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An efficient and accurate numerical method for simulating close-range blast loads of cylindrical charges based on neural network
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作者 Ting Liu Changhai Chen +2 位作者 Han Li Yaowen Yu Yuansheng Cheng 《Defence Technology(防务技术)》 2025年第2期257-271,共15页
To address the problems of low accuracy by the CONWEP model and poor efficiency by the Coupled Eulerian-Lagrangian(CEL)method in predicting close-range air blast loads of cylindrical charges,a neural network-based sim... To address the problems of low accuracy by the CONWEP model and poor efficiency by the Coupled Eulerian-Lagrangian(CEL)method in predicting close-range air blast loads of cylindrical charges,a neural network-based simulation(NNS)method with higher accuracy and better efficiency was proposed.The NNS method consisted of three main steps.First,the parameters of blast loads,including the peak pressures and impulses of cylindrical charges with different aspect ratios(L/D)at different stand-off distances and incident angles were obtained by two-dimensional numerical simulations.Subsequently,incident shape factors of cylindrical charges with arbitrary aspect ratios were predicted by a neural network.Finally,reflected shape factors were derived and implemented into the subroutine of the ABAQUS code to modify the CONWEP model,including modifications of impulse and overpressure.The reliability of the proposed NNS method was verified by related experimental results.Remarkable accuracy improvement was acquired by the proposed NNS method compared with the unmodified CONWEP model.Moreover,huge efficiency superiority was obtained by the proposed NNS method compared with the CEL method.The proposed NNS method showed good accuracy when the scaled distance was greater than 0.2 m/kg^(1/3).It should be noted that there is no need to generate a new dataset again since the blast loads satisfy the similarity law,and the proposed NNS method can be directly used to simulate the blast loads generated by different cylindrical charges.The proposed NNS method with high efficiency and accuracy can be used as an effective method to analyze the dynamic response of structures under blast loads,and it has significant application prospects in designing protective structures. 展开更多
关键词 Close-range air blast load Cylindrical charge numerical method Neural network CEL method CONWEP model
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Stress initialization methods for dynamic numerical simulation of rock mass with high in-situ stress 被引量:30
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作者 YANG Jia-cai LIU Ke-wei +1 位作者 LI Xu-dong LIU Zhi-xiang 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第10期3149-3162,共14页
In the context of deep rock engineering,the in-situ stress state is of major importance as it plays an important role in rock dynamic response behavior.Thus,stress initialization becomes crucial and is the first step ... In the context of deep rock engineering,the in-situ stress state is of major importance as it plays an important role in rock dynamic response behavior.Thus,stress initialization becomes crucial and is the first step for the dynamic response simulation of rock mass in a high in-situ stress field.In this paper,stress initialization methods,including their principles and operating procedures for reproducing steady in-situ stress state in LS-DYNA,are first introduced.Then the most popular four methods,i.e.,explicit dynamic relaxation(DR)method,implicit-explicit sequence method,Dynain file method and quasi-static method,are exemplified through a case analysis by using the RHT and plastic hardening rock material models to simulate rock blasting under in-situ stress condition.Based on the simulations,it is concluded that the stress initialization results obtained by implicit-explicit sequence method and dynain file method are closely related to the rock material model,and the explicit DR method has an obvious advantage in solution time when compared to other methods.Besides that,it is recommended to adopt two separate analyses for the whole numerical simulation of rock mass under the combined action of in-situ stress and dynamic disturbance. 展开更多
关键词 in-situ stress stress initialization method dynamic disturbance numerical simulation rock mass
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Numerical investigations on mechanical characteristics and failure mechanism of outwash deposits based on random meso-structures using discrete element method 被引量:3
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作者 ZHANG Qiang XU Wei-ya +2 位作者 LIU Qin-ya SHEN Jun-liang YAN Long 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第12期2894-2905,共12页
Outwash deposit is a unique type of geological materials, and its features such as heterogeneity, discontinuity and nonlinearity determine the complexity of mechanical characteristics and failure mechanism. In this wo... Outwash deposit is a unique type of geological materials, and its features such as heterogeneity, discontinuity and nonlinearity determine the complexity of mechanical characteristics and failure mechanism. In this work, random meso-structure of outwash deposits was constructed by the technique of computer random simulation based on characteristics of its meso-structure in the statistical sense and some simplifications, and a series of large direct shear tests on numerical samples of outwash deposits with stone contents of 15%, 30%, 45% and 60% were conducted using the discrete element method to further investigate its mechanical characteristics and failure mechanism under external load. The results show that the deformation characteristics and shear strength of outwash deposits are to some extent improved with the increase of stone content, and the shear stress–shear displacement curves of outwash deposits show great differences at the post-peak stage due to the random spatial distribution and content of stones. From the mesoscopic view, normal directions of contacts between "soil" and "stone" particles undergo apparent deflection as the shear displacement continues during the shearing process, accompanying redistribution of the magnitude of contact forces during the shearing process. For outwash deposits, the shear zone formed after shear failure is an irregular stripe due to the movements of stones near the shear zone, and it expands gradually with the increase of stone content. In addition, there is an approximately linear relation between the mean increment of internal friction angle and the stone content lying between 30% and 60%, and a concave nonlinear relation between the mean increment of cohesion and stone content, which are in good agreement with the existing research results. 展开更多
关键词 outwash DEPOSITS RANDOM meso-structures DISCRETE ELEMENT method numerical tests mechanical characteristics FAILURE mechanism
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3-D numerical modelling of Domino failure of hard rock pillars in Fetr6 Chromite Mine, Iran, and comparison with empirical methods 被引量:12
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作者 S.Dehghan K.Shahriar +1 位作者 P.Maarefvand K.Goshtasbi 《Journal of Central South University》 SCIE EI CAS 2013年第2期541-549,共9页
Fetr6 is an underground mine using the stope-and-pillar mining method. As there was some evidence regarding pillar failure in this mine, improving works such as roof support and replacing existing pillars with concret... Fetr6 is an underground mine using the stope-and-pillar mining method. As there was some evidence regarding pillar failure in this mine, improving works such as roof support and replacing existing pillars with concrete pillars (CP) were carried out. During the construction of the second CP, in the space between the remaining pillars, one of the pillars failed leading to the progressive failure of other pillars until 4 000 m 2 of mine had collapsed within a few minutes. In this work, this phenomenon is described by applying both numerical and empirical methods and the respective results are compared. The results of numerical modelling are found to be closer to the actual condition than those of the empirical method. Also, a width-to-height (W/H) ratio less than 1, an inadequate support system and the absence of a detailed program for pillar recovery are shown to be the most important causes of the Domino failure in this mine. 展开更多
关键词 hard rock Domino failure numerical modelling empirical method STOPE PILLAR extraction ratio W/H ratio
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Numerical simulation of single bubble rising in shear-thinning fluids by level set method 被引量:4
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作者 李少白 烟征 +2 位作者 李润东 王雷 栾敬德 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第4期1000-1006,共7页
The behavior of single bubble rising in quiescent shear-thinning tlmds was lnvestlgateO numerically by level set metnoa. number of bubbles in a large range of Reynolds number and Eotvos number were investigated includ... The behavior of single bubble rising in quiescent shear-thinning tlmds was lnvestlgateO numerically by level set metnoa. number of bubbles in a large range of Reynolds number and Eotvos number were investigated including spherical, oblate and spherical. The bubble shape and drag coefficient were compared with experimental results. It is observed that the simulated results show good conformity to experimental results over a wide range of Reynolds number. In addition, the detailed flow field based on the reference coordinate system moving with the bubble is obtained, and the relationship among flow field, bubble shape and velocity is discussed. 展开更多
关键词 single bubble shear thinning fluid numerical simulation level set method
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Geometrical characteristic investigation of the Baihetan irregular columnar jointed basalt and corresponding numerical reconstruction method 被引量:4
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作者 ZHANG Jian-cong JIANG Quan +3 位作者 FENG Guang-liang LI Shao-jun PEI Shu-feng HE Ben-guo 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第2期455-469,共15页
Columnar jointed rock mass with unique geometric and geological properties is one spectacular example of geometrical order in nature.Columnar joints are generally accepted to be formed by spatially uniform volume cont... Columnar jointed rock mass with unique geometric and geological properties is one spectacular example of geometrical order in nature.Columnar joints are generally accepted to be formed by spatially uniform volume contraction during cooling.In this paper,substantial field work was performed to study the geological characteristics of irregular columnar jointed basalt on the left bank dam foundation in the Baihetan Hydropower Station,where the columnar jointed rock mass is extensively exposed due to excavation.The quantitative measurements of the sizing of polygonal crack pattern of columnar joints and assessment of their degree of irregularity were summarized.Considering the irregularity of polygonal crack pattern,a modified Voronoi polygon(MVP)method was developed to model the special polygonal crack pattern of columnar joints.The new polygonal pattern obtained by the MVP method consists of a large number of irregular polygons,of which the degree of irregularity is consistent with the field measurement results.This method can reproduce the rapid evolution from an initial ideal regular hexagonal pattern to a final actual irregular polygonal pattern as the degree of irregularity increases.The compression tests of columnar jointed rock mass with different irregularity show that the geometric irregularity has a great influence on its mechanical properties.This numerical construction method provides a reliable way to reconstruct columnar joint structure with specific polygonal crack pattern,which is consistent with onsite columnar jointed basalt. 展开更多
关键词 columnar jointed basalt geometrical characteristics degree of irregularity numerical construction modified Voronoi polygon method
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Numerical and experimental evaluation on methods for parameter identification of thermal response tests 被引量:3
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作者 王沣浩 冯琛琛 +1 位作者 颜亮 王新轲 《Journal of Central South University》 SCIE EI CAS 2012年第3期816-823,共8页
Several parameter identification methods of thermal response test were evaluated through numerical and experimental study.A three-dimensional finite-volume numerical model was established under the assumption that the... Several parameter identification methods of thermal response test were evaluated through numerical and experimental study.A three-dimensional finite-volume numerical model was established under the assumption that the soil thermal conductivity had been known in the simulation of thermal response test.The thermal response curve was firstly obtained through numerical calculation.Then,the accuracy of the numerical model was verified with measured data obtained through a thermal response test.Based on the numerical and experimental thermal response curves,the thermal conductivity of the soil was calculated by different parameter identification methods.The calculated results were compared with the assumed value and then the accuracy of these methods was evaluated.Furthermore,the effects of test time,variable data quality,borehole radius,initial ground temperature,and heat injection rate were analyzed.The results show that the method based on cylinder-source model has a low precision and the identified thermal conductivity decreases with an increase in borehole radius.For parameter estimation,the measuring accuracy of the initial temperature of the deep ground soil has greater effect on identified thermal conductivity. 展开更多
关键词 ground source heat pump thermal response parameter identification method numerical simulation
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A generalized cover renewal strategy for multiple crack propagation in two-dimensional numerical manifold method 被引量:2
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作者 YU Chang-yi ZHENG Fei +1 位作者 GUO Bing-chuan LIU Qin-ya 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第8期2367-2381,共15页
Partition of unity based numerical manifold method can solve continuous and discontinuous problems in a unified framework with a two-cover system,i.e.,the mathematical cover and physical cover.However,renewal of the t... Partition of unity based numerical manifold method can solve continuous and discontinuous problems in a unified framework with a two-cover system,i.e.,the mathematical cover and physical cover.However,renewal of the topology of the two-cover system poses a challenge for multiple crack propagation problems and there are few references.In this study,a robust and efficient strategy is proposed to update the cover system of the numerical manifold method in simulation of multiple crack propagation problems.The proposed algorithm updates the cover system with a bottom-up process:1)identification of fractured manifold elements according to the previous and latest crack tip position;and 2)local topological update of the manifold elements,physical patches,block boundary loops,and non-persistent joint loops according to the scenario classification of the propagating crack.The proposed crack tracking strategy and classification of the renewal cases promote a robust and efficient cover renewal algorithm for multiple crack propagation analysis.Three crack propagation examples show that the proposed algorithm performs well in updating the cover system.This cover renewal methodology can be extended for numerical manifold method with polygonal mathematical covers. 展开更多
关键词 numerical manifold method multiple crack propagation physical cover renewal polygonal mathematical cover
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Numerical simulation of dynamic process for liquid film spreading by lattice Boltzmann method and its experimental verification 被引量:2
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作者 刘邱祖 寇子明 韩振南 《Journal of Central South University》 SCIE EI CAS 2014年第8期3247-3253,共7页
Combined with the kinetic model of liquid film spreading, a new numerical method of solid-liquid-gas three-phase flow was developed for the moving of contact line, which was a hybrid method of computational fluid dyna... Combined with the kinetic model of liquid film spreading, a new numerical method of solid-liquid-gas three-phase flow was developed for the moving of contact line, which was a hybrid method of computational fluid dynamics and lattice Boltzmalm method (LBM). By taking the effect of molecule force in droplet and the wall surface on liquid film into account, the changing law of contact angle with different surface tensions was analyzed on glass and aluminum foil surfaces. Compared with experimental results, the standard deviation by using LBM is less than 0.5°, which validates the feasibility of LBM simulation on the dynamic process of liquid film spreading. In addition, oscillations are discovered both at the initial and end phases. The phenomenon of retraction is also found and the maximum retraction angle is 7.58°. The obtained result shows that the retraction is proved to be correlative with precursor film by tracking the volume change of liquid film contour. Furthermore, non-dimensional coefficient 2 is introduced to measure the liquid film retraction capacity. 展开更多
关键词 liquid film spreading contact angle lattice Boltzmann method (LBM) retraction phenomenon numerical simulation
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Efficient Calculation of the Radar Cross Section at the Interior Resonance by the Inverse Power Method
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作者 孙玉发 于梅 沈广鸿 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2003年第3期49-52,共4页
It is well known that the incorrect results will be given using either the electric or magnetic field integral equation to calculate the radar cross section (RCS) of a closed body at the interior resonance. In this pa... It is well known that the incorrect results will be given using either the electric or magnetic field integral equation to calculate the radar cross section (RCS) of a closed body at the interior resonance. In this paper, an effective iterative technique is used to correct the calculated surface current density from the electric field integral equation. The radar cross section is computed for an infinite conducting circular cylinder at the interior resonance, and the obtained results are in good agreement with the analytical results. The backscattering cross section of an infinite triangular cylinder in the vicinity of a resonant frequency is also calculated. It is shown that the presence method is efficient and accurate. 展开更多
关键词 Interior resonance Radar cross section method of moments inverse power method.
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Using Inversed Augerhole Method to Determine the Hydraulic Conductivity of Soil
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作者 KANGBai-ying WEIYong-xia 《Journal of Northeast Agricultural University(English Edition)》 CAS 2002年第2期128-130,共3页
A kind of international rapid field measurement methods of hydraulic conductivity and it's applications in Sanjiang Plain have been introduced in the paper.
关键词 Hydraulic conductivity groundwater level inversed augerhole method OBSERVATION CALCULATION
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Class of modified parallel combined methods of real-time numerical simulation for a stiff system
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作者 朱珍民 刘德贵 陈丽容 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期387-391,共5页
A class of modified parallel combined methods of real-time numerical simulation are presented for a stiff dynamic system. By combining the parallelism across the system with the parallelism across the method, and rela... A class of modified parallel combined methods of real-time numerical simulation are presented for a stiff dynamic system. By combining the parallelism across the system with the parallelism across the method, and relaxing the dependence of stage value computation on sampling time of input function, a class of modified real-time parallel combined methods are constructed. Stiff and nonstiff subsystems are solved in parallel on a parallel computer by a parallel Rosen-brock method and a parallel RK method, respectively. Their order conditions and convergences are discussed. The numerical simulation experiments show that this class of modified algorithms can get high speed and efficiency. 展开更多
关键词 stiff system real-time numerical simulation parallel combined method.
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The θ-Methods in Numerical Solution of Systems of Differential Equations with Two Delay Terms 被引量:2
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作者 Tian Hongjiong & Kuang Jiaoxun (Department of Mathematics, Shanghai Normal University, Shanghai 200234, China) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1994年第3期32-40,共9页
This paper deals with the numerical solution of initial value problems for systems of differential equations with two delay terms. We investigate the stability of adaptations of the θ-methods in the numerical solutio... This paper deals with the numerical solution of initial value problems for systems of differential equations with two delay terms. We investigate the stability of adaptations of the θ-methods in the numerical solution of test equations u'(t) = a 11 u(t) + a12v(t) + b11 u(t - τ1) + b12v(t-τ2,v'(t) = a21 u(t) + a22 v(t) + b21 u(t -τ1,) + b22 v(t -τ2), t>0,with initial conditionsu(t)=u0(t),v(t) =v0(t), t≤0.where aij, bij∈C, τj >0, i,j = 1,2,, and u0(t), v0(t)are continuous and complex valued. Sufficient conditions for the asymptotic stability of test equation are derived. Furthermore, with respect to an appropriate definition of stability for the numerical method, it is proved that the linear θ-method is stable if and only if 1/2≤θ≤1 and the one-leg θ-method is stable if and only if θ= 1. 展开更多
关键词 Delay differential equations numerical solution Θ-methodS Asymptotic stability Schur polynomial.
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Resolving double-sided inverse heat conduction problem using calibration integral equation method
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作者 CHEN Hong-chu 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第8期2100-2108,共9页
In this paper, a novel calibration integral equation is derived for resolving double-sided, two-probe inverse heat conduction problem of surface heat flux estimation. In contrast to the conventional inverse heat condu... In this paper, a novel calibration integral equation is derived for resolving double-sided, two-probe inverse heat conduction problem of surface heat flux estimation. In contrast to the conventional inverse heat conduction techniques, this calibration approach does not require explicit input of the probe locations, thermophysical properties of the host material and temperature sensor parameters related to thermal contact resistance, sensor capacitance and conductive lead losses. All those parameters and properties are inherently contained in the calibration framework in terms of Volterra integral equation of the first kind. The Laplace transform technique is applied and the frequency domain manipulations of the heat equation are performed for deriving the calibration integral equation. Due to the ill-posed nature, regularization is required for the inverse heat conduction problem, a future-time method or singular value decomposition (SVD) can be used for stabilizing the ill-posed Volterra integral equation of the first kind. 展开更多
关键词 inverse heat conduction problem surface heat flux estimation calibration integral equation method
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富水粉细砂层联络通道顶管法施工地表沉降分析 被引量:3
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作者 李晓龙 栗鹏超 +3 位作者 刘小锋 孙立军 郭长龙 何况 《郑州大学学报(工学版)》 CAS 北大核心 2025年第1期67-74,共8页
为研究富水粉细砂层地铁联络通道顶管法施工对地表沉降的影响,对郑州地铁12号线08工区埋深15 m、长7.5 m的联络通道在顶管法施工过程中的地表沉降进行了监测,并结合“地层-主隧道-内支撑-联络通道”体系三维数值模型,深入分析了顶管掘... 为研究富水粉细砂层地铁联络通道顶管法施工对地表沉降的影响,对郑州地铁12号线08工区埋深15 m、长7.5 m的联络通道在顶管法施工过程中的地表沉降进行了监测,并结合“地层-主隧道-内支撑-联络通道”体系三维数值模型,深入分析了顶管掘进过程中地表沉降的时空演化规律。结果表明:地表沉降量随着顶管机的推进逐渐增大,顶推到位后达到最大沉降值,其中台车就位、始发破洞及接收破洞阶段产生的沉降增量明显大于其他开挖阶段,设备拆除后,受卸载作用影响,地层产生一定量回弹,沉降值减小;地表沉降曲面呈漏斗状,沿联络通道中心线方向左右对称,沿垂直于中心线方向不对称,最大沉降值位于纵向距离联络通道中心靠近始发端3 m处;联络通道顶管法施工对地表横向影响范围更大,地表沉降集中发生区域近似椭圆形,其长轴垂直于联络通道中心线。 展开更多
关键词 联络通道 顶管法 数值模拟 现场监测 地表沉降
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应力-渗流-溶蚀耦合作用下三维岩石裂隙渗透特性数值计算研究 被引量:2
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作者 申林方 吕倩文 +3 位作者 刘文连 张家明 杨鸿忠 李泽 《岩土工程学报》 北大核心 2025年第2期428-437,共10页
基于格子Boltzmann方法采用双分布函数分别模拟渗流速度场与溶质浓度场的演化过程,建立了三维岩石裂隙应力-渗流-溶蚀耦合作用机制的数值计算模型,并讨论了渗流流速、法向应力、溶蚀反应速率等因素对裂隙渗透特性演化规律的影响。结果表... 基于格子Boltzmann方法采用双分布函数分别模拟渗流速度场与溶质浓度场的演化过程,建立了三维岩石裂隙应力-渗流-溶蚀耦合作用机制的数值计算模型,并讨论了渗流流速、法向应力、溶蚀反应速率等因素对裂隙渗透特性演化规律的影响。结果表明:在渗流流速较低时,壁面溶蚀出来的离子得不到及时输运,使得出口处浓度较高溶蚀速度慢,裂隙结构呈“喇叭口”状。增大法向应力会减小裂隙开度,减慢溶质的运移速率,使得裂隙出口处的溶蚀速率显著降低,从而限制了其渗透率的发展。当壁面溶蚀反应速率较小时,裂隙渗透率呈持续缓慢增长的状态;随着溶蚀反应速率增加,出口处的溶蚀量会明显小于入口处,导致出口处壁面发生显著溶蚀之前,裂隙渗透率发展缓慢,此后渗透率便呈急速突变增长趋势。研究成果能够为酸蚀作用下岩石裂隙渗透能力的定量评价提供重要理论支撑。 展开更多
关键词 岩石裂隙 应力-渗流-溶蚀耦合 渗透特性 格子BOLTZMANN方法 数值计算
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超大直径盾构隧道联络通道冻结法施工交界面温度场研究——以北京东六环改造工程冻结联络通道为例 被引量:1
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作者 李明 王磊 +3 位作者 崔灏 陈红蕾 孙长松 杨哲 《隧道建设(中英文)》 北大核心 2025年第2期352-360,共9页
为研究超大直径盾构隧道联络通道冻结法施工中的交界面温度场,以及冻结管非循环段长度等因素对土体与管片交界面冻结壁厚度的影响,以北京东六环超大直径盾构隧道盾构段联络通道冻结施工为背景,采用现场实测和数值模拟的方法,对土体与管... 为研究超大直径盾构隧道联络通道冻结法施工中的交界面温度场,以及冻结管非循环段长度等因素对土体与管片交界面冻结壁厚度的影响,以北京东六环超大直径盾构隧道盾构段联络通道冻结施工为背景,采用现场实测和数值模拟的方法,对土体与管片交界面温度场及交界面冻结壁厚度等进行分析。结果表明:1)冻结过程中冻结管前部的非循环段长度会显著影响交界面处的冻结效果,交界面冻结壁厚度随非循环段长度增加而减小;在北京东六环工况下,冻结管间距为1 m时,非循环段长度达到450 mm冻结壁无法在56 d内闭合。2)单排管叠加冻结能显著提高交界面的冻结壁厚度及冻结管容许最大非循环段长度,而等管距的环形单圈冻结同直线单排管冻结无明显差距。3)冻结交界面为弧形时,交界面冻结壁厚度较管片为平面时有显著增加;非循环段长度为300 mm时,上壁厚度比平面管片增加了15%,下壁和侧壁则增加了35%,可以认为管片弧度对交界面冻结有利。4)冻结壁与隧道管片交界面是冻结壁的薄弱位置,在冻结施工中应尽量减小非循环段长度,并重点关注交界面处的温度变化,积极冻结及开挖过程中应对交界面位置做好保温,防止施工过程中交界面位置化冻引起地下水击穿冻结壁,造成涌水涌砂事故。 展开更多
关键词 冻结法 超大直径盾构隧道 界面温度场 联络通道 数值模拟
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高强钢薄板切割变形的机理研究及预控分析 被引量:1
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作者 王江超 杜仕忠 +4 位作者 陈相飞 牛业兴 杨洋 赵宏权 吴磊 《中国舰船研究》 北大核心 2025年第2期299-307,共9页
[目的]为有效控制高强钢薄板的火焰切割精度,研究切割面外失稳变形及面内弯曲变形的产生机理,提出动态辅助加热减小火焰切割变形的工艺方法。[方法]以3mm厚的Q550板材为研究对象,通过火焰切割试验和三坐标测量等方法,观测到高强钢薄板... [目的]为有效控制高强钢薄板的火焰切割精度,研究切割面外失稳变形及面内弯曲变形的产生机理,提出动态辅助加热减小火焰切割变形的工艺方法。[方法]以3mm厚的Q550板材为研究对象,通过火焰切割试验和三坐标测量等方法,观测到高强钢薄板切割件的面外失稳变形和面内弯曲变形;应用大变形理论的热-弹-塑性有限元计算,分析高强钢薄板切割的热力学响应,以及辅助加热对高强钢薄板切割变形的影响。[结果]预测的切割变形趋势和数值,都与实际测量结果高度吻合;在远离割缝区域辅助加热,切割面外失稳变形可降低90%,且面内弯曲变形降低40%以上。[结论]基于切割变形产生的力学机理,可采用不同的辅助加热工艺,提高薄板火焰切割的精度;同时,应用高通量的热-弹-塑性有限元计算,可以得到减小火焰切割变形的优化工艺,指导高强钢薄板的高精度建造。 展开更多
关键词 薄板切割变形 热-弹-塑性有限元计算 辅助加热工艺 反向弯曲力矩 纵向收缩力 有限元法
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独立覆盖流形法的通用计算公式和通用程序设计——(三)算例验证 被引量:1
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作者 苏海东 宋文硕 +2 位作者 龚亚琦 韩陆超 韦玉霞 《长江科学院院报》 北大核心 2025年第4期211-218,共8页
在前两篇提出的通用计算公式、通用程序设计方法的基础上,通过求解弹性力学运动微分方程、传导方程、波动方程(含稳态和瞬态分析),给出了一至三维包括位移场、温度场、渗流场、声场、静电场和势流场等算例进行全面验证,涵盖了任意形状... 在前两篇提出的通用计算公式、通用程序设计方法的基础上,通过求解弹性力学运动微分方程、传导方程、波动方程(含稳态和瞬态分析),给出了一至三维包括位移场、温度场、渗流场、声场、静电场和势流场等算例进行全面验证,涵盖了任意形状和任意连接的网格、精确几何边界的模拟及本质边界条件的准确施加、高阶级数逼近、裂纹尖端附近解析级数的应用等独立覆盖流形法的特色功能。最后对全文进行总结,并提出“级数流形元(级数元)”的新名称。 展开更多
关键词 数值流形方法 独立覆盖 偏微分方程 级数解 网格剖分 精确几何 级数流形元
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基于物理指导的等值反磁通瞬变电磁深度学习反演
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作者 王鹤 晏茂珊 +2 位作者 席振铢 江沙 王俊 《中南大学学报(自然科学版)》 北大核心 2025年第5期1851-1860,共10页
等值反磁通瞬变电磁法在矿产勘探中应用广泛,但在复杂地质条件下,反演精度仍不高,为此,提出一种基于物理指导的神经网络(physics-informed neural network,PINN)深度学习反演方法,其步骤为:1)建立层状电阻率模型,进行等值反磁通瞬变电... 等值反磁通瞬变电磁法在矿产勘探中应用广泛,但在复杂地质条件下,反演精度仍不高,为此,提出一种基于物理指导的神经网络(physics-informed neural network,PINN)深度学习反演方法,其步骤为:1)建立层状电阻率模型,进行等值反磁通瞬变电磁法正演,生成用于网络训练的样本数据集。2)利用残差网络和U型网络构建的UResNet,构建等值反磁通瞬变电磁法的WNet深度学习反演模型,并将物理定律嵌入损失函数以进行网络训练。3)通过数据和模型双误差控制的反向传播算法,提升计算精度,得到最优网络模型。4)通过合成模型的仿真计算结果和实测数据结果验证该方法的正确性。研究结果表明:基于物理指导的WNet反演方法能有效融合物理定律,不依赖初始模型,能够高效解决等值反磁通瞬变电磁法的反演问题,并具有较高精度,对地下结构的解释更加全面、准确。 展开更多
关键词 等值反磁通瞬变电磁 深度学习 物理指导 反演精度
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