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Forming Limit Stress Diagram Prediction of Aluminum Alloy 5052 Based on GTN Model Parameters Determined by In Situ Tensile Test 被引量:22
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作者 HE Min LI Fuguo WANG Zhigang 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2011年第3期378-386,共9页
The conventional forming limit diagram (FLD) is described as a plot of major strain versus minor strain. However, FLD is dependent on forming history and strain path. In the present study, a forming limit stress-bas... The conventional forming limit diagram (FLD) is described as a plot of major strain versus minor strain. However, FLD is dependent on forming history and strain path. In the present study, a forming limit stress-based diagram (FLSD) has been adopted to predict the fracture limit of aluminum alloy (AA) 5052-O1 sheet. Nakazima test is simulated by plastic constitutive formula derived from the modified Gurson-Tvergaard-Needleman (GTN) model. An in situ tensile test with scanning electron microscope (SEM) is proposed to determine the parameters in GTN model. The damage evolution is observed and recorded, and the parameters of GTN model are identified through counting void fraction at three damage stages of AA5052-O 1. According to the experimental results, the original void volume fraction, the volume fraction of potential nucleated voids, the critical void volume fraction, the void volume fraction at the final failure of material are assigned as 0.002 918, 0.024 9, 0.030 103, 0.048 54, respectively. The stress and strain are obtained at the last loading step before crack. FLSD and FLD of AA5052-O 1 are plotted. Compared with the experimental Nakazima test and uniaxial tensile test, the predicted results show a good agreement. The parameters determined by in situ tensile test can be applied to the research of the forming limit for ductile metals. 展开更多
关键词 forming limit stress diagram GTN model in situ tensile test void damage aluminum alloy 5052-O1 sheet metal forming
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Application and comparison of coaxial correlation diagram and hydrological model for reconstructing flood series under human disturbance 被引量:4
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作者 HUANG Peng-nian LI Zhi-jia +2 位作者 LI Qiao-ling ZHANG Ke ZHANG Han-chen 《Journal of Mountain Science》 SCIE CSCD 2016年第7期1245-1264,共20页
Intense human activities have greatly changed the flood generation conditions in most areas of the world, and have destroyed the consistency in the annual flood peak and volume series. For design flood estimation, coa... Intense human activities have greatly changed the flood generation conditions in most areas of the world, and have destroyed the consistency in the annual flood peak and volume series. For design flood estimation, coaxial correlation diagram and conceptual hydrological model are two frequently used tools to adjust and reconstruct the flood series under human disturbance. This study took a typical mountain catchment of the Haihe River Basin as an example to investigate the effects of human activities on flood regime and to compare and assess the two adjustment methods. The main purpose is to construct a conceptual hydrological model which can incorporate the effects of human activities. The results show that the coaxial correlation diagram is simple and widely-used, but can only adjust the time series of total flood volumes. Therefore, it is only applicable under certain conditions(e.g. There is a strong link between the flood peaks and volumes and the link is not significantly affected by human activities). The conceptual model is a powerful tool to adjust the time series of both flood peak flows and flood volumes over different durations provided that it is closely related to the catchment hydrological characteristics, specifically accounting for the effects of human activities, and incorporating expert knowledge when estimating or calibrating parameters. It is suggested that the two methods should be used together to cross check each other. 展开更多
关键词 Flood regime change Human activities Coaxial correlation diagram Conceptual hydrological model Mountain catchment Flood peak flows
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Implementation procedure for the generalized moving Preisach model based on a first order reversal curve diagram 被引量:1
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作者 HAN Yong ZHU Jie 《Rare Metals》 SCIE EI CAS CSCD 2009年第4期355-360,共6页
First order reversal curves (FORC) of nanocomposite Nd2Fe14B/Fe3B magnetic materials were measured to attain a FORC diagram, which characterizes reversible magnetization, irreversible magnetization, and magnetic int... First order reversal curves (FORC) of nanocomposite Nd2Fe14B/Fe3B magnetic materials were measured to attain a FORC diagram, which characterizes reversible magnetization, irreversible magnetization, and magnetic interactions in a hysteresis system. Then, generalized mov- ing Preisach model (GMPM) was implemented based on the FORC diagram. Reversible and irreversible magnetizations shown in FORCs and a FORC diagram were used as an input of GMPM. Coupling interaction between reversible and irreversible magnetizations was added when calculating reversible magnetization. Meanwhile, irreversible magnetic moments' interaction was approximately represented by mean field interaction. The result shows that the simulated main curves mostly coincide with the experimental curves. 展开更多
关键词 FORC diagram Preisach model reversible magnetization irreversible magnetization magnetic interactions
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XML Schema Modeling through UML Class Diagram 被引量:1
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作者 LUJing-ping HEYu-lin LIShang-ping 《Computer Aided Drafting,Design and Manufacturing》 2004年第1期7-14,共8页
A three-step XML Schema modeling method is presented, namely first establishing a diagram of conceptual modeling, then transforming it to UML class diagram and finally mapping it to XML Schema. A case study of handlin... A three-step XML Schema modeling method is presented, namely first establishing a diagram of conceptual modeling, then transforming it to UML class diagram and finally mapping it to XML Schema. A case study of handling furniture design data is given to illustrate the detail of conversion process. 展开更多
关键词 INTEROPERABILITY XML Schema diagram conceptual model UML class diagram cooperative design
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An implementation of cellular automaton model for single-line train working diagram 被引量:1
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作者 花伟 Liu Jun 《Chinese Physics B》 SCIE EI CAS CSCD 2006年第4期687-691,共5页
According to the railway transportation system's characteristics, a new cellular automaton model for the single- line railway system is presented in this paper. Based on this model, several simulations were done to i... According to the railway transportation system's characteristics, a new cellular automaton model for the single- line railway system is presented in this paper. Based on this model, several simulations were done to imitate the train operation under three working diagrams. From a different angle the results show how the organization of train operation impacts on the railway carrying capacity. By using the non-parallel train working diagram the influence of fast-train on slow-train is found to be the strongest. Many slow-trains have to wait in-between neighbouring stations to let the fast-train(s) pass through first. So the slow-train will advance like a wave propagating from the departure station to the arrival station. This also resembles the situation of a highway jammed traffic flow. Furthermore, the nonuniformity of travel times between the sections also greatly limits the railway carrying capacity. After converting the nonuniform sections into the sections with uniform travel times while the total travel time is kept unchanged, all three carrying capacities are improved greatly as shown by simulation. It also shows that the cellular automaton model is an effective and feasible way to investigate the railway transportation system. 展开更多
关键词 train working diagram cellular automaton model carrying capacity single-line railway
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Calculation of Al Zn diagram from central atoms model
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作者 Li Weimin(李卫民) Zhang Yingjiu(张迎九) 《中国有色金属学会会刊:英文版》 EI CSCD 1999年第3期611-616,共6页
A slightly modified central atoms model was proposed. The probabilities of various clusters with the central atoms and their nearest neighboring shells can be calculated neglecting the assumption of the parameter of e... A slightly modified central atoms model was proposed. The probabilities of various clusters with the central atoms and their nearest neighboring shells can be calculated neglecting the assumption of the parameter of energy in the central atoms model in proportion to the number of other atoms i (referred with the central atom). A parameter P α is proposed in this model, which equals to reciprocal of activity coefficient of α component, therefore, the new model can be understood easily. By this model, the Al Zn phase diagram and its thermodynamic properties were calculated, the results coincide with the experimental data. 展开更多
关键词 central ATOMS model diagram CALCULATION AL ZN
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Modelling and Analysis of the Hubble Diagram of 280 Type SNIa Supernovae and Gamma Ray Bursts Redshifts with Analytical and Empirical Redshift/Magnitude Functions 被引量:2
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作者 Laszlo A. Marosi 《International Journal of Astronomy and Astrophysics》 2016年第3期272-275,共5页
Based on an analysis of 280 Type SNIa supernovae and gamma-ray bursts redshifts in the range of z = 0.0104 - 8.1 the Hubble diagram is shown to follow a strictly exponential slope predicting an exponentially expanding... Based on an analysis of 280 Type SNIa supernovae and gamma-ray bursts redshifts in the range of z = 0.0104 - 8.1 the Hubble diagram is shown to follow a strictly exponential slope predicting an exponentially expanding or static universe. At redshifts > 2 - 3 ΛCDM models show a poor agreement with the observed data. Based on the results presented in this paper, the Hubble diagram test does not necessarily support the idea of expansion according to the big-bang concordance model. 展开更多
关键词 MAGNITUDE Redshift Data Fitting SUPERNOVAE Gamma Ray Bursts Hubble diagram ΛCDM Cosmological model
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基于因果图的研究前沿演化动因识别研究
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作者 白如江 任前前 +3 位作者 陈鑫 牛湘荷 张新雨 刘睿琳 《现代情报》 北大核心 2026年第2期45-60,共16页
[目的/意义]在全球科技创新格局加速重构背景下,揭示研究前沿演化的动因有助于为中国科技战略的前瞻布局提供情报支持。[方法/过程]基于BERTopic主题模型融合前沿判别指标,识别研究前沿主题,并运用主题相似度测度方法解析其演化路径。... [目的/意义]在全球科技创新格局加速重构背景下,揭示研究前沿演化的动因有助于为中国科技战略的前瞻布局提供情报支持。[方法/过程]基于BERTopic主题模型融合前沿判别指标,识别研究前沿主题,并运用主题相似度测度方法解析其演化路径。创新性地提出大语言模型与因果图融合分析方法,构建面向文本的因果要素智能抽取与结构化语义表征模型。结合Louvain算法构建领域因果图,借助关键节点测度、因果流模式建模和因果子图发现等方法,从关键驱动要素、作用模式及演化趋势3个层面揭示研究前沿演化的动因及其特征。[结果/结论]研究发现,生物交叉领域研究前沿演化的动因包含SARS-CoV-2、Alzheimer’s Disease、ALKBH3等事件要素,因果流模式和因果子图实现了因果环节与因果路径轨迹的刻画,为研究前沿主题演化深层次逻辑揭示提供了证据支持。 展开更多
关键词 研究前沿 主题演化 动因识别 大语言模型 因果图
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人口学视野下APC方法的困境及解决策略——以中国老年人口健康研究为例
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作者 秋丽雅 李建新 《人口与经济》 北大核心 2026年第1期91-105,共15页
老年健康研究与年龄、时期、队列等时间因素息息相关,这三个时间因素共同构成了社会科学研究的基本理论模型。人口学的列克西斯图为实现该理论模型提供了基本解析思路,而后来发展出来的APC三维分析模型实现了该理论模型的统计方法尝试,... 老年健康研究与年龄、时期、队列等时间因素息息相关,这三个时间因素共同构成了社会科学研究的基本理论模型。人口学的列克西斯图为实现该理论模型提供了基本解析思路,而后来发展出来的APC三维分析模型实现了该理论模型的统计方法尝试,虽然具体模型存在“天然缺陷”,但其试图从统计技术和概念上解决“识别问题”。以HAPC模型为例,提出合理应用APC三维分析模型应该重视队列分组依据,以理论驱动分组,明确结论适用范围。遵循上述步骤,分析中国老年人口健康的社会分化与演变,通过HAPC模型描绘不同出生队列的真实年龄效应。研究发现:教育和经济带来的中国老年人健康的社会分化稳健且持久,贯穿了不同年龄和出生队列;中国老年人健康的社会分层演变存在年龄效应和出生队列效应,累计优势/劣势理论、死亡选择性和病态状态扩展假设都无法单独解释老年人健康社会分化的演变。未来APC三维分析模型研究可能在范式转变、队列内轨迹细化、数据使用等方面获得突破。 展开更多
关键词 APC模型 出生队列分组 老年健康 生长曲线模型 列克西斯图
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Energy Absorption Diagrams of Multi-layer Corrugated Boards 被引量:5
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作者 王冬梅 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2010年第1期58-61,共4页
Based on the static compression experiments, the compressive stress-strain curve of multi-layer corrugated boards is simplified into three sections of linear elasticity, sub-buckling going with local collapse and dens... Based on the static compression experiments, the compressive stress-strain curve of multi-layer corrugated boards is simplified into three sections of linear elasticity, sub-buckling going with local collapse and densification. By considering the structure factors of multi-layer corrugated boards, the energy absorption model is obtained and characterized by the structure factors of corrugated cell-wall. The model is standardized by the solid modulus and it is universal for corrugated structures of different basis material. In the liner-elastic section, with the increase of the load, the energy absorption per unit volume of multi-layer corrugated boards gradually increases; in the sub-buckling section going with local collapse, the compression resistance of multi-layer corrugated boards goes on under a nearly constant load, but the energy absorption per unit volume rapidly increases with the increase of the compression strain. It is shown as an ascending curve in the energy absorption diagram. In the densification section, the corrugated sandwich core has no energy absorption capability. A good consistency is achieved between theoretical and experimental energy absorption curves. In designing the cushioning package, the cushioning properties can be evaluated by the theoretical model without more experiments. The suggested method to develop the energy absorption diagram for corrugated boards can be used to characterize the cushioning properties and optimize the structures of corrugated sandwich structures. 展开更多
关键词 multi-layer corrugated boards stress strain curve energy absorption diagram modelLING
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Transforming UML Sequence Diagrams into Petri Nets 被引量:2
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作者 Tony Spiteri Staines 《通讯和计算机(中英文版)》 2013年第1期72-81,共10页
关键词 PETRI网 序列图 UML 转化 表达能力 系统工程 可执行文件 形式主义
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Non-smooth environment modeling and global path planning for mobile robots 被引量:6
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作者 邹小兵 蔡自兴 孙国荣 《Journal of Central South University of Technology》 2003年第3期248-254,共7页
An Approximate Voronoi Boundary Network is constructed as the environmental model by way of enlar-ging the obstacle raster. The connectivity of the path network under complex environment is ensured through build-ing t... An Approximate Voronoi Boundary Network is constructed as the environmental model by way of enlar-ging the obstacle raster. The connectivity of the path network under complex environment is ensured through build-ing the second order Approximate Voronoi Boundary Network after adding virtual obstacles at joint-close grids. Thismethod embodies the network structure of the free area of environment with less nodes, so the complexity of pathplanning problem is reduced largely. An optimized path for mobile robot under complex environment is obtainedthrough the Genetic Algorithm based on the elitist rule and re-optimized by using the path-tightening method. Sincethe elitist one has the only authority of crossover, the management of one group becomes simple, which makes forobtaining the optimized path quickly. The Approximate Voronoi Boundary Network has a good tolerance to the im-precise a priori information and the noises of sensors under complex environment. Especially it is robust in dealingwith the local or partial changes, so a small quantity of dynamic obstacles is difficult to alter the overall character ofits connectivity, which means that it can also be adopted in dynamic environment by fusing the local path planning. 展开更多
关键词 NON-SMOOTH modeling VORONOI diagram PATH planning GENETIC algorithm
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Activity Model of Fe-Si-B Ternary Metallic Melts 被引量:8
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作者 ZHAO Ding-guo GUO Pei-min ZHAO Pei 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2011年第6期16-21,共6页
According to the ion and molecule coexistence theory, the activity model of Fe-Si-B ternary system was es- tablished, and the influence of ratio :Csi/XZe, boron content and temperature, etc. on the activity of the me... According to the ion and molecule coexistence theory, the activity model of Fe-Si-B ternary system was es- tablished, and the influence of ratio :Csi/XZe, boron content and temperature, etc. on the activity of the melt com- pound was investigated. The results show that the FeB activity is high in the liquid iron, when Xsl/XFo is 0. 5 ; the ac- tivity of boron increases with increasing the boron content for different contents of xe and xs, and the activity of boron at the ratio xFo = 0.4 is about one order of magnitude higher than that for the XFo = 0. 8; The activities of the melt compound were also affected by temperature, but the influencing extent was little. The equal activity diagrams of silicon and boron were drawn for the first time according to the model results. 展开更多
关键词 ACTIVITY metallic melt ion and molecule coexistence model equal activity diagram
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The efficiency and accuracy of probability diagram, spatial statistic and fractal methods in the identification of shear zone gold mineralization: a case study of the Saqqez gold ore district,NW Iran 被引量:1
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作者 Mirmahdi Seyedrahimi-Niaraq Amin Hekmatnejad 《Acta Geochimica》 EI CAS CSCD 2021年第1期78-88,共11页
In this study,geochemical anomaly separation was carried out with methods based on the distribution model,which includes probability diagram(MPD),fractal(concentration-area technique),and U-statistic methods.The main ... In this study,geochemical anomaly separation was carried out with methods based on the distribution model,which includes probability diagram(MPD),fractal(concentration-area technique),and U-statistic methods.The main objective is to evaluate the efficiency and accuracy of the methods in separation of anomalies on the shear zone gold mineralization.For this purpose,samples were taken from the secondary lithogeochemical environment(stream sediment samples)on the gold mineralization in Saqqez,NW of Iran.Interpretation of the histograms and diagrams showed that the MPD is capable of identifying two phases of mineralization.The fractal method could separate only one phase of change based on the fractal dimension with high concentration areas of the Au element.The spatial analysis showed two mixed subpopulations after U=0 and another subpopulation with very high U values.The MPD analysis followed spatial analysis,which shows the detail of the variations.Six mineralized zones detected from local geochemical exploration results were used for validating the methods mentioned above.The MPD method was able to identify the anomalous areas higher than 90%,whereas the two other methods identified 60%(maximum)of the anomalous areas.The raw data without any estimation for the concentration was used by the MPD method using aminimum of calculations to determine the threshold values.Therefore,the MPD method is more robust than the other methods.The spatial analysis identified the detail soft hegeological and mineralization events that were affected in the study area.MPD is recommended as the best,and the spatial U-analysis is the next reliable method to be used.The fractal method could show more detail of the events and variations in the area with asymmetrical grid net and a higher density of sampling or at the detailed exploration stage. 展开更多
关键词 Shear zone gold deposit modeling of probability diagram method Concentration-area fractal method U-spatial statistics method Phases of efficiency and accuracy mineralization
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ESTABLISHMENT AND APPLICATIONS OF MATHEMATICAL MODELS FOR CONCENTRATION DISTRIBUTION IN Mo-Fe-Ni-Co DIFFUSION QUARTERNARY──(Ⅱ) Characteristics and Applications of Mathematical Models 被引量:1
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作者 Xu Xingyao(Department of Applied Mathematics and Applied Softwares,Central South University of Technology,Changsha 410083)Gan Weiping(Department of Materials Science and Engineering,Central South University of Technology,Changsha 410083) 《中国有色金属学会会刊:英文版》 CSCD 1996年第4期67-71,共5页
ESTABLISHMENTANDAPPLICATIONSOFMATHEMATICALMODELSFORCONCENTRATIONDISTRIBUTIONINMo-Fe-Ni-CoDIFFUSIONQUARTERNAR... ESTABLISHMENTANDAPPLICATIONSOFMATHEMATICALMODELSFORCONCENTRATIONDISTRIBUTIONINMo-Fe-Ni-CoDIFFUSIONQUARTERNARY──(Ⅱ)Characteris... 展开更多
关键词 CONCENTRATION DIFFUSIONS MATHEMATICAL modelS phase diagram calculations DIFFUSION
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Time-Temperature-Transformation (TTT) Diagram of Epoxy-terminated Poly(Phenylene ether ketone)
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作者 Wang Qiang Cao Fengkun(Department of Chemical Engineering, Hebei University of TechnologyTianjin 300130, P.R.China)He Tianbai(Polymer Physics Laboratory, Changchun Institute of Applied ChemisedChinese Academy of Sciences, Changchun 130022) 《河北工业大学学报》 CAS 1997年第A01期81-91,共11页
Time-temperature-transformation diagram for epoxy-terminated poly(phenylene ether ketone) and 4, 4*-diaminodiphenyl sulfone was studied using a differential scanning calorimeter, thermal grametry analyzer and a cone-a... Time-temperature-transformation diagram for epoxy-terminated poly(phenylene ether ketone) and 4, 4*-diaminodiphenyl sulfone was studied using a differential scanning calorimeter, thermal grametry analyzer and a cone-and-plate rheometer. Based on a predicting model proposed here, which is used for determining the times to vitrification (tvit), and only few experimental results from DSC, T’GA and cone-and-plate rileometer, TTT diagram can be easily determined. 展开更多
关键词 TTT diagram predicting model EPOXY PEK
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Thermodynamic Optimization of TmCl_3-ACl (A=Na, K, Rb, Cs) Phase Diagrams 被引量:1
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作者 叶信宇 张静 +2 位作者 孙益民 王玉 谈珺珺 《Journal of Rare Earths》 SCIE EI CAS CSCD 2005年第1期88-92,共5页
From the measured phase equilibria data and experimental thermochemical properties, the TmCl_3-ACl (A=Na, K, Rb, Cs) phase diagrams were optimized and calculated using the CALPHAD technique. For describing the Gibbs e... From the measured phase equilibria data and experimental thermochemical properties, the TmCl_3-ACl (A=Na, K, Rb, Cs) phase diagrams were optimized and calculated using the CALPHAD technique. For describing the Gibbs energies of the liquid phase in these systems, the new modified quasichemical model in the pair-approximation for short-range ordering was used. A set of thermodynamic functions was optimized and gotten based on an interactive computer-assisted analysis. The calculated phase diagrams and thermodynamic data are self-consistent. 展开更多
关键词 modified quasichemical model thermodynamic optimization phase diagram thermodynamic properties (rare earths)
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New Asymmetric Model for Predicting Ternary Thermodynamic Properties
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作者 Li, Ruiqing Qiao, Zhiyu 《Rare Metals》 SCIE EI CAS CSCD 1990年第1期16-23,共8页
The prediction of the thermodynamic properties of ternary systems from the properties of their sub-binary systems is of great importance to phase diagram calculations. In the present study, a new asymmetric model whic... The prediction of the thermodynamic properties of ternary systems from the properties of their sub-binary systems is of great importance to phase diagram calculations. In the present study, a new asymmetric model which has more clear physical significance has been developed for evaluating the ternary thermodynamic properties from its three binary components. The model is considered to be rigorous in the case where the pseudobinary systems of fixed X2/X3 are regular are regular solution. The application of new model to the prediction of ternary enthalpies of mixing for Bi-Ga-Sn, Au-Ag-Sn and NaCl-KCl-CaCl2 systems shows that the calculated results by new model are closer to experimental data than those by Toop's model. 展开更多
关键词 Bismuth Gallium Tin Alloys Phase diagrams Gold Silver Tin Alloys Phase diagrams Mathematical models Evaluation Sodium Chloride MIXING Thermodynamic Properties Prediction
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Thermodynamic modeling of the Ge-La binary system
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作者 Miao Liu Chang-rong Li +2 位作者 Zhen-min Du Cui-ping Guo Chun-ju Niu 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2012年第8期689-698,共10页
The Ge-La binary system was critically assessed by means of the calculation of phase diagram (CALPHAD) technique. The asso- ciate model was used for the liquid phase containing the constituent species Ge, La, Ge3La5... The Ge-La binary system was critically assessed by means of the calculation of phase diagram (CALPHAD) technique. The asso- ciate model was used for the liquid phase containing the constituent species Ge, La, Ge3La5, and Ge1.7La. The terminal solid solution diamond-(Ge) with a small solubility of La was described using the substitutional model, in which the excess Gibbs energy was formulated with the Redlich-Kister equation. The compounds with homogeneity ranges, μ(Gel.7La), β(Ge1.7La), and (GeLa), were modeled using two sublatrices asα(Ge,La)l.7La, β(Ge,La)l.7La, and (Ge,La)(Ge,La), respectively. The intermediate phases with no solubility ranges, Ge4Las, GeaLa4, Ge3Las, and GeLa3, were treated as stoichiometric compounds. The three allotropic modifications of La, dhcp-La, fcc-La, and bcc-La, were kept as pure element phases since no solubility of Ge in La was reported. A set of self-consistent thermodynamic parameters of the Ge-La binary system was obtained. The calculation results agree well with the available experimental data from literatures. 展开更多
关键词 hydrogen storage alloys binary systems GERMANIUM LANTHANUM THERMODYNAMICS modeling phase diagrams
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Softw are Maintainability Prediction with UML Class Diagram
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作者 刘丽 朱小冬 郝学良 《Journal of Donghua University(English Edition)》 EI CAS 2015年第1期157-161,共5页
Software system can be classified into many function modules from the perspective of user. Unified modeling language( UML) class diagram of each function module was extracted,and design characteristic metrics which in... Software system can be classified into many function modules from the perspective of user. Unified modeling language( UML) class diagram of each function module was extracted,and design characteristic metrics which influenced software maintainability were selected based on UML class diagram.Choosing metrics of UML class diagram as predictors,and mean maintenance time of function module was regarded as software maintainability parameter. Software maintainability models were built by using back propagation( BP) neural network and radial basis function( RBF) neural network, respectively and were simulated by MATLAB. In order to evaluate the performance of models,the training results were analyzed and compared with leaveone-out cross-validation and model performance evaluation criterion. The result indicated that RBF arithmetic was superior to BP arithmetic in predicting software maintainability. 展开更多
关键词 unified modeling language(UML) class diagram software maintainability back propagation(BP) neural network radial basis function(RBF) neural network
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