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大规模三模网络自回归模型
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作者 卫奕冰 朱复康 《数学物理学报(A辑)》 CSCD 北大核心 2024年第3期783-803,共21页
在双模网络自回归(NAR)模型的基础上给出了三模NAR模型.该模型考虑了大规模社交网络中三种类型的节点,且边只允许出现在不同类型的节点之间.首先介绍了模型的定义以及模型的可逆性与参数可识别性,考虑了拟极大似然和条件最小二乘估计方... 在双模网络自回归(NAR)模型的基础上给出了三模NAR模型.该模型考虑了大规模社交网络中三种类型的节点,且边只允许出现在不同类型的节点之间.首先介绍了模型的定义以及模型的可逆性与参数可识别性,考虑了拟极大似然和条件最小二乘估计方法及相应估计量的大样本性质.其次,在多种设定下进行了数值模拟,对估计方法的准确性与计算效率进行了对比,最后分析了一个实际例子. 展开更多
关键词 NAR模型 拟极大似然 条件最小二乘 大样本性质
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基于三维模型的变电站智能辅助控制系统设计 被引量:5
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作者 刘强 罗业雄 +3 位作者 陈璨 高轩 王鹏洋 王林林 《科学技术与工程》 北大核心 2023年第31期13430-13437,共8页
为了提高智能变电站设备运行环境与公共安全状态的远程监控及智能化防控能力,提出一种基于三维模型的变电站智能辅助控制系统。按照变电站智能辅助控制系统的设备选型布置需求进行数据库开发设计,采用三维模型实现变电站智能辅助控制系... 为了提高智能变电站设备运行环境与公共安全状态的远程监控及智能化防控能力,提出一种基于三维模型的变电站智能辅助控制系统。按照变电站智能辅助控制系统的设备选型布置需求进行数据库开发设计,采用三维模型实现变电站智能辅助控制系统的三维设计成果的共享,通过三维设计模型校验和红外双鉴三维建模完成变电站智能辅助控制系统的三维设计,并对三维建模算法进行优化,得到三维建模输出结果。仿真测试结果表明,该系统进行变电站三维建模的输出功率稳定性好,抗干扰能力强,运维闭环管理处理效率高,有利于提高变电站设备的远程监控及智能化防控能力。 展开更多
关键词 变电站 智能辅助控制系统 三模模型 可视化 输出
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Deposit 3D modeling and application 被引量:46
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作者 罗周全 刘晓明 +2 位作者 苏家红 吴亚斌 刘望平 《Journal of Central South University of Technology》 EI 2007年第2期225-229,共5页
By the aid of the international mining software SURPAC, a geologic database for a multi-metal mine was established, 3D models of the surface, geologic fault, ore body, cavity and the underground openings were built, a... By the aid of the international mining software SURPAC, a geologic database for a multi-metal mine was established, 3D models of the surface, geologic fault, ore body, cavity and the underground openings were built, and the volume of the cavity of the mine based on the cavity 3D model was calculated. In order to compute the reserves, a grade block model was built and each metal element grade was estimated using Ordinary Kriging. Then, the reserve of each metal element and every sublevel of the mine was worked out. Finally, the calculated result of each metal reserve to its actual prospecting reserve was compared, and the results show that they are all almost equal to each other. The absolute errors of Sn, Pb, and Zn reserves are only 1.45%, 1.59% and 1.62%, respectively. Obviously, the built models are reliable and the calculated results of reserves are correct. They can be used to assist the geologic and mining engineers of the mine to do research work of reserves estimation, mining design, plan making and so on. 展开更多
关键词 geologic database deposit model CAVITY RESERVES SURPAC software
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Simulation of quasi-dimensional model for diesel engine working process 被引量:1
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作者 齐鲲鹏 冯立岩 +2 位作者 冷先银 田江平 隆武强 《Journal of Central South University》 SCIE EI CAS 2010年第4期868-872,共5页
In order to satisfy the demand of validity and real time operating performance of diesel engine model used in hardware-in-the-loop simulation system,a simplified quasi-dimensional model for diesel engine working proce... In order to satisfy the demand of validity and real time operating performance of diesel engine model used in hardware-in-the-loop simulation system,a simplified quasi-dimensional model for diesel engine working process was proposed,which was based on the phase-divided spray mixing model.The software MATLAB/Simulink was utilized to simulate diesel engine performance parameters.The comparisons between calculated results and experimental data show that the relative error of power and brake specific fuel consumption is less than 2.8%,and the relative error of nitric oxide and soot emissions is less than 9.1%.At the same time,the average computational time for simulation of one working process with the new model is 36 s,which presents good real time operating performance of the model.The simulation results also indicate that the nozzle flow coefficient has great influence on the prediction precision of performance parameters in diesel engine simulation model. 展开更多
关键词 diesel engine phase-divided spray mixing model quasi-dimensional model MATLAB/SIMULINK prediction precision
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Application of 1D/3D finite elements coupling for structural nonlinear analysis 被引量:13
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作者 岳健广 A.Fafitis +1 位作者 钱江 雷拓 《Journal of Central South University》 SCIE EI CAS 2011年第3期889-897,共9页
An element coupling model (ECM) method was proposed to simulate the global behavior and local damage of a structure.In order to reflect the local damage and improve the computational efficiency,three-dimensional (3D) ... An element coupling model (ECM) method was proposed to simulate the global behavior and local damage of a structure.In order to reflect the local damage and improve the computational efficiency,three-dimensional (3D) solid elements and one-dimensional (1D) beam element were coupled by the multi-point constraint equations.A reduced scale 1?8 model test was simulated by the ECM and a full three dimensional model (3DM) contrastively.The results show that the global behavior and local damages of ECM agree well with the test and 3DM.It is indicated that the proposed method can be used in the structural nonlinear analysis accurately and efficiently. 展开更多
关键词 elements coupling model global behavior local damage multi-point constraint equations nonlinear analysis
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Risk assessment of water inrush in tunnels based on attribute interval recognition theory 被引量:6
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作者 WANG Sheng LI Li-ping +3 位作者 CHENG Shuai HU Hui-jiang ZHANG Ming-guang WEN Tao 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第2期517-530,共14页
Water inrush is one of the most serious geological hazards in underground engineering construction.In order to effectively prevent and control the occurrence of water inrush,a new attribute interval recognition theory... Water inrush is one of the most serious geological hazards in underground engineering construction.In order to effectively prevent and control the occurrence of water inrush,a new attribute interval recognition theory and method is proposed to systematically evaluate the risk of water inrush in karst tunnels.Its innovation mainly includes that the value of evaluation index is an interval rather than a certain value;the single-index attribute evaluation model is improved non-linearly based on the idea of normal distribution;the synthetic attribute interval analysis method based on improved intuitionistic fuzzy theory is proposed.The TFN-AHP method is proposed to analyze the weight of evaluation index.By analyzing geological factors and engineering factors in tunnel zone,a multi-grade hierarchical index system for tunnel water inrush risk assessment is established.The proposed method is applied to ventilation incline of Xiakou tunnel,and its rationality and practicability is verified by comparison with field situation and evaluation results of other methods.In addition,the results evaluated by this method,which considers that water inrush is a complex non-linear system and the geological conditions have spatial variability,are more accurate and reliable.And it has good applicability in solving the problem of certain and uncertain problem. 展开更多
关键词 water inrush risk assessment attribute interval recognition model TFN-AHP
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Site selection of emergency material warehouse under fuzzy environment 被引量:2
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作者 刘诚 陈则辉 龚玉燕 《Journal of Central South University》 SCIE EI CAS 2013年第6期1610-1615,共6页
The objective of this work was to determine the location of emergency material warehouses. For the site selection problem of emergency material warehouses, the triangular fuzzy numbers are respectively demand of the d... The objective of this work was to determine the location of emergency material warehouses. For the site selection problem of emergency material warehouses, the triangular fuzzy numbers are respectively demand of the demand node, the distance between the warehouse and demand node and the cost of the warehouse, a bi-objective programming model was established with minimum total cost of the system and minimum distance between the selected emergency material warehouses and the demand node. Using the theories of fuzzy numbers, the fuzzy programming model was transformed into a determinate bi-objective mixed integer programming model and a heuristic algorithm for this model was designed. Then, the algorithm was proven to be feasible and effective through a numerical example. Analysis results show that the location of emergency material warehouse depends heavily on the values of degree a and weight wl. Accurate information of a certain emergency activity should be collected before making the decision. 展开更多
关键词 bi-objective mixed-integer programming emergency material warehouse triangular fuzzy number site selection
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Modelling and simulation of contact force in cold rotary forging 被引量:2
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作者 秦训鹏 《Journal of Central South University》 SCIE EI CAS 2014年第1期35-42,共8页
Cold rotary forging is an advanced and complex metal forming technology with continuous local plastic deformation.Investigating the contact force between the dies and the workpiece has a great significance to improve ... Cold rotary forging is an advanced and complex metal forming technology with continuous local plastic deformation.Investigating the contact force between the dies and the workpiece has a great significance to improve the life of the dies in cold rotary forging.The purpose of this work is to reveal the contact force responses in cold rotary forging through the modelling and simulation.For this purpose,a 3D elastic-plastic dynamic explicit FE model of cold rotary forging is developed using the FE code ABAQUS/Explicit.Through the modelling and simulation,the distribution and evolution of the contact force in cold rotary forging is investigated in detail.The experiment has been conducted and the validity of the 3D FE model of cold rotary forging has been verified.The results show that: 1) The contact force distribution is complex and exhibits an obvious non-uniform characteristic in the radial and circumferential directions; 2) The maximum contact force between the upper die and the workpiece is much larger than that between the lower die and the workpiece; 3) The contact force evolution history is periodic and every period experiences three different stages; 4) The total normal contact force is much larger than the total shear contact force at any given time. 展开更多
关键词 cold rotary forging metal forming SIMULATION contact force die life
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Numerical simulation and analysis of solid-liquid two-phase threedimensional unsteady flow in centrifugal slurry pump 被引量:17
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作者 吴波 汪西力 +1 位作者 LIU Hui 徐海良 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第8期3008-3016,共9页
Based on RNG k-ε turbulence model and sliding grid technique, solid-liquid two-phase three-dimensional(3-D) unsteady turbulence of full passage in slurry pump was simulated by means of Fluent software. The effects of... Based on RNG k-ε turbulence model and sliding grid technique, solid-liquid two-phase three-dimensional(3-D) unsteady turbulence of full passage in slurry pump was simulated by means of Fluent software. The effects of unsteady flow characteristics on solid-liquid two-phase flow and pump performance were researched under design condition. The results show that clocking effect has a significant influence on the flow in pump, and the fluctuation of flow velocity and pressure is obvious, particularly near the volute tongue, at the position of small sections of volute and within diffuser. Clocking effect has a more influence on liquid-phase than on solid-phase, and the wake-jet structure of relative velocity of solid-phase is less obvious than liquid-phase near the volute tongue and the impeller passage outlet. The fluctuation of relative velocity of solid-phase flow is 7.6% smaller than liquid-phase flow at the impeller outlet on circular path. Head and radial forces of the impeller are 8.1% and 85.7% of fluctuation, respectively. The results provide a theoretical basis for further research for turbulence, improving efficient, reducing the hydraulic losses and wear. Finally, field tests were carried out to verify the operation and wear of slurry pump. 展开更多
关键词 slurry pump solid-liquid two-phase flow unsteady flow 3-D full passage numerical simulation
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Simulation of hydrogen diffusion in welded joint of X80 pipeline steel 被引量:2
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作者 严春妍 刘翠英 张根元 《Journal of Central South University》 SCIE EI CAS 2014年第12期4432-4437,共6页
Hydrogen diffusion coefficients of different regions in the welded joint of X80 pipeline steel were measured using the electro-chemical permeation technique. Using ABAQUS software, hydrogen diffusion in X80 pipeline s... Hydrogen diffusion coefficients of different regions in the welded joint of X80 pipeline steel were measured using the electro-chemical permeation technique. Using ABAQUS software, hydrogen diffusion in X80 pipeline steel welded joint was studied in consideration of the inhomogeneity of the welding zone, and temperature-dependent thermo-physical and mechanical properties of the metals. A three dimensional finite element model was developed and a coupled thermo-mechanical-diffusion analysis was performed. Hydrogen concentration distribution across the welded joint was obtained. It is found that the postweld residual hydrogen exhibits a non-uniform distribution across the welded joint. A maximum equivalent stress occurs in the immediate vicinity of the weld metal. The heat affected zone has the highest hydrogen concentration level, followed by the weld zone and the base metal.Simulation results are well consistent with theoretical analysis. 展开更多
关键词 numerical simulation hydrogen diffusion temperature field stress field
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Three-dimensional simulation of sintering crunodes of metal powders or fibers by level set method 被引量:1
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作者 谌东东 郑洲顺 +2 位作者 王建忠 汤慧萍 曲选辉 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第7期2446-2455,共10页
The difference of sintering crunodes of metal powders and fibers is discussed. The mathematical model of the surface diffusion described by the difference in mean curvature is defined as a Hamilton-Jacobi-type equatio... The difference of sintering crunodes of metal powders and fibers is discussed. The mathematical model of the surface diffusion described by the difference in mean curvature is defined as a Hamilton-Jacobi-type equation, and the model is numerically solved by the level set method. The three-dimensional numerical simulations of two metal powders and fibers(the fiber angle is 0° or 90°) are implemented by this mathematical model, respectively. The numerical simulation results accord with the experimental ones. The sintering neck growth trends of metal powders and metal fibers are similar. The sintering neck radius of metal fibers is larger than that of metal powders. The difference of the neck radius is caused by the difference of geometric structure which makes an important influence on the curvature affecting the migration rate of atoms. 展开更多
关键词 metal fiber metal powder sintering crunodes mean curvature three-dimensional simulation
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An automatic unified modeling method of geological object and engineering object based on tri-prism(TP) 被引量:1
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作者 张荣春 李浩 +1 位作者 吴铭飞 王亚芹 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第4期1419-1426,共8页
For the interaction relation between geological object and engineering object in some fields related to water conservancy and hydropower, a unified modeling idea was proposed. On the basis of summarizing both advantag... For the interaction relation between geological object and engineering object in some fields related to water conservancy and hydropower, a unified modeling idea was proposed. On the basis of summarizing both advantages and disadvantages of existing modeling methods, an automatic unified modeling method of both engineering and geological objects based on tri-prism(TP) model was presented. Through the lossless correction algorithm of deviated drill holes contained in this method, the real deviated drill holes could be corrected into the equivalent virtual vertical ones. And the correction accuracy fully meets the requirements of unified modeling. With the virtual vertical drilling data, TIN construction of both cover layer and other stratums would be built in order to obtain the 3D geological model. Then, the engineering design data would be introduced into the 3D geological model for achieving unified modeling. For this process, the volume subdividing and restructuring principles were introduced to deal with the spatial relationships between engineering object and geological object. In order to improve the efficiency of unified modeling, the reconstruction of TIN based on constraint information was also applied in this method. At last, the feasibility and validation of the unified modeling method as well as its relevant key algorithms were verified by specific experiments and analysis of results. 展开更多
关键词 tri-prism(TP) model unified modeling deviated drill holes correction volume subdividing constraint information
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