词 Spectral-element method ANISOTROPY frequency-domain AEM GLL interpolation basis function forward m odeling
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半航空频率域电磁法二维正反演研究
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作者 唐煜杰 岳云宝 +1 位作者 吴豪 王堃鹏 《物探化探计算技术》 2026年第1期78-86,共9页
笔者介绍了频域半航空电磁法(SAEM)的二维正演与Occam反演算法,并通过对多种典型模型进行正演模拟,重点分析了不同参数(如电阻率、埋深、发射源位置)变化对垂直磁场分量(Bz)的影响。并通过对平地形和起伏地形模型的反演,研究了地形因素... 笔者介绍了频域半航空电磁法(SAEM)的二维正演与Occam反演算法,并通过对多种典型模型进行正演模拟,重点分析了不同参数(如电阻率、埋深、发射源位置)变化对垂直磁场分量(Bz)的影响。并通过对平地形和起伏地形模型的反演,研究了地形因素对反演结果的影响。二维模型在计算效率上有明显优势,能够降低计算和数据处理的复杂性,提供更快速、更准确的近似结果。本研究为半航空电磁法在复杂地形中的应用提供了参考,为相关领域的进一步研究奠定了基础。 展开更多
关键词 可控源电磁法 半航空电磁法 二维正反演
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基于交叉梯度结构约束的可控源电磁法反演研究
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作者 安红颖 岳云宝 +3 位作者 郭长安 陈楚桐 李阳铭 王堃鹏 《物探化探计算技术》 2026年第1期107-116,共10页
可控源电磁法在地质勘探中发挥着重要作用,然而其探测效果仍然具有一定的局限性。为增加可控源电磁法对于地下异常体的结构约束,可以引入更多结构信息约束反演过程,从而降低可控源电磁法的多解性。笔者基于交叉梯度法引入了在可控源电... 可控源电磁法在地质勘探中发挥着重要作用,然而其探测效果仍然具有一定的局限性。为增加可控源电磁法对于地下异常体的结构约束,可以引入更多结构信息约束反演过程,从而降低可控源电磁法的多解性。笔者基于交叉梯度法引入了在可控源电磁法反演过程中加入速度模型进行结构约束的方法。为了验证方法的有效性,笔者首先建立两个简单理论模型,对其进行三维正反演研究,选择有限内存拟牛顿法(LBFGS)对模型的合成数据进行可控源电磁法的常规反演和交叉梯度反演对比研究。其次,笔者利用甘肃花牛山某铅锌矿电性模型进一步开展了复杂结构的约束反演。笔者的研究表明,基于交叉梯度结构约束的可控源反演方法能够提高地下异常体可靠性,验证了该方法在复杂地下地质情况的有效性。 展开更多
关键词 可控源电磁法 交叉梯度 速度结构 有限内存拟牛顿法(LBFGS) 三维正反演
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Forward-backward热方程差分逼近的直接算法
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作者 叶兴德 《浙江大学学报(理学版)》 CAS CSCD 2002年第2期125-128,共4页
通过利用区域分解技术和并行算法的思想 ,把原问题分解为几个完全独立的子区域上的问题 ,并直接并行求解 ,然后把这些解作适当的线性组合 ,得到原问题的解 .给出了 Forward-
关键词 直接算法 forward-backward热方程 有限差分方法 差分逼近 差分格式 区域分解技术 并行算法
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利用Forward-Modeling方法反演青藏高原水储量变化 被引量:5
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作者 李婉秋 王伟 +2 位作者 章传银 文汉江 钟玉龙 《武汉大学学报(信息科学版)》 EI CSCD 北大核心 2020年第1期141-149,共9页
青藏高原水资源对我国经济社会发展及气候变化影响深远。借助重力反演与气候实验(gravity recovery and climate experiment,GRACE)卫星重力数据,针对其滤波泄漏误差影响,采用Forward-Modeling方法进行定量估算。在顾及冰川均衡调整(gla... 青藏高原水资源对我国经济社会发展及气候变化影响深远。借助重力反演与气候实验(gravity recovery and climate experiment,GRACE)卫星重力数据,针对其滤波泄漏误差影响,采用Forward-Modeling方法进行定量估算。在顾及冰川均衡调整(glacial isostatic adjustment,GIA)效应情况下,反演青藏高原水储量变化,将结果与全球水评估与预测模型(water-global assessment and prognosis hydrology model,WGHM)进行比较分析。利用短时傅里叶变换提取时序信号的时频谱特征,并结合全球降水气候中心(global precipitation climatology centre,GPCC)降水数据探讨水储量与降水的关系。研究发现:(1)恢复泄漏信号后水储量变化呈现明显的空间差异性,大部分时段青藏高原正北和东南部水储量大幅盈余,正南和西南部水储量快速亏损,其空间特征与WGHM模型结果基本一致。(2)水储量时频谱分布以低频信号为主,其动态变化具有明显的季节性和阶段性变化,周年振幅达到7.5 cm。2003—2004年水储量增加速率为(3.9±4.9)cm/a;2005—2010年亏损速率为(-0.3±0.8)cm/a;2011—2014年上升速率为(0.2±1.6)cm/a。(3)降水是影响陆地水储量变化的主要因素,在降水明显偏少的2006年和2009年,水储量均存在明显负异常;在降水偏多的2010年,水储量显著回升。实验证明,该泄漏误差改正方法和研究结果对于区域水储量变化的定量研究具有重要参考价值。 展开更多
关键词 GRACE卫星 泄漏误差 forward-Modeling方法 青藏高原 水储量变化
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