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Prediction of shear bands in sand based on granular flow model and two-phase equilibrium
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作者 张义同 齐德瑄 +1 位作者 杜如虚 任述光 《Journal of Central South University》 SCIE EI CAS 2008年第S1期316-321,共6页
In contrast to the traditional interpretation of shear bands in sand as a bifurcation problem in continuum mechanics,shear bands in sand are considered as high-strain phase(plastic phase) of sand and the materials out... In contrast to the traditional interpretation of shear bands in sand as a bifurcation problem in continuum mechanics,shear bands in sand are considered as high-strain phase(plastic phase) of sand and the materials outside the bands are still in low-strain phase(elastic phase),namely,the two phases of sand can coexist under certain condition.As a one-dimensional example,the results show that,for materials with strain-softening behavior,the two-phase solution is a stable branch of solutions,but the method to find two-phase solutions is very different from the one for bifurcation analysis.The theory of multi-phase equilibrium and the slow plastic flow model are applied to predict the formation and patterns of shear bands in sand specimens,discontinuity of deformation gradient and stress across interfaces between shear bands and other regions is considered,the continuity of displacements and traction across interfaces is imposed,and the Maxwell relation is satisfied.The governing equations are deduced.The critical stress for the formation of a shear band,both the stresses and strains inside the band and outside the band,and the inclination angle of the band can all be predicted.The predicted results are consistent with experimental measurements. 展开更多
关键词 strain localization locally-deformed BANDS shear BANDS TWO-PHASE equilibrium granular model of SAND
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Mathematical Model for the Drying Process of Granular Materials in a Fluidized Bed 被引量:1
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作者 Xiulan Huai, Li Wang, Zhiyun Qu ( Mechanical Engineering School, University of Science and Technology Beijing, Beijing 100083, China Chemical Industry Research Institute of Shanxi, Taiyuan 030031, China) 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2000年第4期296-300,共5页
The experiment of granular materials, barley, drying in a fluidized bed was carried out to investigate the influence of the factors, inlet air temperature, air moisture, bed height and original moisture content of th... The experiment of granular materials, barley, drying in a fluidized bed was carried out to investigate the influence of the factors, inlet air temperature, air moisture, bed height and original moisture content of the dried materials on drying process. Based on the experimental data, a corresponding mathematical model is presented. As a conclusion, a higher inlet air temperature and a reasonable bed height should be used so as to increase the dring rate and to improve the product quality. 展开更多
关键词 FLUIDIZATION granular materials drying experimental investigation mathematical model Information
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Modeling liquefaction of water saturated granular material under undrained cyclic shearing
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作者 JuhuaZhang 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2005年第2期169-175,共7页
The tendency of particles in a water-saturated granular mass to re-arrange into a denser state during cyclic shearing under pressure results in an increase in pore water pressure. The increase in the pore water pressu... The tendency of particles in a water-saturated granular mass to re-arrange into a denser state during cyclic shearing under pressure results in an increase in pore water pressure. The increase in the pore water pressure causes a reduction in the inner particle contact forces, and in turn easier re-arrangement of the particles. Eventually, the material loses its shear strength, partially or almost completely. In this paper, a general three-dimensional continuum mechanics model is presented for the deformation of granular materials. A physically based model is also presented for characterization of liquefaction of the water saturated granular material under undrained cyclic shearing. The model incorporates the fabric of the granular mass, which develops as the frictional granular mass is deformed in shear. It includes the coupling between shearing and excess pore water pressure. The model parameters are estimated, based on the results of cyclic shearing experiments on large hollow cylindrical samples of silica sand. Basically, the calculation results utilizing this model can embody liquefaction phenomena of the water saturated granular material under undrained cyclic shearing. 展开更多
关键词 granular materials LIQUEFACTION Physical model Constitutive relation
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Investigations on pullout behavior of geogrid-granular trench using CANAsand constitutive model
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作者 Ali Noorzad Ehsan Badakhshan 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2017年第4期726-740,共15页
Experimental and numerical investigations have been carried out on behavior of pullout resistance of embedded circular plate with and without geogrid reinforcement layers in stabilized loose and dense sands using a gr... Experimental and numerical investigations have been carried out on behavior of pullout resistance of embedded circular plate with and without geogrid reinforcement layers in stabilized loose and dense sands using a granular trench.Different parameters have been considered,such as the number of geogrid layers,embedment depth ratio,relative density of soil and height ratio of granular trench.Results showed that,without granular trench,the single layer of geogrid was more effective in enhancing the pullout capacity compared to the multilayer of geogrid reinforcement.Also,increasing the soil density and embedment depth ratio led to an increase in the uplift capacity.When soil was improved with the granular trench,the uplift force significantly increased.The granular trench improved the uplift load in dense sand more,as compared to the same symmetrical plate embedded in loose sand.Although it was observed that,in geogrid-reinforced granular trench condition,the ultimate pullout resistance at failure increased as the number of geogrid layers increased up to the third layer,and the fifth layer had a negligible effect in comparison with the third layer of reinforcement.Finite element analyses with hardening soil model for sand and CANAsand constitutive model for granular trench were conducted to investigate the failure mechanism and the associated rupture surfaces utilized.The response of granular material in the proposed model is an elastoplastic constitutive model derived from the CANAsand model,which uses a non-associated flow rule along with the concept of the state boundary surface possessing a critical and a compact state.It was observed that the granular trench might change the failure mechanism from deep plate to shallow plate as the failure surface can extend to the ground surface.The ultimate uplift capacity of anchor and the variation of surface deformation indicated a close agreement between the experiment and numerical model. 展开更多
关键词 ANCHOR Pullout test GEOGRID granular trench CANAsand constitutive model
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Modeling for critical state line of granular soil with evolution of grain size distribution due to particle breakage
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作者 Ching S.Chang Yibing Deng 《Geoscience Frontiers》 SCIE CAS CSCD 2020年第2期473-486,共14页
Determination of the critical state line(CSL)is important to characterize engineering properties of granular soils.Grain size distribution(GSD)has a significant influence on the location of CSL.The influence of partic... Determination of the critical state line(CSL)is important to characterize engineering properties of granular soils.Grain size distribution(GSD)has a significant influence on the location of CSL.The influence of particle breakage on the CSL is mainly attributed to the change in GSD due to particle breakage.However,GSD has not been properly considered in modeling the CSL with influence of particle breakage.This study aims to propose a quantitative model to determine the CSL considering the effect of GSD.We hypothesize that the change of critical state void ratio with respect to GSD is caused by the same mechanism that influences of the change of minimum void ratio with respect to GSD.Consequently,the particle packing model for minimum void ratio proposed by Chang et al.(2017)is extended to predict critical state void ratio.The developed model is validated by experimental results of CSLs for several types of granular materials.Then the evolution of GSD due to particle breakage is incorporated into the model.The model is further evaluated using the experimental results on rockfill material,which illustrates the applicability of the model in predicting CSL for granular material with particle breakage. 展开更多
关键词 Critical state void ratio Particle breakage Grain size distribution Particle packing model granular material
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Modeling of Work of Filling Granular Filter with Active Cooling
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作者 Alexander D. Rychkov 《Smart Grid and Renewable Energy》 2010年第1期25-31,共7页
The solid propellant gas generators having high gas capacity are widely used for fast pressurization of elastic shells of saving devices of different applications. A typical example of such devices are safety system o... The solid propellant gas generators having high gas capacity are widely used for fast pressurization of elastic shells of saving devices of different applications. A typical example of such devices are safety system of automobile (airbags). After collision of an automobile with an obstacle the combustion products of gas generator fill the shell during 60 – 100 milliseconds. However the temperature of combustion products even of “low-temperature” fuel compositions of gas generators appears not below 1500К and to reduce of its it is necessary to apply a various types of porous and filling granular filters. There are passive and active granular filters. The passive filter can cool of combustion products as a result of absorption of heat only. The active cooling is evaporation of the granule material and in this case takes a place more intensive cooling of combustion products in the filter. The numerical modeling of cooling process of high- temperature combustion products at their movement in bulk of granular filter of active cooling is investigated. As the material of granules was used the carbonate of magnesium. At its heating takes a place process of gasification and formation of a porous slag shell which sublimates at higher temperature. The physical model of such spherical granule can be presented as the central part consisting of the carbonate magnesium surrounded with the porous slag spherical shell through which gaseous products of gasification of the central part are filtered. The problem of distribution of heat in each granule is Stefan problem when at the given temperature on the surface of sphere there is the front of gasification moving inside of the bulk of material. It is assumed that combustion products are the perfect gas moving in the filter. The upwind difference scheme of the second order of the accuracy with TVD properties was applied to calculation of the movement of gas. The results of calculations at various values of key parameters of the active and passive filters allow to draw a conclusion about enough high efficiency of active cooling filters. 展开更多
关键词 MATHEMATICAL modeling granular FILTERS Heat-and-Mass TRANSFER
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Discrete element modelling approach to assessment of granular properties in concrete
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作者 Piet STROEVEN Huan HE Martijn STROEVEN 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2011年第5期335-344,共10页
This paper presents the technological relevance of a concurrent algorithm-based discrete element modelling (DEM) system, HADES. This new system is the successor of SPACE that is limited to spherical grains only. It ca... This paper presents the technological relevance of a concurrent algorithm-based discrete element modelling (DEM) system, HADES. This new system is the successor of SPACE that is limited to spherical grains only. It can realistically simulate the packing of arbitrary-shaped particles up to the fully compacted state. Generation of families of such particles, i.e., generally representing aggregate of fluvial origin and crushed rock, respectively, and the forming way of particulate structure are described. Similarly shaped particles are proposed for simulation of cement paste because of conformity with experimental results obtained by the X-ray tomography method. Technologically relevant territories inside and outside concrete technology are presently explored in this efficient, reliable, and economic way. Some results obtained by this DEM approach are presented. 展开更多
关键词 Cementitious materials granular properties Concurrent algorithm Discrete element modelling (DEM) SHAPE PARTICLES
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Two Classes of Models of Granular Computing 被引量:1
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作者 Daowu Pei 《南昌工程学院学报》 CAS 2006年第2期52-55,共4页
This paper reviews a class of important models of granular computing which are induced by equivalence relations,or by general binary relations,or by neighborhood systems,and propose a class of models of granular compu... This paper reviews a class of important models of granular computing which are induced by equivalence relations,or by general binary relations,or by neighborhood systems,and propose a class of models of granular computing which are induced by coverings of the given universe. 展开更多
关键词 granular computing GRANULE rough set theory relation based model covering based model
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A simulation based on the cosserat continuum model of the vortex structure in granular materials
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作者 Cun Yu Xihua Chu Yuanjie Xu 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2015年第2期182-186,共5页
Displacement fluctuation is the difference between the real displacement and the affine displacement in deforming granular materials. The discrete element method (DEM) is widely used along with experimental approach... Displacement fluctuation is the difference between the real displacement and the affine displacement in deforming granular materials. The discrete element method (DEM) is widely used along with experimental approaches to investigate whether the displacement fluctuation represents the vortex structure. Current research suggests that the vortex structure is caused by the cooperative motion of particle groups on meso-scales, which results in strain localization in granular materials. In this brief article, we investigate the vortex structure using the finite element method (FEM) based on the Cosserat cor[tinuum model. The numerical example focuses on the relationship between the vortex structure and the shear bands under two conditions: (a) uniform granular materials; (b) granular materials with inclusions. When compared with distributions of the effective strain and the vortex structure, we find that the vortex structure coexists with the strain localization and originates from the stiffness cooperation of different locations in granular materials at the macro level. 展开更多
关键词 granular materials vortex structure strain localization Cosserat continuum model
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Identical full-scale biogas-lift reactors(BLRs) with anaerobic granular sludge and residual activated sludge for brewery wastewater treatment and kinetic modeling 被引量:3
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作者 Fu Xu Zhenxing Huang +3 位作者 Hengfeng Miao Hongyan Ren Mingxing Zhao Wenquan Ruan 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2013年第10期2031-2040,共10页
Two identical full-scale biogas-lift reactors treating brewery wastewater were inoculated with different types of sludge to compare their operational conditions, sludge characteristics, and kinetic models at a mesophi... Two identical full-scale biogas-lift reactors treating brewery wastewater were inoculated with different types of sludge to compare their operational conditions, sludge characteristics, and kinetic models at a mesophilic temperature. One reactor (R1) started up with anaerobic granular sludge in 12 weeks and obtained a continuously average organic loading rate (OLR) of 7.4 kg chemical oxygen demand (COD)/(m3.day), COD removal efficiency of 80%, and effluent COD of 450 mg/L. The other reactor (R2) started up with residual activated sludge in 30 weeks and granulation accomplished when the reactor reached an average OLR of 8.3 kg COD/(m^3·day), COD removal efficiency of 90%, and effluent COD of 240 mg/L. Differences in sludge characteristics,biogas compositions, and biogas- lift processes may be accounted for the superior efficiency of the treatment performance of R2 over R1. Grau second-order and modified StoverKincannon models based on influent and effluent concentrations as well as hydraulic retention time were successfully used to develop kinetic parameters of the experimental data with high correlation coefficients (R2 〉 0.95), which further showed that R2 had higher treatment performance than R1. These results demonstrated that residual activated sludge could be used effectively instead of anaerobic granular sludge despite the need for a longer time. 展开更多
关键词 anaerobic granular sludge residual activated sludge biogas-lift reactor brewery wastewater kinetic modeling
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Solid Boundary as Energy Source and Sink in a Dry Granular Dense Flow: A Comparison between Two Turbulent Closure Models
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作者 Chung Fang 《Engineering(科研)》 2014年第13期960-972,共13页
Solid boundary as energy source and sink of the turbulent kinetic energy of the grains, and its influence on the mean and turbulent features of a dry granular dense flow, are investigated by using the proposed zero- a... Solid boundary as energy source and sink of the turbulent kinetic energy of the grains, and its influence on the mean and turbulent features of a dry granular dense flow, are investigated by using the proposed zero- and first-order turbulent closure models. The first and second laws of thermodynamics are used to derive the equilibrium closure relations, with the dynamic responses postulated by a quasi-static theory for weak turbulent intensity. Two closure models are applied to analyses of a gravity-driven flow down an inclined moving plane. While the calculated mean porosity and velocity correspond to the experimental outcomes, the influence of the turbulent eddy evolution can be taken into account in the first-order model. Increasing velocity slip on the inclined plane tends to enhance the turbulent dissipation nearby, and the turbulent kinetic energy near the free surface. The turbulent dissipation demonstrates a similarity with that of Newtonian fluids in turbulent boundary layer flows. While two-fold roles of the solid boundary are apparent in the first-order model, its role as an energy sink is more obvious in the zero-order model. 展开更多
关键词 DRY granular DENSE FLOW Gravity FLOW TURBULENT CLOSURE model Velocity Slip
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Neural network-based model for prediction of permanent deformation of unbound granular materials 被引量:1
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作者 Ali Alnedawi Riyadh Al-Ameri Kali Prasad Nepal 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2019年第6期1231-1242,共12页
Several available mechanistic-empirical pavement design methods fail to include predictive model for permanent deformation(PD)of unbound granular materials(UGMs),which make these methods more conservative.In addition,... Several available mechanistic-empirical pavement design methods fail to include predictive model for permanent deformation(PD)of unbound granular materials(UGMs),which make these methods more conservative.In addition,there are limited regression models capable of predicting the PD under multistress levels,and these models have regression limitations and generally fail to cover the complexity of UGM behaviour.Recent researches are focused on using new methods of computational intelligence systems to address the problems,such as artificial neural network(ANN).In this context,we aim to develop an artificial neural model to predict the PD of UGMs exposed to repeated loads.Extensive repeated load triaxial tests(RLTTs)were conducted on base and subbase materials locally available in Victoria,Australia to investigate the PD properties of the tested materials and to prepare the database of the neural networks.Specimens were prepared over different moisture contents and gradations to cover a wide testing matrix.The ANN model consists of one input layer with five neurons,one hidden layer with twelve neurons,and one output layer with one neuron.The five inputs were the number of load cycles,deviatoric stress,moisture content,coefficient of uniformity,and coefficient of curvature.The sensitivity analysis showed that the most important indicator that impacts PD is the number of load cycles with influence factor of 41%.It shows that the ANN method is rapid and efficient to predict the PD,which could be implemented in the Austroads pavement design method. 展开更多
关键词 Flexible PAVEMENT design Unbound granular materials PERMANENT deformation (PD) Repeated load TRIAXIAL test (RLTT) PREDICTION models Artificial neural network (ANN)
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HFACS的细节层级元素在24Model中的对应研究 被引量:13
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作者 傅贵 索晓 孙世梅 《中国安全科学学报》 CAS CSCD 北大核心 2016年第10期1-6,共6页
为全面理解人因分析与分类系统(HFACS),通过剖析HFACS和24Model各层的具体含义,将HFACS的细节层级元素对应到24Model中予以研究。作者发现,HFACS中各层级的142个元素都能对应到24Model中,24Model能完整地包含HFACS的全部内容且涵盖更广... 为全面理解人因分析与分类系统(HFACS),通过剖析HFACS和24Model各层的具体含义,将HFACS的细节层级元素对应到24Model中予以研究。作者发现,HFACS中各层级的142个元素都能对应到24Model中,24Model能完整地包含HFACS的全部内容且涵盖更广。其中,HFACS细节层级的元素对应到24Model不安全动作的元素有47.5个,HFACS中不安全动作包含一些导致不安全动作产生的元素,不甚合理;对应到不安全物态的元素有7个,但HFACS未将不安全物态作单独考虑;对应到习惯性不安全行为的元素有52.5个;对应到组织层面的元素有31个,HFACS仅列举影响安全的组织因素,24Model中分析了为控制这些因素提供系统化管理方法和管理框架的安全管理体系的缺欠;对应到外部原因的元素有4个,24Model组织外部原因的内容涵盖更全面。 展开更多
关键词 人因分析与分类系统(HFACS) 24model 事故致因模型 细节层级元素 对应研究
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Anaerobic tapered fluidized bed reactor for starch wastewater treatment and modeling using multilayer perceptron neural network 被引量:8
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作者 RANGASAMY Parthiban PVR Iyer GANESAN Sekaran 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2007年第12期1416-1423,共8页
treatability of synthetic sago wastewater was investigated in a laboratory anaerobic tapered fluidized bed reactor (ATFBR) with a mesoporous granular activated carbon (GAC) as a support material. The experimental ... treatability of synthetic sago wastewater was investigated in a laboratory anaerobic tapered fluidized bed reactor (ATFBR) with a mesoporous granular activated carbon (GAC) as a support material. The experimental protocol was defined to examine the effect of the maximum organic loading rate (OLR), hydraulic retention time (HRT), the efficiency of the reactor and to report on its steady- state performance. The reactor was subjected to a steady-state operation over a range of OLR up to 85.44 kg COD/(m^3·d). The COD removal efficiency was found to be 92% in the reactor while the biogas produced in the digester reached 25.38 m^3/(m^3·d) of the reactor. With the increase of OLR from 83.7 kg COD/(m^3·d), the COD removal efficiency decreased. Also an artificial neural network (ANN) model using multilayer perceptron (MLP) has been developed for a system of two input variable and five output dependent variables. For the training of the input-output data, the experimental values obtained have been used. The output parameters predicted have been found to be much closer to the corresponding experimental ones and the model was validated for 30% of the untrained data. The mean square error (MSE) was found to be only 0.0146. 展开更多
关键词 anaerobic digestion tapered fluidized bed reactor organic loading rate BIOGAS mesoporous granular activated carbon modeling artificial neural network
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The rough representation and measurement of quotient structure in algebraic quotient space model 被引量:5
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作者 陈林书 Wang Jiayang 《High Technology Letters》 EI CAS 2017年第3期293-297,共5页
Granular computing is a very hot research field in recent years. In our previous work an algebraic quotient space model was proposed,where the quotient structure could not be deduced if the granulation was based on an... Granular computing is a very hot research field in recent years. In our previous work an algebraic quotient space model was proposed,where the quotient structure could not be deduced if the granulation was based on an equivalence relation. In this paper,definitions were given and formulas of the lower quotient congruence and upper quotient congruence were calculated to roughly represent the quotient structure. Then the accuracy and roughness were defined to measure the quotient structure in quantification. Finally,a numerical example was given to demonstrate that the rough representation and measuring methods are efficient and applicable. The work has greatly enriched the algebraic quotient space model and granular computing theory. 展开更多
关键词 granular computing algebraic quotient space model quotient structure upper(lower) congruence relation
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Numerical simulation of two-dimensional granular shearing flows and the friction force of a moving slab on the granular media 被引量:3
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作者 蔡庆东 陈十一 盛晓伟 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第2期326-331,共6页
This paper studies some interesting features of two-dimensional granular shearing flow by using molecular dynamic approach for a specific granular system. The obtained results show that the probability distribution fu... This paper studies some interesting features of two-dimensional granular shearing flow by using molecular dynamic approach for a specific granular system. The obtained results show that the probability distribution function of velocities of particles is Gaussian at the central part, but diverts from Gaussian distribution nearby the wall. The macroscopic stress along the vertical direction has large fluctuation around a constant value, the non-zero average velocity occurs mainly near the moving wall, which forms a shearing zone.. In the shearing movement, the volume of the granular material behaves in a random manner. The equivalent fl'iction coefficient between moving slab and granular material correlates with the moving speed at low velocity, and approaches constant as the velocity is large enough. 展开更多
关键词 granular shearing flow FRICTION molecular dynamics modeling
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CFD studies of scraper built in SPA clarifying tank based on mixture solid-liquid two-phase flow model 被引量:1
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作者 CHEN Yu ZHOU Jianxu ZHANG Zhengyang 《排灌机械工程学报》 EI CSCD 北大核心 2018年第7期553-559,586,共8页
In the industrial process of producing the strong phosphoric acid(SPA),clarification of the solution is essential to the ultimate product.However,the large viscosity of sediment and the induced interface interaction r... In the industrial process of producing the strong phosphoric acid(SPA),clarification of the solution is essential to the ultimate product.However,the large viscosity of sediment and the induced interface interaction result in difficulties when the SPA is clarified.CFD numerical methodology was applied to simulate internal flow field and performance of the low speed scraper based on Mixture solidliquid two-phase flow model.Sediment deposition was generated by loading solid particles at the bottom of clarifying vessel.The moving mesh and RNG k-εmodel were used to simulate the rotational turbulent flow in clarifying tank.Variables studied,amongst others,were the scraper rotation speed and the mounting height,which could affect the solid suspension height.Features of flow field and solid volume fraction distribution in computational domain were presented and analyzed.The numerical reports of the scraper torque and velocities of inlet and outlet filed were obtained.It seems the torque value of rotatio-nal axis and particle suspending height augment with an increasing rotating speed.Meanwhile,a high revolving speed is good for the deposition discharge.The particle fraction distribution in meridional surface and horizontal surface at fixed rotation speed were analyzed to determine the corresponding optimal installation height.The simulating results reflect the flow field is marginally stirred by the scraper and proper working parameters are obtained,in which case the comprehensive properties of the scraper and the clarifying tank are superior. 展开更多
关键词 strong phosphoric acid clarifying TANK SCRAPER MIXTURE TWO-PHASE model granular SUSPENSION computational fluid dynamics
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Study on the Universality of the Normal Cloud Model 被引量:8
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作者 LiDeyi LiuChangyu LiuLuying 《工程科学(英文版)》 2005年第2期18-24,共7页
The distribution function is an important tool in the study of the stochastic variances. The normal distribution is very popular in the nature and our society. The idea of membership functions is the foundation of the... The distribution function is an important tool in the study of the stochastic variances. The normal distribution is very popular in the nature and our society. The idea of membership functions is the foundation of the fuzzy sets theory. While the fuzzy theory is widely used, the completely certain membership function that has no any fuzziness at all has been the bottleneck of the applications of this theory. Cloud models are the effective tools in transforming between qualitative concepts and their quantitative expressions. It can represent the fuzziness and randomness and their relations of uncertain concepts. Also cloud models can show the concept granularity in multi-scale spaces by the digital characteristic Entropy (En). The normal cloud model not only broadens the form conditions of the normal distribution but also makes the normal membership function be the expectation of the random membership degree. In this paper, the universality of the normal cloud model is proved, which is more superior and easier, and can fit the fuzziness and gentleness of human cognitive processing. It would be more applicable and universal in the representation of uncertain notions. 展开更多
关键词 正态分布函数 从属度 粒度 普遍性 模糊集 云模式
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基于时空多粒度兴趣建模的学习资源推荐方法
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作者 朱海萍 王子瑜 +3 位作者 赵成成 陈妍 刘均 田锋 《计算机研究与发展》 北大核心 2025年第8期1884-1901,共18页
个性化学习资源推荐以提取学习者兴趣为基础,为学习者推荐感兴趣的学习资源.然而,学习者的兴趣不仅受知识点、学习资源、课程等因素影响导致其兴趣难表征,而且其会随时间推移动态变化使得学习兴趣模式难捕获.针对此,提出基于时空多粒度... 个性化学习资源推荐以提取学习者兴趣为基础,为学习者推荐感兴趣的学习资源.然而,学习者的兴趣不仅受知识点、学习资源、课程等因素影响导致其兴趣难表征,而且其会随时间推移动态变化使得学习兴趣模式难捕获.针对此,提出基于时空多粒度兴趣建模的学习资源推荐方法,其特点在于:设计并实现了一种融合学习空间和时间维度的学习兴趣表征学习架构,其中,首先提出基于异构图的学习空间及其多粒度兴趣表征,即用节点表示知识点、学习资源、课程、教师和学校等实体,边表示实体间关系,用此异构图表示学习空间,再通过图神经网络表征学习节点嵌入来表达节点上的多粒度兴趣;然后提出时间维度多粒度兴趣模式表征方法,即结合时间、学习空间和课程偏好等多维度,切分学习者历史行为序列,用于挖掘学习者近期课程内、中期跨课程和长期跨课程等不同粒度的兴趣模式,并设计多粒度兴趣自监督任务,破解时空多粒度兴趣缺少监督信号问题;最后,提出多粒度兴趣自适应融合层,将多粒度兴趣表征和兴趣模式融合,获得最终的学习者兴趣,经预测层为学习者推荐感兴趣的学习资源.实验结果表明,在MOOCCube数据集上,所提算法较最优对比算法HinCRec,在Recall@20和NDCG@20指标上分别提升了3.13%,7.45%;在MOOPer数据集上,所提算法较最优对比算法HinCRec在Recall@20和NDCG@20指标上分别提升了4.87%,7.03%. 展开更多
关键词 推荐系统 学习资源推荐 多粒度兴趣建模 图神经网络 序列建模
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Granularity of Knowledge Computed by Genetic Algorithms Based on Rough Sets Theory
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作者 Wenyuan Yang Xiaoping Ye +1 位作者 Yong Tang Pingping Wei 《南昌工程学院学报》 CAS 2006年第2期97-101,121,共6页
Rough set philosophy hinges on the granularity of data, which is used to build all its basic concepts, like approximations, dependencies, reduction etc. Genetic Algorithms provides a general frame to optimize problem ... Rough set philosophy hinges on the granularity of data, which is used to build all its basic concepts, like approximations, dependencies, reduction etc. Genetic Algorithms provides a general frame to optimize problem solution of complex system without depending on the domain of problem.It is robust to many kinds of problems.The paper combines Genetic Algorithms and rough sets theory to compute granular of knowledge through an example of information table. The combination enable us to compute granular of knowledge effectively.It is also useful for computer auto-computing and information processing. 展开更多
关键词 granularity of knowledge Genetic Algorithms Pawlak model Rough Set Theory information table
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