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Interactions between dynamic recrystallization and dynamic precipitation during hot forming of magnesium alloy:Multilevel cellular automaton modeling
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作者 Yu-Ying He Li-Ping Lei Gang Fang 《Journal of Magnesium and Alloys》 2025年第5期1953-1977,共25页
Accurately tailoring microstructures,especially grain size,during thermomechanical processing is crucial for achieving the desired strengthductility synergy of wrought magnesium alloys.This study establishes a multile... Accurately tailoring microstructures,especially grain size,during thermomechanical processing is crucial for achieving the desired strengthductility synergy of wrought magnesium alloys.This study establishes a multilevel cellular automaton(CA)model to predict the microstructure evolution of wrought magnesium alloys undergoing both dynamic recrystallization(DRX)and dynamic precipitation(DP),surpassing the capabilities of traditional DRX models.Multiple physical metallurgical mechanisms,including variations in dislocation with work hardening(WH)and dynamic recovery(DRV),DRX,DP,and solute diffusion,are integrated and interconnected by their mutual effects.To facilitate the CA modeling,a novel local pinning model is proposed to reflect the uneven retardation of a precipitate to grain boundary migration and the virtual intersections of precipitates and grain boundaries based on their distribution,and its rationality is verified by simulations for grain coarsening.Considering the substantial difference in grain size and precipitate size,a multilevel cellular space is constructed,with a coarse parent cellular space for DRX and a sub-cellular space discretized from parent cells for DP,to balance computational efficiency and accuracy.The simulation successfully captures the microstructure evolution with multiscale characteristics,specifically the refinement of grains from hundreds of micros to a few micros through DRX,aided by dynamically precipitated second-phase particles in the submicron(hundreds of nanometers)range.The high degree of agreement between simulated and experimental results in terms of kinetics for microstructure evolution and microstructure after deformation at various temperatures and strain rates attests to the sound rationality and strong predictive capability of the established multilevel CA model.A comparison between the simulated results of the traditional CA model exclusively for DRX and those obtained from the multilevel CA model that incorporates both DRX and DP highlights the necessity of considering the interaction between these two phenomena for accurate grain size prediction. 展开更多
关键词 Magnesium alloy Cellular automaton Dynamic recrystallization Dynamic precipitation
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用Cellular Automaton模型方法模拟二元合金多晶粒枝晶生长 被引量:7
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作者 丁恒敏 刘瑞祥 +1 位作者 陈立亮 刘晶峰 《特种铸造及有色合金》 CAS CSCD 北大核心 2005年第6期337-339,共3页
研究并针对CellularAutomaton凝固组织模拟方法的物理本质、数值计算方法以及在凝固微观组织模拟中的应用进行了探索。并利用CellularAutomaton凝固组织模拟方法,求解了Al4.5Cu等轴晶多个枝晶同时生长过程。模拟结果和试验结果吻合很好。
关键词 CELLULAR automaton元胞自动机 模型 枝晶生长
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采用Cellular Automaton法模拟铝合金的微观组织 被引量:32
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作者 许庆彦 柳百成 《中国机械工程》 EI CAS CSCD 北大核心 2001年第3期328-331,共4页
采用 Cellular Automaton微观模型 ,并与宏观的传热计算相结合 ,对砂型铸造铝合金铸件的凝固组织形成进行了模拟。在模拟过程中 ,采用连续形核的方法处理液态金属的异质形核现象。通过高斯分布函数描述形核质点密度随温度的分布关系 ,... 采用 Cellular Automaton微观模型 ,并与宏观的传热计算相结合 ,对砂型铸造铝合金铸件的凝固组织形成进行了模拟。在模拟过程中 ,采用连续形核的方法处理液态金属的异质形核现象。通过高斯分布函数描述形核质点密度随温度的分布关系 ,在给定过冷度时对分布函数求积分可得该时刻的形核密度。晶粒生长模型则考虑枝晶尖端生长动力学和择优生长方向〈1 0 0〉晶向。模拟计算结果表明 ,在冷却速度不变的情况下 ,随着形核分布参数ΔTN 增加 ,所得到的晶粒尺寸增大。 展开更多
关键词 铝合金 微观组织模拟 CELLULAR automaton方法 形核 铸造 晶粒长大
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用Cellular Automaton方法模拟压铸镁合金AM50的微观组织 被引量:1
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作者 付振南 许庆彦 +1 位作者 熊守美 郭志鹏 《铸造》 EI CAS CSCD 北大核心 2007年第8期837-840,共4页
基于Cellular Automaton(CA)方法的基本原理,建立了压铸镁合金AM50形核和等轴晶粒生长的二维数学物理模型,能够对任意晶向的等轴晶晶粒生长进行模拟。模型耦合了宏观传热与微观组织模拟计算,镁合金AM50阶梯块压铸件的温度场通过热传导... 基于Cellular Automaton(CA)方法的基本原理,建立了压铸镁合金AM50形核和等轴晶粒生长的二维数学物理模型,能够对任意晶向的等轴晶晶粒生长进行模拟。模型耦合了宏观传热与微观组织模拟计算,镁合金AM50阶梯块压铸件的温度场通过热传导反算法计算求得。对阶梯块压铸件不同阶梯表面的微观组织进行了模拟,并与金相试验结果进行了对比,它们在晶粒尺寸上吻合较好。 展开更多
关键词 压铸镁合金AM50 微观组织模拟 CELLULAR automaton方法 晶粒尺寸
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基于热力学函数的纳米晶粒长大Cellular Automaton仿真研究 被引量:10
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作者 韩清超 宋晓艳 +2 位作者 李凌梅 刘雪梅 张久兴 《金属学报》 SCIE EI CAS CSCD 北大核心 2008年第4期495-500,共6页
基于纳米晶热力学特性表征函数,将纳米晶热力学性质对晶界迁移的影响引入Cellular Automaton算法,对纳米晶粒长大行为进行了定量化和可视化的仿真研究.模拟结果表明,纳米晶粒长大的动力学与传统粗晶材料不同,在恒温条件下,纳米晶粒的长... 基于纳米晶热力学特性表征函数,将纳米晶热力学性质对晶界迁移的影响引入Cellular Automaton算法,对纳米晶粒长大行为进行了定量化和可视化的仿真研究.模拟结果表明,纳米晶粒长大的动力学与传统粗晶材料不同,在恒温条件下,纳米晶粒的长大指数n不是常数(传统粗晶材料的晶粒长大指数n=2为常数),随纳米晶粒长大过程的进行,n值从1.70至6.59发生变化.作为纳米晶粒长大的驱动力,纳米晶界的过剩自由能与纳米晶粒尺寸的变化直接相关.由于纳米晶材料强烈的小尺寸效应,纳米晶组织的热力学性质较大地影响纳米晶界的结构和能量状态,从而影响纳米晶粒长大的动力学特征.因此,只有结合纳米晶热力学特性的仿真研究才能获得对纳米晶粒长大行为本质性的认识. 展开更多
关键词 金属纳米晶 纳米晶粒长大 元胞自动机方法 热力学
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用Cellular Automaton模型方法模拟二元合金枝晶生长 被引量:1
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作者 丁恒敏 刘瑞祥 +1 位作者 陈立亮 刘晶峰 《中国铸造装备与技术》 CAS 2005年第2期17-19,共3页
研究并针对CellularAutomaton凝固组织模拟方法模型的物理本质、数值计算方法以及在凝固微观组织模拟中的应用进行了探索。并利用CellularAutomaton凝固组织模拟方法,求解了Al-4.5%Cu等轴晶枝晶生长。
关键词 CELLULAR automaton元胞自动机 模型 枝晶生长
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采用Cellular automaton法模拟动态再结晶过程的研究 被引量:16
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作者 肖宏 柳本润 《机械工程学报》 EI CAS CSCD 北大核心 2005年第2期148-152,共5页
结合金属塑性成形过程的冶金学原理,给出了一种新的模拟动态再结晶过程的元胞自动机(Cellular automaton,CA)模型,用来模拟塑性变形过程中动态再结晶过程。再结晶晶粒的生长速度与再结晶驱动力成正比, 再结晶驱动力取决于晶界能和位错... 结合金属塑性成形过程的冶金学原理,给出了一种新的模拟动态再结晶过程的元胞自动机(Cellular automaton,CA)模型,用来模拟塑性变形过程中动态再结晶过程。再结晶晶粒的生长速度与再结晶驱动力成正比, 再结晶驱动力取决于晶界能和位错密度。在一个增量步内,根据动态再结晶晶粒生长速度确定与其相邻原胞转变 概率。采用本模型对不同温度、应变速度、应变条件下的动态再结晶过程进行了模拟,模拟结果与试验结果以及 经验公式得到的结果相一致。本模型也可用于再结晶动力学、微观组织和织构变化过程的模拟。 展开更多
关键词 组织模拟 塑性成形 动态再结晶 CA法
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Cellular Automaton法模拟金属凝固显微组织研究进展 被引量:2
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作者 齐清岩 何柏林 姚向东 《热加工工艺》 CSCD 北大核心 2005年第8期63-66,共4页
介绍了金属凝固过程中显微组织模拟的数学模型和计算模型以及元胞自动机(Cellular automation)法的原理及发展历程。概述了晶粒形核和生长的几个物理模型,并对元胞自动机在凝固过程中微观组织形成过程的计算机模拟的应用作了较详细的介... 介绍了金属凝固过程中显微组织模拟的数学模型和计算模型以及元胞自动机(Cellular automation)法的原理及发展历程。概述了晶粒形核和生长的几个物理模型,并对元胞自动机在凝固过程中微观组织形成过程的计算机模拟的应用作了较详细的介绍。元胞自动机考虑了形核和生长动力学问题,通过宏微观耦合模型可计算固相分数和潜热释放的变化。介绍了两种元胞自动机和有限元方法的耦合方式,并对元胞自动机法的未来发展方向进行了展望。 展开更多
关键词 凝固模拟 显微结构 元胞自动机 枝晶生长
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A Modified Cellular Automaton Model for the Quantitative Prediction of Equiaxed and Columnar Dendritic Growth 被引量:14
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作者 Rui Chen Qingyan Xu Baicheng Liu 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2014年第12期1311-1320,共10页
Since the characteristic of dendrite is an important factor determining the performance of castings, a twodimensional cellular automaton model with decentered square algorithm is developed for quantitatively predictin... Since the characteristic of dendrite is an important factor determining the performance of castings, a twodimensional cellular automaton model with decentered square algorithm is developed for quantitatively predicting the dendritic growth during solidification process. The growth kinetics of solid/liquid interface are determined by the local equilibrium composition and local actual liquid composition, and the calculation of the solid fraction increment is based on these two compositions to avoid the solution of growth velocity. In order to validate the developed model, quantitative simulations of steady-state dendritic features over a range of undercooling was performed and the results exhibited good agreement with the predictions of LGK(Liptone Glicksman-Kurz) model. Meanwhile, it is demonstrated that the proposed model can be applied to simulate multiple equiaxed dendritic growth, as well as columnar dendritic growth with or without equiaxed grain formation in directional solidification of AleC u alloys. It has been shown that the model is able to simulate the growth process of multi-dendrites with various preferential orientations and can reproduce a wide range of complex dendritic growth phenomena such as nucleation, coarsening of dendrite arms, side branching in dendritic morphologies, competitive growth as well as the interaction among surrounding dendrites. 展开更多
关键词 Cellular automaton Dendritic growth Crystallographic orientation Aluminum alloys
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Mesoscale simulation of discontinuous dynamic recrystallization using the cellular automaton method 被引量:6
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作者 Baojun YU Xiaojun GUAN Lijun WANG Qingkai ZENG Qianqian LIU Yu CAO 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2011年第4期287-294,共8页
A dynamic recrystallization (DRX) cellular automaton (CA) model that can mark the microstructure with DRX circle was developed. The effects of initial grain size on the stress-strain curve, mean grain size and DRX... A dynamic recrystallization (DRX) cellular automaton (CA) model that can mark the microstructure with DRX circle was developed. The effects of initial grain size on the stress-strain curve, mean grain size and DRX fraction were mainly investigated, and the simulated results were compared with those obtained from previous researches. The results show that the shape of the stress-strain curve is sensitive, while the stress and mean grain size at the steady state are insensitive to the initial grain size. The transition from a multiple-peak stress-strain curve to a single-peak one can be explained by variations in DRX circle fraction, and the initial grain size to make this transition is between 70 and 80 tim. 展开更多
关键词 Dynamic recrystallization Cellular automaton DRX circle COPPER
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EVOLUTION COMPL EXITY OF THE ELEMENTARY CELLULAR AUTOMATON OF RUL E 2 2 被引量:7
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作者 WangYi JiangZhisong 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2002年第4期404-412,共9页
Cellular automata are the discrete dynamical systems of simple construction but with complex and varied behaviors.In this paper,the elementary cellular automaton of rule 22 is studied by the tools of formal language t... Cellular automata are the discrete dynamical systems of simple construction but with complex and varied behaviors.In this paper,the elementary cellular automaton of rule 22 is studied by the tools of formal language theory and symbolic dynamics.Its temporal evolution orbits are coarse grained into evolution sequences and the evolution languages are defined.It is proved that for every n ≥2 its width n evolution language is not regular. 展开更多
关键词 COMPLEXITY cellular automaton formal language.
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Simulation of Dynamic Recrystallization Using Cellular Automaton Method 被引量:7
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作者 XIAOHong XIEHong-biao +1 位作者 YANYan-hong JunYANAGIMOTO 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2004年第2期42-45,共4页
A new modeling approach that couples fundamental metallurgical principles of dynamical recrystallization with the cellular automaton method was developed to simulate the microstructural evolution linking with the plas... A new modeling approach that couples fundamental metallurgical principles of dynamical recrystallization with the cellular automaton method was developed to simulate the microstructural evolution linking with the plastic flow behavior during thermomechanical processing.The driving force for the nucleation and growth of dynamically recrystallized grain is the volume free energy due to the stored dislocation density of a deformation matrix.The growth terminates the impingement.The model is capable of simulating kinetics,microstructure and texture evolution during recrystallization.The predictions of microstructural evolution agree with the experimental results. 展开更多
关键词 dynamic recrystallization MICROSTRUCTURE cellular automaton method
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An improved cellular automaton model considering the effect of traffic lights and driving behaviour 被引量:6
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作者 何红弟 卢伟真 董力耘 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第4期197-203,共7页
This paper proposes an improved cellular automaton model to describe the urban traffic flow with the consideration of traffic light and driving behaviour effects. Based on the model, the characteristics of the urban t... This paper proposes an improved cellular automaton model to describe the urban traffic flow with the consideration of traffic light and driving behaviour effects. Based on the model, the characteristics of the urban traffic flow on a single- lane road are investigated under three different control strategies, i.e., the synchronized, the green wave and the random strategies. The fundamental diagrams and time-space patterns of the traffic flows are provided for these strategies respectively. It finds that the dynamical transition to the congested flow appears when the vehicle density is higher than a critical level. The saturated flow is less dependent on the cycle time and the strategies of the traffic light control, while the critical vehicle density varies with the cycle time and the strategies. Simulated results indicate that the green wave strategy is proven to be the most effective one among the above three control strategies. 展开更多
关键词 traffic flow cellular automaton control strategy vehicle density
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Comparison of Cellular Automaton and Phase Field Models to Simulate Dendrite Growth in Hexagonal Crystals 被引量:6
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作者 Mohsen Asle Zaeem Hebi Yin Sergio D. Felicelli 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2012年第2期137-146,共10页
A cellular automaton (CA)-finite element (FE) model and a phase field (PF)-FE model were used to simulate equiaxed dendritic growth during the solidification of hexagonal metals. In the CA-FE model, the conserva... A cellular automaton (CA)-finite element (FE) model and a phase field (PF)-FE model were used to simulate equiaxed dendritic growth during the solidification of hexagonal metals. In the CA-FE model, the conservation equations of mass and energy were solved in order to calculate the temperature field, solute concentration, and the dendritic growth morphology. CA-FE simulation results showed reasonable agreement with the previously reported experimental data on secondary dendrite arm spacing (SDAS) vs cooling rate. In the PF model, a PF variable was used to distinguish solid and liquid phases similar to the conventional PF models for solidification of pure materials. Another PF variable was considered to determine the evolution of solute concentration. Validation of both models was performed by comparing the simulation results with the analytical model developed by Lipton-Glicksman-Kurz (LGK), showing quantitatively good agreement in the tip growth velocity at a given melt undercooling. Application to magnesium alloy AZ91 (approximated with the binary Mg-8.9 wt% AI) illustrates the difficulty of modeling dendrite growth in hexagonal systems using CA-FE regarding mesh-induced anisotropy and a better performance of PF-FE in modeling multiple arbitrarily-oriented dendrites growth. 展开更多
关键词 Dendrite growth Cellular automaton Phase-field model Finite element~ Magnesium alloy
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A three-dimensional cellular automaton model for simulation of dendritic growth of magnesium alloy 被引量:7
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作者 Mengwu WU Shoumei XIONG 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2012年第3期169-178,共10页
A numerical model based on the cellular automaton method for the three-dimensional simulation of dendritic growth of magnesium alloy was developed. The growth ki- netics was calculated from the complete solution of th... A numerical model based on the cellular automaton method for the three-dimensional simulation of dendritic growth of magnesium alloy was developed. The growth ki- netics was calculated from the complete solution of the transport equations. By con- structing a three-dimensional anisotropy model with the cubic CA cells, simulation of dendritic growth of magnesium alloy with six-fold symmetry in the basal plane was achieved. The model was applied to simulate the equiaxed dendritic growth and columnar dendritic growth under directional solidification, and its capability was addressed by comparing the simulated results to experimental results and those in the previously published works. Meanwhile, the three-dimensional simulated results were also compared with that of in two dimensions, offering a deep insight into the microstructure formation of magnesium alloy during solidification. 展开更多
关键词 Magnesium alloy Dendritic growth Cellular automaton method: Three-dimensional
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Cellular Automaton法模拟铝合金微观组织的形成 被引量:1
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作者 金玉嘉 丁雨田 许广济 《热加工工艺》 CSCD 北大核心 2006年第1期13-15,18,共4页
采用Cellular Automaton微观模型,在给定冷却曲线的条件下,对铝合金板材凝固过程组织的形成进行了二维数值模拟。采用连续形核的方法处理液态金属的异质形核现象。用CA算法处理晶粒生长过程,考虑了枝晶尖端生长动力学和优先生长方向<... 采用Cellular Automaton微观模型,在给定冷却曲线的条件下,对铝合金板材凝固过程组织的形成进行了二维数值模拟。采用连续形核的方法处理液态金属的异质形核现象。用CA算法处理晶粒生长过程,考虑了枝晶尖端生长动力学和优先生长方向<100>晶向。通过模拟动态再现了凝固过程中晶粒的形核与生长。结果表明,在形核分布参数不变的情况下,随着冷却速度的增加,所得晶粒尺寸增大。 展开更多
关键词 铝合金 微观组织模拟 CA方法 形核与长大
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A new cellular automaton model accounting for stochasticity in traffic flow induced by heterogeneity in driving behavior 被引量:3
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作者 Xiaoyong Ni Hong Huang 《Chinese Physics B》 SCIE EI CAS CSCD 2019年第9期399-409,共11页
A new reliable cellular automaon(CA) model designed to account for stochasticity in traffic flow induced by heterogeneity in driving behavior is presented.The proposed model differs from most existing CA models in tha... A new reliable cellular automaon(CA) model designed to account for stochasticity in traffic flow induced by heterogeneity in driving behavior is presented.The proposed model differs from most existing CA models in that this new model focuses on describing traffic phenomena by coding into its rules the key idea that a vehicle's moving state is directly determined by a driver stepping on the accelerator or on the brake(the vehicle's acceleration).Acceleration obeys a deformed continuous distribution function when considering the heterogeneity in driving behavior and the safe distance, rather than equaling a fixed acceleration value with a probability, as is the rule in many existing CA models.Simulation results show that the new proposed model is capable of reproducing empirical findings in real traffic system.Moreover, this new model makes it possible to implement in-depth analysis of correlations between a vehicle's state parameters. 展开更多
关键词 cellular automaton numerical simulations TRAFFIC models
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Effect of acceleration threshold on the phase transition in a cellular automaton traffic flow model 被引量:4
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作者 金诚杰 王炜 +1 位作者 高坤 姜锐 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第6期283-288,共6页
In this paper, we incorporate new parameters into a cellular automaton traffic flow model proposed in our previous paper [Jin et al. 2010 J. Stat. Mech. 2010 P03018]. Through these parameters, we adjust the anticipate... In this paper, we incorporate new parameters into a cellular automaton traffic flow model proposed in our previous paper [Jin et al. 2010 J. Stat. Mech. 2010 P03018]. Through these parameters, we adjust the anticipated velocity and the acceleration threshold separately. It turns out that the flow rate of synchronized flow mainly changes with the anticipated velocity, and the F →S phase transition feature mainly changes with the acceleration threshold. Therefore, we conclude that the acceleration threshold is the major factor affecting the F → S phase transition. 展开更多
关键词 traffic flow cellular automaton synchronized flow phase transition
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Mathematical model for flood routing based on cellular automaton 被引量:4
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作者 Xin CAI Yi LI +1 位作者 Xing-wen GUO Wei WU 《Water Science and Engineering》 EI CAS CSCD 2014年第2期133-142,共10页
Increasing frequency and severity of flooding have caused tremendous damage in China, requiring more essential countermeasures to alleviate the damage. In this study, the dynamic simulation property of a cellular auto... Increasing frequency and severity of flooding have caused tremendous damage in China, requiring more essential countermeasures to alleviate the damage. In this study, the dynamic simulation property of a cellular automaton was used to make further progress in flood routing. In consideration of terrain's influence on flood routing, we regarded the terrain elevation as an auxiliary attribute of a two-dimensional cellular automaton in path selection for flood routing and developed a mathematical model based on a cellular automaton. A numerical case of propagation of an outburst flood in an area of the lower Yangtze River was analyzed with both the fixed-step and variable-step models. The results show that the flood does not spread simultaneously in all directions, but flows into the lower place first, and that the submerged area grows quickly at the beginning, but slowly later on. The final submerged areas obtained from the two different models are consistent, and the flood volume balance test shows that the flood volume meets the requirement of the total volume balance. The analysis of the case shows that the proposed model can be a valuable tool for flood routing. 展开更多
关键词 cellular automaton flood routing mathematical model
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Cellular automaton modeling of pedestrian movement behavior on an escalator 被引量:4
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作者 Fu-Rong Yue Juan Chen +2 位作者 Jian Ma Wei-Guo Song Siu-Ming Lo 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第12期328-333,共6页
As a convenient passenger transit facility between floors with different heights, escalators have been extensively used in shopping malls, metro stations, airport terminals, etc. Compared with other vertical transit f... As a convenient passenger transit facility between floors with different heights, escalators have been extensively used in shopping malls, metro stations, airport terminals, etc. Compared with other vertical transit facilities including stairs and elevators, escalators usually have large transit capacity. It is expected to reduce pedestrian traveling time and thus improve the quality of pedestrian’s experiences especially in jamming conditions. However, it is noticed that pedestrians may present different movement patterns, e.g., queuing on each step of the escalator, walking on the left-side and meanwhile standing on the right-side of the escalator. These different patterns affect the actual escalator traffic volume and finally the passenger spatiotemporal distribution in different built environments. Thus, in the present study, a microscopic cellular automaton(CA) simulation model considering pedestrian movement behavior on escalators is built. Simulations are performed considering different pedestrian movement speeds, queuing modes, and segregation on escalators with different escalator speeds.The actual escalator capacities under different pedestrian movement patterns are investigated. It is found that walking on escalators will not always benefit escalator transit volume improvement, especially in jamming conditions. 展开更多
关键词 cellular automaton pedestrian movement escalator capacity
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