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Numerical simulation of flow around square cylinder using different low-Reynolds number turbulence models 被引量:3
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作者 张泠 周军莉 +2 位作者 陈晓春 兰丽 张楠 《Journal of Central South University of Technology》 EI 2008年第4期564-568,共5页
ABE-KONDOH-NAGANO,ABID,YANG-SHIH and LAUNDER-SHARMA low-Reynolds number turbulence models were applied to simulating unsteady turbulence flow around a square cylinder in different phases flow field and time-averaged u... ABE-KONDOH-NAGANO,ABID,YANG-SHIH and LAUNDER-SHARMA low-Reynolds number turbulence models were applied to simulating unsteady turbulence flow around a square cylinder in different phases flow field and time-averaged unsteady flow field.Meanwhile,drag and lift coefficients of the four different low-Reynolds number turbulence models were analyzed.The simulated results of YANG-SHIH model are close to the large eddy simulation results and experimental results,and they are significantly better than those of ABE-KONDOH-NAGANO,ABID and LAUNDER-SHARMR models.The modification of the generation of turbulence kinetic energy is the key factor to a successful simulation for YANG-SHIH model,while the correction of the turbulence near the wall has minor influence on the simulation results.For ABE-KONDOH-NAGANO,ABID and LAUNDER-SHARMA models satisfactory simulation results cannot be obtained due to lack of the modification of the generation of turbulence kinetic energy.With the joint force of wall function and the turbulence models with the adoption of corrected swirl stream,flow around a square cylinder can be fully simulated with less grids by the near-wall. 展开更多
关键词 low-Reynolds number turbulence model flow around square cylinder numerical simulation
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Explosion resistance performance of reinforced concrete box girder coated with polyurea:Model test and numerical simulation
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作者 Guangpan Zhou Rong Wang +2 位作者 Mingyang Wang Jianguo Ding Yuye Zhang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期1-18,共18页
To study the anti-explosion protection effect of polyurea coating on reinforced concrete box girder,two segmental girder specimens were made at a scale of 1:3,numbered as G(without polyurea coating)and PCG(with polyur... To study the anti-explosion protection effect of polyurea coating on reinforced concrete box girder,two segmental girder specimens were made at a scale of 1:3,numbered as G(without polyurea coating)and PCG(with polyurea coating).The failure characteristics and dynamic responses of the specimens were compared through conducting explosion tests.The reliability of the numerical simulation using LS-DYNA software was verified by the test results.The effects of different scaled distances,reinforcement ratios,concrete strengths,coating thicknesses and ranges of polyurea were studied.The results show that the polyurea coating can effectively enhance the anti-explosion performance of the girder.The top plate of middle chamber in specimen G forms an elliptical penetrating hole,while that in specimen PCG only shows a very slight local dent.The peak vertical displacement and residual displacement of PCG decrease by 74.8% and 73.7%,respectively,compared with those of specimen G.For the TNT explosion with small equivalent,the polyurea coating has a more significant protective effect on reducing the size of fracture.With the increase of TNT equivalent,the protective effect of polyurea on reducing girder displacement becomes more significant.The optimal reinforcement ratio,concrete strength,thickness and range of polyurea coating were also drawn. 展开更多
关键词 Explosive load Explosion resistance performance model test POLYUREA Concrete box girder numerical simulation
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Method of triangular mesh modeling in numerical control machining simulation
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作者 马志艳 陈幼平 +1 位作者 李建军 赵遥劲 《Journal of Central South University》 SCIE EI CAS 2010年第5期1021-1027,共7页
In the process of numerical control machining simulation,the workpiece surface is usually described with the uniform triangular mesh model.To alleviate the contradiction between the simulation speed and accuracy in th... In the process of numerical control machining simulation,the workpiece surface is usually described with the uniform triangular mesh model.To alleviate the contradiction between the simulation speed and accuracy in this model,two improved methods,i.e.,the local refinement triangular mesh modeling method and the adaptive triangular mesh modeling method were presented.The simulation results show that when the final shape of the workpiece is known and its mathematic representation is simple,the local refinement triangular mesh modeling method is preferred;when the final shape of the workpiece is unknown and its mathematic description is complicated,the adaptive triangular mesh modeling method is more suitable.The experimental results show that both methods are more targeted and practical and can meet the requirements of real-time and precision in simulation. 展开更多
关键词 numerical control machining triangular mesh model simulation
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Resistance of full-scale beams against close-in explosions.Numerical modeling and field tests
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作者 A.Prado A.Alañón +5 位作者 R.Castedo A.P.Santos L.M.López M.Chiquito M.Bermejo C.Oggeri 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第10期35-47,共13页
This paper explores the performances of a finite element simulation including four concrete models applied to a full-scale reinforced concrete beam subjected to blast loading. Field test data has been used to compare ... This paper explores the performances of a finite element simulation including four concrete models applied to a full-scale reinforced concrete beam subjected to blast loading. Field test data has been used to compare model results for each case. The numerical modelling has been, carried out using the suitable code LS-DYNA. This code integrates blast load routine(CONWEP) for the explosive description and four different material models for the concrete including: Karagozian & Case Concrete, Winfrith, Continuous Surface Cap Model and Riedel-Hiermaier-Thoma models, with concrete meshing based on 10, 15, and 20 mm. Six full-scale beams were tested: four of them used for the initial calibration of the numerical model and two more tests at lower scaled distances. For calibration, field data obtained employing pressure and accelerometers transducers were compared with the results derived from the numerical simulation. Damage surfaces and the shape of rupture in the beams have been used as references for comparison. Influence of the meshing on accelerations has been put in evidence and for some models the shape and size of the damage in the beams produced maximum differences around 15%. In all cases, the variations between material and mesh models are shown and discussed. 展开更多
关键词 Blast test numerical simulation LS-DYNA Concrete model Mesh effect Full-scale beams
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Numerical simulation study on penetration performance of depleted Uranium(DU)alloy fragments 被引量:7
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作者 Fu-lin Zhu Yang Chen Gui-li Zhu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第1期50-55,共6页
Due to its high strength,high density,high hardness and good penetration capabilities,Depleted uranium alloys have already shined in armor-piercing projectiles.There should also be a lot of room for improvement in the... Due to its high strength,high density,high hardness and good penetration capabilities,Depleted uranium alloys have already shined in armor-piercing projectiles.There should also be a lot of room for improvement in the application of fragment killing elements.Therefore,regarding the performance of the depleted uranium alloy to penetrate the target plate,further investigation is needed to analyze its advantages and disadvantages compared to tungsten alloy.To study the difference in penetration performance between depleted uranium alloy and tungsten alloy fragments,firstly,a theoretical analysis of the adiabatic shear sensitivity of DU and tungsten alloys was given from the perspective of material constitutive model.Then,taking the cylindrical fragment penetration target as the research object,the penetration process and velocity characteristics of the steel target plates penetrated by DU alloy fragment and tungsten alloy fragment were compared and analyzed,by using finite element software ANSYS/LS-DYNA and Lagrange algorithm.Lastly,the influence of different postures when impacting target and different fragment shapes on the penetration results is carried out in the research.The results show that in the penetration process of the DU and tungsten alloy fragments,the self-sharpening properties of the DU alloy can make the fragment head sharper and the penetrating ability enhance.Under the same conditions,the penetration capability of cylindrical fragment impacting target in vertical posture is better than that in horizontal posture,and the penetration capability of the spherical fragment is slightly better than that of cylindrical fragment. 展开更多
关键词 Depleted uranium alloy Constitutive model Adiabatic shear Penetration performance numerical simulation
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Numerical simulation of dynamic fracture properties of rocks under different static stress conditions 被引量:7
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作者 LIANG Zheng-zhao QIAN Xi-kun +1 位作者 ZHANG Ya-fang LIAO Zhi-yi 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第2期624-644,共21页
When underground cavities are subjected to explosive stress waves,a uniquely damaged zone may appear due to the combined effect of dynamic loading and static pre-load stress.In this study,a rate-dependent two-dimensio... When underground cavities are subjected to explosive stress waves,a uniquely damaged zone may appear due to the combined effect of dynamic loading and static pre-load stress.In this study,a rate-dependent two-dimensional rock dynamic constitutive model was established to investigate the dynamic fractures of rocks under different static stress conditions.The effects of the loading rate and peak amplitude of the blasting wave under different confining pressures and the vertical compressive coefficient(K_(0))were considered.The numerical simulated results reproduced the initiation and further propagation of primary radial crack fractures,which were in agreement with the experimental results.The dynamic loading rate,peak amplitude,static vertical compressive coefficient(K_(0))and confining pressure affected the evolution of fractures around the borehole.The heterogeneity parameter(m)plays an important role in the evolution of fractures around the borehole.The crack propagation path became more discontinuous and rougher in a smallerheterogeneity parameter case. 展开更多
关键词 rock mechanics coupled static and dynamic loading numerical simulation rate-dependent damage constitutive model
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Numerical simulation of flocculation and settling behavior of whole-tailings particles in deep-cone thickener 被引量:13
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作者 阮竹恩 李翠平 石聪 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第3期740-749,共10页
Rapid dewatering and thickening of whole-tailings with ultrafine particles is one of the most important processes for the whole-tailings paste preparation. Deep-cone thickener, a kind of such process for the flocculat... Rapid dewatering and thickening of whole-tailings with ultrafine particles is one of the most important processes for the whole-tailings paste preparation. Deep-cone thickener, a kind of such process for the flocculation and settling of whole-tailings, is particularly necessary to study. However, there exist many problems in observing the flocculation and settling process of whole-tailings, as well as the particle size distribution(PSD) of whole-tailings floccules in deep-cone thickener. Population balance model(PBM) is applied to predict the PSD in deep-cone thickener, and LUO model and GHADIRI model are employed to study the aggregation and fragmentation mechanism of the whole-tailings particles, respectively. Through three-dimensional numerical simulation on the whole-tailings flocculation and settling in deep-cone thickener using computational fluid dynamics(CFD)-PBM, the distribution of density and turbulent kinetic energy in deep-cone thickener were obtained, at the same time the spatio-temporal changes of whole-tailings floccules particle size distribution are analyzed. Finally, the major flocculation position in deep-cone thickener is found and the flocculation settling rules of whole-tailings are achieved. 展开更多
关键词 whole-tailings particles flocculation settling numerical simulation deep-cone thickener population balance model
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Nonlinear flow numerical simulation of low-permeability reservoir 被引量:2
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作者 于荣泽 卞亚南 +3 位作者 周舒 王楷军 吕琦 陈朝辉 《Journal of Central South University》 SCIE EI CAS 2012年第7期1980-1987,共8页
A nonlinear flow reservoir mathematical model was established based on the flow characteristic of low-permeability reservoir.The well-grid equations were deduced and the dimensionless permeability coefficient was intr... A nonlinear flow reservoir mathematical model was established based on the flow characteristic of low-permeability reservoir.The well-grid equations were deduced and the dimensionless permeability coefficient was introduced to describe the permeability variation of nonlinear flow.The nonlinear flow numerical simulation program was compiled based on black-oil model.A quarter of five-spot well unit was simulated to study the effect of nonlinear flow on the exploitation of low-permeability reservoir.The comprehensive comparison and analysis of the simulation results of Darcy flow,quasi-linear flow and nonlinear flow were provided.The dimensionless permeability coefficient distribution was gained to describe the nonlinear flow degree.The result shows that compared with the results of Darcy flow,when considering nonlinear flow,the oil production is low,and production decline is rapid.The fluid flow in reservoir consumes more driving energy,which reduces the water flooding efficiency.Darcy flow model overstates the reservoir flow capability,and quasi-linear flow model overstates the reservoir flow resistance.The flow ability of the formation near the well and artificial fracture is strong while the flow ability of the formation far away from the main streamline is weak.The nonlinear flow area is much larger than that of quasi-linear flow during the fluid flow in low-permeability reservoir.The water propelling speed of nonlinear flow is greatly slower than that of Darcy flow in the vertical direction of artificial fracture,and the nonlinear flow should be taken into account in the well pattern arrangement of low-permeability reservoir. 展开更多
关键词 low-permeability reservoir nonlinear flow mathematical model numerical simulation
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Numerical simulation of the natural fragmentation of explosively loaded thick walled cylinders 被引量:3
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作者 I.G.CULLIS P.DUNSMORE +2 位作者 A.HARRISON I.LEWTAS R.TOWNSLEY 《Defence Technology(防务技术)》 SCIE EI CAS 2014年第2期198-210,共13页
The ability to predict the natural fragmentation of an explosively loaded metal casing would represent a significant achievement.Physicallybased material models permit the use of small scale laboratory tests to charac... The ability to predict the natural fragmentation of an explosively loaded metal casing would represent a significant achievement.Physicallybased material models permit the use of small scale laboratory tests to characterise and validate their parameters.The model can then be directly employed to understand and design the system of interest and identify the experiments required for validation of the predictions across a wide area of the performance space.This is fundamentally different to the use of phenomenologically based material algorithms which require a much wider range of characterisation and validation tests to be able to predict a reduced area of the performance space.Eulerians numerical simulation methods are used to describe the fragmentation of thick walled EN24 steel cylinders filled with PBXN-109 explosive.The methodology to characterise the constitutive response of the material using the physically based Armstrong-Zerilli constitutive model and the Goldthorpe path dependent fracture model is described,and the results are presented.The ability of an Eulerian hydrocode to describe the fragmentation process and reproduce the experimentally observed fragment mass and velocity distributions is presented and discussed.Finally the suitability of the current experimental analysis methodology for simulation validation is addressed. 展开更多
关键词 数值模拟方法 爆炸加载 自然 厚壁 材料模型 破碎 验证实验 实验室试验
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Numerical simulation of liquid desiccant evaporator driven by heat pump
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作者 NIU Run-ping CHEN Xiao-yi +1 位作者 WANG Zi-ye KUANG Da-qing 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第8期2197-2213,共17页
The standard k-ε turbulence model and discrete phase model (DPM) were used to simulate the heat and mass transfer in a liquid-desiccant evaporator driven by a heat pump using FLUENT software, and the temperature fiel... The standard k-ε turbulence model and discrete phase model (DPM) were used to simulate the heat and mass transfer in a liquid-desiccant evaporator driven by a heat pump using FLUENT software, and the temperature field and velocity field in the device were obtained. The performance of the liquid-desiccant evaporator was studied as the concentration of the inlet solution varied between 21% and 30% and the pipe wall temperature between 30 and 50 ℃. Results show that the humidification rate and the humidification efficiency increased with the inlet air temperature, the solution flow rate, the solution temperature, and the pipe wall temperature. The humidification rate and humidification efficiency decreased with increasing moisture content in inlet air and the concentration of inlet solution. The humidification rate increased substantially but the humidification efficiency decreased as the inlet air flow rate increased. The error between the simulations and experimental results is acceptable, meaning that our model can provide a theoretical basis for optimizing the performance of a humidifying evaporator. 展开更多
关键词 heat pump condensation heat discrete phase model (DPM) liquid desiccant evaporator numerical simulation
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Operation optimization of prefabricated light modular radiant heating system:Thermal resistance analysis and numerical study
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作者 LI Yao HU Ru-kun +4 位作者 XIN Li XUE Jie HUANG Fei XIA Jian-wei YANG Xiao-hu 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第6期1983-1997,共15页
The utilization of prefabricated light modular radiant heating system has demonstrated significant increases in heat transfer efficiency and energy conservation capabilities.Within prefabricated building construction,... The utilization of prefabricated light modular radiant heating system has demonstrated significant increases in heat transfer efficiency and energy conservation capabilities.Within prefabricated building construction,this new heating method presents an opportunity for the development of comprehensive facilities.The parameters for evaluating the effectiveness of such a system are the upper surface layer’s heat flux and temperature.In this paper,thermal resistance analysis calculation based on a simplified model for this unique radiant heating system analysis is presented with the heat transfer mechanism’s evaluation.The results obtained from thermal resistance analysis calculation and numerical simulation indicate that the thermal resistance analysis method is highly accurate with temperature discrepancies ranging from 0.44℃ to−0.44℃ and a heat flux discrepancy of less than 7.54%,which can meet the requirements of practical engineering applications,suggesting a foundation for the prefabricated radiant heating system. 展开更多
关键词 radiant heating system thermal resistance analysis simplified model numerical simulation heat flux temperatur
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Study on concentration and turbulence of solid-liquid FAE in dispersal process 被引量:9
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作者 Jia-chen Chen Xin Ma Qiu-ju Ma 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2018年第6期657-660,共4页
This paper describes numerical simulation on dispersion of the solid-liquid mixed fuel driven by explosion load. A model used in numerical calculation for dispersion of solid-liquid mixed fuel was established in this ... This paper describes numerical simulation on dispersion of the solid-liquid mixed fuel driven by explosion load. A model used in numerical calculation for dispersion of solid-liquid mixed fuel was established in this study. The concentration and turbulent intensity in the multiphase cloud of the solidliquid mixed fuel were obtained by numerical simulation. It was found that the fuel concentration tended to be 0.15 kg/m^3, the turbulence intensity tended to be 7 in 90 ms. The numerical results agree with those measured in the experiment. 展开更多
关键词 SOLID-LIQUID mixed FUEL CONCENTRATION turbulence INTENSITY numerical simulation
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Dynamic simulation and experimental study of inspection robot for high-voltage transmission-line 被引量:6
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作者 肖晓晖 吴功平 +1 位作者 杜娥 史铁林 《Journal of Central South University of Technology》 EI 2005年第6期726-731,共6页
A mobile robot developed by Wuhan University for full-path hotline inspection on 220 kV transmission lines was presented. With 4 rotating joints and 2 translational ones, such robot is capable of traveling along non- ... A mobile robot developed by Wuhan University for full-path hotline inspection on 220 kV transmission lines was presented. With 4 rotating joints and 2 translational ones, such robot is capable of traveling along non- obstaclestraight-line segment and surmounting straight-line segment obstacles as well as transferring between two spans automatically. Lagrange’s equations were utilized to derive dynamic equations of all the links, including items of inertia, coupling inertia, Coriolis acceleration, centripetal acceleration and gravity. And a dynamic response experiment on elemental motions of robot prototype’s travelling along non-obstacle straight-line segment and surmounting obstacles was performed on 220 kV 1∶1 simulative overhanging transmission-line in laboratory. In addition, dynamic numerical simulation was conducted in the corresponding condition. Comparison and analysis on results of experiment and numerical simulation have validated theoretical model and simulation resolution. Therefore, the dynamic model formed hereunder can be used for the study of robot control. 展开更多
关键词 inspection robot TRANSMISSION-LINE dynamic modeling numerical simulation dynamic experiment
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Numerical study on dynamic properties of rubberised concrete with different rubber contents 被引量:1
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作者 Lei Pan Hong Hao +1 位作者 Jian Cui Thong M.Pham 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第6期228-240,共13页
As a green environmentally-friendly material,rubberised concrete(Ru C),which has the characteristics of low elastic modulus,large deformation capacity,high damping,good energy dissipation and good crack resistance,has... As a green environmentally-friendly material,rubberised concrete(Ru C),which has the characteristics of low elastic modulus,large deformation capacity,high damping,good energy dissipation and good crack resistance,has attracted extensive attention and research in the civil engineering discipline.However,most of existing studies are based on experimental tests on Ru C material properties,and there has been no numerical study based on meso-scale modelling of Ru C yet.To more comprehensively investigate the Ru C dynamic material properties without conducting intensive experimental tests,this study developed a high-fidelity meso-scale model considering coarse and fine aggregates and rubber crumbs to numerically investigate the mechanical properties of rubberised concrete under different strain rates.The meso-scale model was verified against both quasi-static compressive testing data and Split Hopkinson Pressure Bar(SHPB)dynamic testing data.Using the verified numerical model,the dynamic properties of rubberised concrete with various rubber content(0%-30%)under different strain rates were studied.The numerical results show that the developed meso-scale model can use to predict the static and dynamic properties of rubberised concrete with high accuracy.The dynamic compressive strength of the rubberised concrete increases with the increment of the strain rate,and the strain rate sensitivity increases with the rubber content ranging from 0 to 30%.Based on intensive numerical simulation data,empirical DIFs is used as a function of strain rate and rubber content to predict the dynamic strength of rubberised concrete. 展开更多
关键词 Rubberised concrete Meso-scale model numerical simulation Strain rate effect Dynamic increase factor
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Mechanism on simulation and experiment of pre-crack seam formation in stope roof 被引量:1
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作者 胡建华 雷涛 +2 位作者 周科平 刘浪 劳德正 《Journal of Central South University》 SCIE EI CAS 2014年第4期1526-1533,共8页
The pre-crack blast technology has been used to control the induction caving area in the roof. The key is to form the pre-crack seam and predict the effect of the seam. The H-J-C blast model was built in the roof. Bas... The pre-crack blast technology has been used to control the induction caving area in the roof. The key is to form the pre-crack seam and predict the effect of the seam. The H-J-C blast model was built in the roof. Based on the theories of dynamic strength and failure criterion of dynamic rock, the rock dynamic damage and the evolution of pre-crack seam were simulated by the tensile damage and shear failure of the model. According to the actual situation of No. 92 ore body test stope at Tongkeng Mine, the formation process of the pre-crack blast seam was simulated by Ansys/Ls-dyna software, the pre-crack seam was inspected by a system of digital panoramic borehole camera. The pre-crack seam was inspected by the system of digital panoramic borehole in the roof. The results of the numerical simulation and inspection show that in the line of centers of pre-hole, the minimum of the tensile stress reaches 20 MPa, which is much larger than 13.7 MPa of the dynamic tensile strength of rock. The minimum particle vibration velocity reaches 50 cm/s, which is greater than 30-40 cm/s of the allowable vibration velocity. It is demonstrated that the rock is destroyed near the center line and the pre-crack is successfully formed by the large diameters and large distances pre-crack holes in the roof. 展开更多
关键词 induction caving dynamic damage model pre-crack seam numerical simulation digital borehole camera
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Some Equivalence Transform Methods for Simulating Models in Control Systems
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作者 Degui, Liu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1993年第4期32-42,共11页
In this paper two classes of equivalence transform methods for solving ordinary differential equations are proposed. One class of method is the equivalence integral transform method for special differential algebraic ... In this paper two classes of equivalence transform methods for solving ordinary differential equations are proposed. One class of method is the equivalence integral transform method for special differential algebraic problems. The advantage of this class of method is such that the amount of work calculating one integration with parameters becomes that of two interpolations, when the system of nonlinear equations is solved on the right hand side function. The other class of method is the equivalence substitution method for avoiding calculating derivative on the right hand side function. In order to avoid calculation derivatives, two equivalence substitution methods are proposed here. The application instances of some special effect of the equivalence substitution methods are given. 展开更多
关键词 ALGEBRA Calculations Computer simulation Control systems Differential equations Integration Interpolation Mathematical models Mathematical transformations Nonlinear equations numerical methods
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地球系统模式和数值模拟研究 被引量:1
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作者 曾庆存 张明华 +1 位作者 戴永久 曾晓东 《气象学报》 北大核心 2025年第3期419-434,共16页
地球系统是将大气、陆地、海洋、冰冻圈、土壤和岩石圈以及其中的生物视为一个整体,由一系列相互作用过程联系起来的复杂非线性的多重耦合系统。地球系统模式(ESM)是描述这一复杂耦合系统的数学物理模式。ESM已超越气候系统模式对大气... 地球系统是将大气、陆地、海洋、冰冻圈、土壤和岩石圈以及其中的生物视为一个整体,由一系列相互作用过程联系起来的复杂非线性的多重耦合系统。地球系统模式(ESM)是描述这一复杂耦合系统的数学物理模式。ESM已超越气候系统模式对大气、陆地和海洋状态的物理描述,故不仅可用来做天气和气候预测,还可以研究环境和生态系统的演变过程,研究人类活动对气候和生态环境的影响,以及研究人类调控自然界工程的合理或最优的方案。概述了“地球系统模式”提出和研究的一些历史,地球系统模式的构成;简介了中国科学院地球系统模式(CAS-ESM)的一些主要特点,以及数值模拟的一些主要研究成果和应用;最后提出进一步发展的一些问题。 展开更多
关键词 气候系统模式 环境生态系统模式 耦合 地球系统模式 数值模拟 气候预测
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极端暴雨条件下城市内涝模拟研究进展与展望 被引量:1
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作者 周添红 唐佐槐 +3 位作者 褚俊英 周祖昊 李孟泽 唐明 《人民长江》 北大核心 2025年第5期14-22,30,共10页
在全球气候变化和城市化的背景下,极端暴雨事件频发,城市内涝问题日益严峻,威胁城市安全。为减轻内涝威胁和提高极端暴雨事件的应急管理水平,借助模拟手段分析极端暴雨条件下城市内涝过程已成为重要研究趋势。在极端暴雨基本特征分析的... 在全球气候变化和城市化的背景下,极端暴雨事件频发,城市内涝问题日益严峻,威胁城市安全。为减轻内涝威胁和提高极端暴雨事件的应急管理水平,借助模拟手段分析极端暴雨条件下城市内涝过程已成为重要研究趋势。在极端暴雨基本特征分析的基础上,识别了城市内涝积水的主要影响因素;系统总结了极端暴雨条件下城市内涝模拟的两大主流方法,即机理驱动模型和数据驱动模型,前者物理过程明确,但计算用时长,后者计算效率满足快速模拟预测的要求,但缺乏物理机理。在此基础上,从城市内涝模拟结果的多指标动态分析、模拟精度和效率的提升、城市尺度模型与流域尺度模型的深度融合、机理模型和数值天气预报的动态结合、机理驱动模拟和数据驱动模拟的实时耦合5个方面展望了极端暴雨条件下城市内涝模拟的未来发展趋势。研究成果可为极端暴雨条件下城市内涝过程识别与管理提供借鉴。 展开更多
关键词 极端暴雨 城市内涝模拟 数据驱动模型 机理驱动模型
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烟丝离散元接触参数标定及其破碎模型构建 被引量:2
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作者 李光 李紫迪 《沈阳农业大学学报》 北大核心 2025年第1期59-72,共14页
[目的]针对目前烟丝颗粒仿真中离散元接触参数缺乏、破碎模型空缺的问题,进行烟丝接触参数标定,构建烟丝破碎模型,并进行破碎参数标定。[方法]以烟丝为研究对象,构建烟丝离散元接触模型,结合Plackett-Burman试验设计和Box-Behnken试验... [目的]针对目前烟丝颗粒仿真中离散元接触参数缺乏、破碎模型空缺的问题,进行烟丝接触参数标定,构建烟丝破碎模型,并进行破碎参数标定。[方法]以烟丝为研究对象,构建烟丝离散元接触模型,结合Plackett-Burman试验设计和Box-Behnken试验设计确定烟丝各项物理参数,其中烟丝颗粒泊松比、烟丝间恢复系数、烟丝间静摩擦系数、烟丝间滚动摩擦系数、烟丝与设备恢复系数、烟丝与设备静摩擦系数、烟丝与设备动摩擦系数及烟丝剪切模量的最优值分别为0.35,0.35,0.49,0.03,0.35,0.44,0.12,5.75×10^(6)Pa;构建烟丝破碎模型,通过重球跌落试验标定破碎模型的主要参数,其中黏结半径0.216 mm、单位法向刚度4.62×10^(10)N·m^(-3)、单位切向刚度1.62×10^(10)N·m^(-3)、临界法向力5.10×10^(10)Pa、临界切向力1.89×10^(10)Pa,并通过单轴压缩试验进一步验证破碎参数的有效性。[结果]在烟丝离散元接触参数标定中,数值模拟与试验结果相对误差平均值为2.9%,烟丝离散元接触参数标定精确;在烟丝破碎模型的参数标定中,重球跌落的数值模拟与试验结果相对误差平均值为0.82%,单轴压缩的数值模拟与试验结果相对误差平均值为4.53%,烟丝破碎模型可靠。[结论]研究结果可为探究烟丝造碎提供有效模型参考。 展开更多
关键词 烟丝 离散元 虚拟标定 破碎模型 数值模拟
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基于机器学习的酸性气藏地下储气库硫化氢含量预测方法 被引量:1
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作者 冯国庆 杜勤锟 +3 位作者 周道勇 蔡家兰 程希 莫海帅 《天然气工业》 北大核心 2025年第2期159-169,共11页
地下储气库(以下简称储气库)中含有硫化氢等有害气体,不仅影响储气库的安全运行,还直接对环境造成严重污染,准确预测储气库采出气组分中H2S的含量具有重要意义。目前,常采用油藏数值模拟的组分模型来预测H2S含量,但其计算过程复杂且耗... 地下储气库(以下简称储气库)中含有硫化氢等有害气体,不仅影响储气库的安全运行,还直接对环境造成严重污染,准确预测储气库采出气组分中H2S的含量具有重要意义。目前,常采用油藏数值模拟的组分模型来预测H2S含量,但其计算过程复杂且耗时较长,不能方便快捷地用于储气库单井H2S的含量预测。为此,以HCX储气库为研究对象,在建立储气库的机理模型并开展数值模拟的基础上,以机理模型计算的储气库多周期H2S预测结果为样本集,应用多输出支持向量回归(MSVR)、长短期记忆网络(LSTM)、人工神经网络(ANN)3种机器学习算法建立了硫化氢含量的智能代理模型,并对3种模型预测精度进行对比分析。研究结果表明:①长短期记忆网络模型具有适中的训练时间、较好的预测精度,可将该模型作为HCX储气库的H2S预测智能代理模型;②进一步对LSTM模型的训练数据和过渡拟合问题进行优化,确定最佳训练数集1500组,最佳丢弃率为0.2,隐含层设置范围可控制在层数1~2层,节点数30~60个;③经HCX储气库的实例应用表明,建立的LSTM智能代理模型能够准确预测储气库采出气中H2S的含量。结论认为,经过优化的LSTM算法智能代理模型具有较好的外推性,该研究成果可为含H2S储气库的建设和安全高效运行提供技术支持。 展开更多
关键词 含硫储气库 数值模拟 组分模拟 硫化氢含量预测 机器学习 长短期记忆网络模型 机器学习模型优化
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