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Modeling and simulation of turbofan engine based on equilibrium manifold 被引量:1
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作者 牟春阳 李世中 李华 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2015年第2期180-184,共5页
Because the normal operation of the engine is located near the equilibrium manifold, the method of equilibrium mani fold nonlinear dynamic modeling is adopted for turbofan engine more than the local train modeling. Th... Because the normal operation of the engine is located near the equilibrium manifold, the method of equilibrium mani fold nonlinear dynamic modeling is adopted for turbofan engine more than the local train modeling. The method studies the sys tem characteristics near the equilibrium manifold. The modeling method can be realized through dynamic and static twostep, and for the specific parameter modeling steps and algorithm are given. The output of the test data is compared with the model output through numerical simulation, to check the model with an additional set of test data. The simulation results show that the model has reached the requirements of engineering accuracy. 展开更多
关键词 equilibrium manifold turbofan engine modelING simulation
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Comparison of partially averaged Navier-Stokes and large eddy simulation of the aerodynamic behaviors of a generic high-speed train
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作者 DONG Tian-yun MINELLI Guglielmo +2 位作者 WANG Jia-bin BASARA Branislav KRAJNOVIĆSinisa 《Journal of Central South University》 2025年第12期4736-4754,共19页
This paper investigates the influence of numerical methods and mesh resolution on the prediction accuracy of the aerodynamic behaviors of a 1/20 scaled generic high-speed train(HST)model.A thorough comparison is made ... This paper investigates the influence of numerical methods and mesh resolution on the prediction accuracy of the aerodynamic behaviors of a 1/20 scaled generic high-speed train(HST)model.A thorough comparison is made between partially averaged Navier-Stokes(PANS),large eddy simulation(LES),and wind tunnel experiments,covering aerodynamic forces,surface pressure,velocity distribution,and Reynolds stress and turbulent kinetic energy in the wake region.The Reynolds number for both simulations and experiments is set to 4.75×10^(5).The results show that the PANS approach accurately predicts flow characteristics observed in experiments and fine LES calculations,even with a low resolution grid.PANS exhibits a distinct advantage over LES when grid resolutions are insufficient for resolving near wall flow structures around the HST,both in open-air conditions and crosswind environments.Additionally,grid refinement improves the predictive accuracy of the HST's aerodynamic performance,particularly in the presence of small yaw angle. 展开更多
关键词 partially averaged Navier-Stokes(PANS) large eddy simulation(LES) wind tunnel experiments generic high-speed train model aerodynamic behaviors
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THE EXTRACTION EQUILIBRIUM MODEL AND SIMULATION OF COUNTERCURRENT SOLVENT EXTRACTION OF Gd-Tb-Dy-HCl-HEH(EHP)-KEROSENE SYSTEM
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作者 黄文梅 《Journal of Rare Earths》 SCIE EI CAS CSCD 1990年第4期252-255,共4页
The extraction equilibrium mathematic models for gadolinium,terbium and dysprosium in HCl-1.5 mol/L HEH(EHP)system covering a relatively wide range of lanthanide concentration and acidity,have been developed.There are... The extraction equilibrium mathematic models for gadolinium,terbium and dysprosium in HCl-1.5 mol/L HEH(EHP)system covering a relatively wide range of lanthanide concentration and acidity,have been developed.There are four independent variables and nine parameters.The average relative error is 4.56%.A computer program for the simulation of the counter current solvent extraetion process has also been written.Thus,the Gd,Tb and Dy concentrations in both aqueous and organic phase in eaeh stage as well as the aqueous acidity may be calculated.Product purities,distribution ratio and extraction factors may also be obtained thereby.The simulation results so obtained may serve as the referenee data for designing solvent ex- traction processes including those processes providing apart from the conventional outgoing organic stream, outgoing raffinate and an extra outgoing third exit stream either organic or aqueous. 展开更多
关键词 line RE Gd DY EHP THE EXTRACTION equilibrium model AND simulation OF COUNTERCURRENT SOLVENT EXTRACTION OF Gd-Tb-Dy-HCl-HEH KEROSENE SYSTEM
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Simulation of Gas Oil Hydrotreater Heat Exchange Tube and Crystallization Prediction of NH_(4)Cl by Thermodynamic Equilibrium
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作者 Jin Haozhe Liu Xinyu +3 位作者 Liu Xiaofei Gu Youjie Li Xiaojun Fu Dexiao 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS CSCD 2023年第2期142-154,共13页
The hydrotreater system heat exchanger is one of the main pieces of heat exchange equipment in petrochemical enterprises.In recent years,oil resources have shown a deterioration trend of high sulfur and high acid cont... The hydrotreater system heat exchanger is one of the main pieces of heat exchange equipment in petrochemical enterprises.In recent years,oil resources have shown a deterioration trend of high sulfur and high acid content,with corrosion risk being prominent in oil processing.Taking the multi-medium flow corrosion risk of the hydrotreater heat exchanger pipeline in a petrochemical enterprise as the research object,based on the parameter characteristics of corrosive NH_(3) and HCl media under a high-temperature and high-pressure environment,the ammonium salt crystallization and deposition mechanism under multi-phase flow is revealed.The thermodynamic equilibrium curve is modified based on the thermodynamic principle and fugacity coefficient variation,and the prediction model of ammonium chloride crystallization in hydrotreater heat exchanger under high temperature and high pressure is constructed according to the modification.This study uses the mixture model,the flow-thermal coupling method,and the discrete phase model method to carry out the numerical simulation of multiphase flow and the numerical prediction of particle distribution characteristics in the heat exchanger pipeline of the hydrotreater heat exchange equipment,so as to realize the quantitative prediction of the particle crystallization deposition distribution in the pipeline.The results show that with the decrease of temperature,the crystallization occurs first on both sides of the center of the tube bundle,and more crystallization occurs in the lower half of the U-shaped tube,which may seriously lead to problems such as pipe blockage and under-deposit corrosion. 展开更多
关键词 hydrotreating processing process modeling thermodynamic equilibrium ammonium salt crystallization numerical simulation and prediction
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A numerical simulation strategy for a compressor’s underlying axisymmetric characteristic and its application in body force model
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作者 Shijie LIU Tianyu PAN Qiushi LI 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第8期79-90,共12页
Accurate prediction of the aerodynamic response of a compressor under inlet distortion is crucial for next-generation civil aircraft,such as Boundary Layer Ingestion(BLI)silent aircraft.Therefore,research on the Body ... Accurate prediction of the aerodynamic response of a compressor under inlet distortion is crucial for next-generation civil aircraft,such as Boundary Layer Ingestion(BLI)silent aircraft.Therefore,research on the Body Force(BF)model plays a significant role in achieving this objective.However,distorted inlet airflow can lead to varying operating conditions across different spatial locations of the compressor,which may cause some regions to operate outside the stability boundary.Consequently,the accuracy of BF model simulations might be compromised.To address this issue,this paper proposes a numerical simulation strategy for acquiring the steady axisymmetric three-dimensional flow field of a compressor operating at low mass flow rates,which is known as the Underlying Axisymmetric Pressure Rise Characteristic(UAPRC).The proposed simulation accounts for two different rotor speeds of a transonic compressor and identifies initial positions in the flow field where deterioration occurs based on prior experimental investigations.Moreover,simulation results are incorporated into the BF model to replicate hub instability observed in experiments.Obtained results demonstrate that this strategy provides valid predictions of the UAPRC of the compressor,thereby addressing the limitations associated with the BF model. 展开更多
关键词 Compressor partial instability Performance at low mass flow rates Underlying axisymmetric pressure rise characteristic Novel simulation strategy Body force model
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Partial Shading of PV System Simulation with Experimental Results
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作者 Basim A. Alsayid Samer Y. Alsadi +1 位作者 Ja’far S. Jallad Muhammad H. Dradi 《Smart Grid and Renewable Energy》 2013年第6期429-435,共7页
In a solar photovoltaic array, it is possible that shadow may fall over some of its cells. Under partial shading conditions the PV characteristic gets more complex with multiple peaks. The purpose of this paper is to ... In a solar photovoltaic array, it is possible that shadow may fall over some of its cells. Under partial shading conditions the PV characteristic gets more complex with multiple peaks. The purpose of this paper is to illustrate, by analyzing different shading situations, the effects that partial shading can cause in a PV array. First this is done by simulation using Matlab/Simulink, then the impact of shading is illustrated experimentally by measurements on a two commercial 140 W PV panels series connected. 展开更多
关键词 partial SHADING modelING simulation BYPASS DIODES
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START-UP AND DYNAMIC PROCESSES SIMULATION OF A DISTILLATION COLUMN
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作者 宋海华 余国琮 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 1995年第3期13-23,共11页
A new dynamic non-equilibrium mixing-pool model for simulating start-up and dynamic re-sponse of a distillation column is reported.The proposed model is established on the basis ofconsidering the two dimensional flow/... A new dynamic non-equilibrium mixing-pool model for simulating start-up and dynamic re-sponse of a distillation column is reported.The proposed model is established on the basis ofconsidering the two dimensional flow/mixing behavior of actual trays in a distillation column.Com-parison is made among the computed results of the start-up time and the dynamic response time bythe proposed and five other typical models.It is found that the computed time for both dynamicprocesses is longer by the model which considers any flow/mixing pattern than by the model withoutsuch concern.The inertia effect of flow/mixing seems to be important and can not be ignored inmodeling the transient process of distillation.The proposed model,which is believed to be suitableto large column,seems somewhat useful in predicting industrial distillation dynamics. 展开更多
关键词 DISTILLATION simulation START-UP dynamic process three dimensional NON-equilibrium mixing-pool model
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Investigation of the Appropriate Partial Level Density Formula for Pre-Equilibrium Nuclear Exciton Model
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作者 Shafik Shakir Shafik Ali Dawoud Salloum 《Journal of Applied Mathematics and Physics》 2013年第3期47-54,共8页
Ericson formula represents the first formula, which was suggested to describe the partial level density (PLD) formula in pre-equilibrium region of the nuclear reactions. Then a number of corrections were added to this... Ericson formula represents the first formula, which was suggested to describe the partial level density (PLD) formula in pre-equilibrium region of the nuclear reactions. Then a number of corrections were added to this formula in order to make it more suitable to physical meaning. In this paper, there are two aims to be done: the first aim is to study the correspondence between one and two-components formulae in Ericson, Pauli, and pairing corrections;the second aim is to compare and study the results of Comprehensive formula, which contents with all corrections, with Ericson, Pauli, and pairing formulae. The Comprehensive formula was suggested to simulate the reality. To achieve these aims the 56Fe and 90Zr nuclei were chosen and the results showed that the difference between one and two-components formulae was too small which can be neglected. Furthermore, the results strongly recommended that for cross section calculations of the nuclear reaction, one must use Comprehensive formula rather than Pauli formula. 展开更多
关键词 partial Level Density Pre-equilibrium model NUCLEAR Reaction EXCITON model Equidistant SPACING model 56Fe 90Zr
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Study on coopetition relationship simulation among M-commerce information service subjects based on Lotka-Volterra model 被引量:1
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作者 Xiaojun Xu Linzhong Xu Xiaoli Wang 《Journal of Management Analytics》 EI 2023年第3期583-606,共24页
In order to explore the evolution law of coopetition relationship among Mcommerce information service(MIS)subjects and further reveal the allocation mechanism of information resources,the research extends Lotka-Volter... In order to explore the evolution law of coopetition relationship among Mcommerce information service(MIS)subjects and further reveal the allocation mechanism of information resources,the research extends Lotka-Volterra model,builds the coopetition relationship model of MIS subjects and simulates their coopetition relationship by Python and MATLAB to obtain the evolution trend of information resources possession(IRP)of MIS subjects in the coopetition process.The results show that the mutualism cooperation pattern dominated by promoting effect can maximize the value of information resources.This paper has significant reference value for how to optimize the allocation of information resources among MIS subjects. 展开更多
关键词 coopetition relationship M-commerce information service information resources possession stable equilibrium state simulation Lotka-Volterra model
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Long-distance propagation of pseudo-partially coherent Gaussian Schell-model beams in atmospheric turbulence 被引量:2
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作者 钱仙妹 朱文越 饶瑞中 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第9期259-266,共8页
Propagation properties of spatially pseudo-partially coherent Gaussian Schell-model beams through the atmo- spheric turbulence over a long-distance uplink path are studied by numerical simulation. A linear coordinatio... Propagation properties of spatially pseudo-partially coherent Gaussian Schell-model beams through the atmo- spheric turbulence over a long-distance uplink path are studied by numerical simulation. A linear coordination trans- formation is introduced to overcome the window effect and the loss-of-resolution problem. The beam spreading, beam wandering, and intensity scintillation as functions of turbulence strength, source correlation length, and change fre- quency of random phase that models the partial coherence of the source are analyzed. It is found that the beam spreading and the intensity scintillation of the partially coherent beam are less affected by the turbulence than those of the coherent one, but it suffers from a more severe diffractive effect, and the change frequency of random phase has no evident influence on it. The beam wandering is insensitive to the variation of source correlation length, and decreases firstly then goes to a fixed value as the change frequency increases. 展开更多
关键词 long-distance propagation pseudo-partially coherent Caussian Schell-model beam at-mospheric turbulence numerical simulation
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Phase equilibrium modelling of the amphibolite facies metamorphism in the Yelapa-Chimo Metamorphic Complex, Mexico
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作者 Fabian Gutierrez-Aguilar Peter Schaaf +3 位作者 Gabriela Solís-Pichardo Gerardo F.Arrieta-García Teodoro Hernandez-Trevino Carlos Linares-Lopez 《Geoscience Frontiers》 SCIE CAS CSCD 2021年第1期293-312,共20页
The Yelapa-Chimo Metamorphic Complex forms part of the Jalisco Block in western Mexico and exposes a wide range of Early Cretaceous metamorphic rocks;such as paragneiss,orthogneiss,amphibolites,and migmatites.However,... The Yelapa-Chimo Metamorphic Complex forms part of the Jalisco Block in western Mexico and exposes a wide range of Early Cretaceous metamorphic rocks;such as paragneiss,orthogneiss,amphibolites,and migmatites.However,the pressure-temperature(P-T)conditions of metamorphism and partial melting remain poorly studied in the region.To elucidate metamorphic P-T conditions,phase equilibrium modelling was applied to two sillimanite-garnet paragneisses,one amphibole-orthogneiss,and one amphibolite.Sillimanite-garnet paragneisses exhibit a lepidoblastic texture with a biotite+sillimanite+kyanite+garnet+quartz+plagioclase+K-feldspar mineral assemblage.Amphibole-orthogneiss and amphibolite display a nematoblastic texture with an amphibole+(1)plagioclase+quartz+(1)titanite assemblage and an amphibole+(2)plagioclase+(2)titanite+ilmenite retrograde mineral assemblage.Pseudosections calculated for the two sillimanite-garnet paragneiss samples show P-T peak conditions at~6-7.5 kbar and~725-740℃.The results for amphibole-orthogneiss and the amphibolite yield P-T peak conditions at~8.5-10 kbar and~690-710℃.The mode models imply that metasedimentary and metaigneous units can produce up to~20 vol%and~10 vol%of melt,respectively.Modelling within a closed system during isobaric heating suggests that melt compositions of metasedimentary and metaigneous units are likely to have direct implications for the petrogenesis of the Puerto Vallarta Batholith.Our new data indicate that the Yelapa-Chimo Metamorphic Complex evolved through a metamorphic gradient between~23-33℃km^-1and the metamorphic rocks formed at depths between~22 km and~30 km with a burial rate of~2.0 km Ma^-1.Finally,the P-T data for both metasedimentary and metaigneous rocks provide new constraints on an accretionary framework,which is responsible for generating metamorphism and partial melting in the YelapaChimo Metamorphic Complex during the Early Cretaceous. 展开更多
关键词 Phase equilibrium modelling Yelapa-Chimo Metamorphic Complex Amphibolite facies partial melting
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Implicit large eddy simulation of unsteady cloud cavitation around a plane-convex hydrofoil 被引量:6
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作者 HIDALGO Victor 罗先武 +2 位作者 ESCALER Xavier 季斌 AGUINAGA Alvaro 《Journal of Hydrodynamics》 SCIE EI CSCD 2015年第6期815-823,共9页
The present paper focuses on the erosive cavitation behavior around a plane convex hydrofoil. The Zwart-Gerber-Belamri cavitation model is implemented in a library form to be used with the OpenFOAM. The implicit large... The present paper focuses on the erosive cavitation behavior around a plane convex hydrofoil. The Zwart-Gerber-Belamri cavitation model is implemented in a library form to be used with the OpenFOAM. The implicit large eddy simulation (ILES) is app- lied to analyze the three-dimensional unsteady cavitating flow around a plane convex hydrofoil. The numerical results in the cases under the hydrodynamic conditions, which were experimentally tested at the high speed cavitation tunnel of the l^cole Polytechnique F6d&ale de Lausanne (EPFL), clearly show the sheet cavitation development, the shedding and the collapse of vapor clouds. It is noted that the cavitation evolutions including the maximum vapor length, the detachment and the oscillation frequency, are captured fairly well. Furthermore, the pressure pulses due to the cavitation development as well as the complex vortex structures are reasona- bly well predicted. Consequently, it may be concluded that the present numerical method can be used to investigate the unsteady cavitation around hydrofoils with a satisfactory accuracy. 展开更多
关键词 implicit large eddy simulation (ILES) unsteady partial cavitation Zwart-Gerber-Belamri cavitation model OpenFOAM Q - criterion
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A continuous and high-efficiency process to separate coal bed methane with porous ZIF-8 slurry:Experimental study and mathematical modelling 被引量:9
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作者 Wan Chen Xiaonan Guo +10 位作者 Enbao Zou Mengling Luo Mengzijing Chen Mingke Yang Hai Li Chongzhi Jia Chun Deng Changyu Sun Bei Liu Lanying Yang Guangjin Chen 《Green Energy & Environment》 SCIE CSCD 2020年第3期347-363,共17页
Coal bed methane has been considered as an important energy resource.One major difficulty of purifying coal bed methane comes from the similar physical properties of CH_4 and N_2.The ZIF-8/water-glycol slurry was used... Coal bed methane has been considered as an important energy resource.One major difficulty of purifying coal bed methane comes from the similar physical properties of CH_4 and N_2.The ZIF-8/water-glycol slurry was used as a medium to separate coal bed methane by fluidifying the solid adsorbent material.The sorption equilibrium experiment of binary mixture(CH_4/N_2)and slurry was conducted.The selectivity of CH_4 to N_2 is within the range of 2-6,which proved the feasibility of the slurry separation method.The modified Langmuir equation was used to describe the gas-slurry phase equilibrium behavior,and the calculated results were in good agreement with the experimental data.A continuous absorption-adsorption and desorption process on the separation of CH_4/N_2 in slurry is proposed and its mathematical model is also developed.Sensitivity analysis is conducted to determine the operation conditions and the energy performance of the proposed process was also evaluated.Feed gas contains 30 mol%of methane and the methane concentration in product gas is 95.46 mol%with the methane recovery ratio of 90.74%.The total energy consumption for per unit volume of product gas is determined as 1.846 kWh Nm^(-3).Experimental results and process simulation provide basic data for the design and operation of pilot and industrial plant. 展开更多
关键词 Coal bed methane Gas separation Phase equilibrium experiment Mathematical model Process simulation
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Modeling of Mass Transfer in Nonideal Multicomponent Mixture with Maxwell-Stefan Approach 被引量:2
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作者 宋一鸣 宋金荣 +3 位作者 龚明 曹彬 杨燕红 马晓迅 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2010年第3期362-371,共10页
The Intalox metal tower packing was used to simulate an industrial relevant extractive distillation column for purifying azeotropic multicomponent mixture.In order to explain the inconsistencies in the modeling of tra... The Intalox metal tower packing was used to simulate an industrial relevant extractive distillation column for purifying azeotropic multicomponent mixture.In order to explain the inconsistencies in the modeling of transfer process in nonideal multicomponent distillation column,a method was developed with equilibrium stage models(EQ)and non-equilibrium model(NEQ)incorporated with Maxwell-Stefan diffusion equations in the framework of AspenONE simulator.Dortmund Modified UNIFAC(UNIFAC-DMD)thermodynamic model was employed to estimate activity coefficients.In addition,to understand the reason for the diffusion against driving force and the different results by EQ and NEQ models,explicit investigations were made on diffusion coefficients, component Murphree efficiency and mass transfer coefficients.The results provide valuable information for basic design and applications associated with extractive distillation. 展开更多
关键词 rate based model equilibrium model mass transfer coefficient Murphree efficiency extractive distillation simulation
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A Restricted SIR Model with Vaccination Effect for the Epidemic Outbreaks Concerning COVID-19 被引量:2
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作者 Ibtehal Alazman Kholoud Saad Albalawi +1 位作者 Pranay Goswami Kuldeep Malik 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第12期2409-2425,共17页
This paper presents a restricted SIRmathematicalmodel to analyze the evolution of a contagious infectious disease outbreak(COVID-19)using available data.The new model focuses on two main concepts:first,it can present ... This paper presents a restricted SIRmathematicalmodel to analyze the evolution of a contagious infectious disease outbreak(COVID-19)using available data.The new model focuses on two main concepts:first,it can present multiple waves of the disease,and second,it analyzes how far an infection can be eradicated with the help of vaccination.The stability analysis of the equilibrium points for the suggested model is initially investigated by identifying the matching equilibrium points and examining their stability.The basic reproduction number is calculated,and the positivity of the solutions is established.Numerical simulations are performed to determine if it is multipeak and evaluate vaccination’s effects.In addition,the proposed model is compared to the literature already published and the effectiveness of vaccination has been recorded. 展开更多
关键词 Restricted SIR model equilibrium points and stability numerical simulation
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Research on viral dynamic models of hepatitis B virus infection 被引量:1
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作者 LequanMin XisongDong 《Journal of University of Science and Technology Beijing》 CSCD 2004年第6期572-576,共5页
A mathematical model with cytotoxic cells of hepatitis B virus (HBV)infection is set up based on a basic model of virus dynamics without cytotoxic cells andexperimental observation of anti-viral drag therapy for HBV i... A mathematical model with cytotoxic cells of hepatitis B virus (HBV)infection is set up based on a basic model of virus dynamics without cytotoxic cells andexperimental observation of anti-viral drag therapy for HBV infection patients. A quantitativeanalysis of dynamic behaviors shows that the model has three kinds of equilibrium points, whichrepresent the patient's complete recovery without immune ability, complete recovery with immuneability, and HBV persistent infection at the end of the treatment with drag lamivudine,respectively. Our model may provide possible quantitative interpretations for the treatments ofchronic HBV infections with the drag lamivudine, in particularly explain why the plasma virus ofNowak et al. 's patients turnover the original level after stopping the lamivudine treatment. 展开更多
关键词 mathematical model LIVER hepatitis B virus lamivudine treatment equilibrium point stability treatment time numeric simulation
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降雨时间分布对中长期旬极端径流模拟的影响
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作者 吴碧琼 张海荣 +4 位作者 曹辉 任玉峰 马一鸣 李曲 张增信 《水力发电》 2026年第2期13-21,61,共10页
在径流中长期预报中,往往忽视预报时间步长内的信息,比如降雨的时间分配。为提高中长期旬尺度极端径流的模拟精度,采用改进的偏最小二乘回归模型N-PLS和神经网络模型LSTM对乌东德水库和向三区间旬还原径流构建模型,并比较旬内降雨分布... 在径流中长期预报中,往往忽视预报时间步长内的信息,比如降雨的时间分配。为提高中长期旬尺度极端径流的模拟精度,采用改进的偏最小二乘回归模型N-PLS和神经网络模型LSTM对乌东德水库和向三区间旬还原径流构建模型,并比较旬内降雨分布和温度输入特征及数据处理方式对模型整体、极端旱涝径流模拟性能的影响。结果表明:2个模型的不同输入方案对乌东德水库旬还原入库径流的整体模型模拟精度R^(2)和NSE基本都在0.95~0.98之间,高于向三区间;4组特征输入方案对LSTM模型的影响明显弱于N-PLS模型,增加旬内降雨分布和气温特征会微弱提升模型的性能,一定程度上减小了乌东德水库重旱以上径流模拟汛期易偏大的偏差、向三区间重涝以上径流模拟易偏小的偏差;增加旬内降雨分布和气温特征对统计模型N-PLS性能有明显提升,其中向三区间比乌东德水库表现更明显,显著减小了向三区间重旱以上径流模拟易偏大、重涝以上径流模拟易偏小的偏差;由于LSTM模型稳定性更强,因此模型整体精度高于N-PLS模型,但对于乌东德水库枯期重旱以上极端径流和向三区间汛期重涝以上极端径流,考虑旬内降雨信息、气温特征且非归一化的N-PLS模型表现更好。总的来说,考虑旬内降雨信息和温度等更多水文特性输入有助于提升旬极端径流的模拟精度。 展开更多
关键词 中长期径流模拟 极端径流 LSTM 偏最小二乘回归模型 降雨分布
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Phase equilibrium data prediction and process optimizationin butadiene extraction process
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作者 Baowei Niu Yanjie Yi +5 位作者 Yuwen Wei Fuzhen Zhang Lili Wang Li Xia Xiaoyan Sun Shuguang Xiang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2024年第7期1-12,共12页
In response to the lack of reliable physical parameters in the process simulation of the butadiene extraction,a large amount of phase equilibrium data were collected in the context of the actual process of butadiene p... In response to the lack of reliable physical parameters in the process simulation of the butadiene extraction,a large amount of phase equilibrium data were collected in the context of the actual process of butadiene production by acetonitrile.The accuracy of five prediction methods,UNIFAC(UNIQUAC Functional-group Activity Coefficients),UNIFAC-LL,UNIFAC-LBY,UNIFAC-DMD and COSMO-RS,applied to the butadiene extraction process was verified using partial phase equilibrium data.The results showed that the UNIFAC-DMD method had the highest accuracy in predicting phase equilibrium data for the missing system.COSMO-RS-predicted multiple systems showed good accuracy,and a large number of missing phase equilibrium data were estimated using the UNIFAC-DMD method and COSMO-RS method.The predicted phase equilibrium data were checked for consistency.The NRTL-RK(non-Random Two Liquid-Redlich-Kwong Equation of State)and UNIQUAC thermodynamic models were used to correlate the phase equilibrium data.Industrial device simulations were used to verify the accuracy of the thermodynamic model applied to the butadiene extraction process.The simulation results showed that the average deviations of the simulated results using the correlated thermodynamic model from the actual values were less than 2%compared to that using the commercial simulation software,Aspen Plus and its database.The average deviation was much smaller than that of the simulations using the Aspen Plus database(>10%),indicating that the obtained phase equilibrium data are highly accurate and reliable.The best phase equilibrium data and thermodynamic model parameters for butadiene extraction are provided.This improves the accuracy and reliability of the design,optimization and control of the process,and provides a basis and guarantee for developing a more environmentally friendly and economical butadiene extraction process. 展开更多
关键词 Butadiene extraction Phase equilibrium data Prediction methods Thermodynamic modeling Process simulation
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Improved Water Network Macroscopic Model Utilising Auto-Control Adjusting Valve by PLS
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作者 李霞 赵新华 王晓东 《Transactions of Tianjin University》 EI CAS 2005年第6期452-457,共6页
In order to overcome the low precision and weak applicability problems of the current municipal water network state simulation model, the water network structure is studied. Since the telemetry system has been applied... In order to overcome the low precision and weak applicability problems of the current municipal water network state simulation model, the water network structure is studied. Since the telemetry system has been applied increasingly in the water network, and in order to reflect the network operational condition more accurately, a new water network macroscopic model is developed by taking the auto-control adjusting valve opening state into consideration. Then for highly correlated or collinear independent variables in the model, the partial least squares (PLS) regression method provides a model solution which can distinguish between the system information and the noisy data. Finally, a hypothetical water network is introduced for validating the model. The simulation results show that the relative error is less than 5.2%, indicating that the model is efficient and feasible, and has better generalization performance. 展开更多
关键词 water supply network state simulation macroscopic model auto-control adjusting valve partial least squares PLS) regression
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基于二维水沙模型的砂质堤坝溃决洪水模拟与分析
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作者 宋海军 《大坝与安全》 2026年第1期42-46,50,共6页
本研究针对砂质堤坝,采用二维水沙模型开展溃决洪水模拟与分析。考虑溃堤后复杂流态与泥沙输运特性,基于二维浅水方程(SWEs)构建模型,通过三元素加权本质无振荡Roe格式离散化处理,并引入非平衡全沙输运模型模拟溃口冲刷过程。结合水流... 本研究针对砂质堤坝,采用二维水沙模型开展溃决洪水模拟与分析。考虑溃堤后复杂流态与泥沙输运特性,基于二维浅水方程(SWEs)构建模型,通过三元素加权本质无振荡Roe格式离散化处理,并引入非平衡全沙输运模型模拟溃口冲刷过程。结合水流剪切力与土壤抗剪强度,建立溃口稳定状态判据,采用冲刷坍塌侧向拓宽模式描述溃口扩展机制。试验结果表明,模拟数据与水槽试验数据高度吻合,验证了模型对砂质堤坝溃决过程中水位、流速、泥沙级配等关键变量的模拟能力,尤其能有效捕捉溃口处较难测量的流态参数。研究提出的模拟方法为砂质堤坝溃决风险评估提供了高精度工具,对工程防洪安全设计及减灾措施制定具有重要参考价值。 展开更多
关键词 堤坝溃决 洪水模拟 二维水沙模型 浅水方程 非平衡全沙输运 溃口冲刷
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