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Shape parameter of Weibull size statistics is a potential indicator of filler geometry in SiO2 reinforced polymer composites 魏布勒粒度统计的形状参数是衡量二氧化硅增强聚合物复合材料中填料几何形状的潜在指标
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-13 DOI: 10.1016/j.physa.2024.130222
Huan Jin , Wenxun Sun , Xianan Qin
In a previous study [Physica A, 625 (2023), 129026], a relationship between the filler size distribution and the filler geometry of SiO2 particle reinforced polymer composites has been reported. It has been experimentally demonstrated that the size of hollow and solid SiO2 particles disperse in polymer matrix follows Weibull statistics with shape parameter at 2 and 3, respectively. This mechanism has not yet been verified in the one-dimensional (1D) case. In this paper, we study the length distribution of glass fibers in polymer composites. Our results show that the previous theory still holds for the 1D case. Thus, shape parameter of Weibull size statistics could be a potential indicator of filler geometry in SiO2 reinforced polymer composites. This interesting mechanism can be explained by the scaling nature behind the Weibull statistics. Our study has thus shed new light on the evolution of filler geometry during the fabrication process of polymer composites, and should be useful for the related fields.
之前的一项研究[Physica A, 625 (2023), 129026]报道了二氧化硅颗粒增强聚合物复合材料的填料粒度分布与填料几何形状之间的关系。实验证明,分散在聚合物基体中的空心和实心 SiO2 粒子的尺寸遵循形状参数分别为 2 和 3 的 Weibull 统计。这一机制尚未在一维(1D)情况下得到验证。本文研究了聚合物复合材料中玻璃纤维的长度分布。结果表明,之前的理论在一维情况下仍然成立。因此,Weibull 尺寸统计的形状参数可以作为二氧化硅增强聚合物复合材料中填料几何形状的潜在指标。这一有趣的机制可以用 Weibull 统计背后的缩放性质来解释。因此,我们的研究为聚合物复合材料制造过程中填料几何形状的演变提供了新的启示,对相关领域应该有所帮助。
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引用次数: 0
Effects of risk information on pedestrian evacuation during fire emergencies: Virtual experiments and survey 火灾紧急情况下风险信息对行人疏散的影响:虚拟实验和调查
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-12 DOI: 10.1016/j.physa.2024.130232
Wenke Zhang , Zhichao Zhang , Tao Wang , Tingting Nong , Yueyao Ma , Eric Wai Ming Lee , Meng Shi
In fire emergencies, pedestrians often face uncertainty about the safety of evacuation routes due to a lack of risk information, which makes the emergency evacuation highly challenging. Although risk information is crucial for effective evacuation, the effect of varying levels of risk information on fire evacuation remains insufficiently explored. This study aims to address this gap by investigating the influence of different levels of risk information on pedestrian evacuation through virtual experiments and survey. We conducted a series of multiplayer fire evacuation experiments in Minecraft. The risk information provided to pedestrians before evacuation was controlled at three levels: no risk information, partial risk information, and complete risk information, by giving different risk information cues. The results of experiments indicated that risk information can improve pedestrian evacuation efficiency during fire emergencies, while more complete risk information can further improve pedestrian evacuation efficiency. Additionally, an information transfer phenomenon was observed during fire evacuations, in which pedestrians adjusted their behaviour based on perceived fire, leading others to avoid the fire in advance. The analysis of pedestrian behaviour revealed that pedestrians did not exhibit imitative behaviour in evacuation direction choices during fire emergencies. Pedestrian route choices were significantly influenced by the initial distance of pedestrians relative to the exits. Moreover, complete risk information cues did not significantly influence pedestrians’ route choices compared with partial risk information cues. A post-experimental survey was conducted to assess pedestrians’ route choice preferences under different risk information cue scenarios. The results showed that pedestrians preferred the nearest route.
在火灾紧急情况下,由于缺乏风险信息,行人往往面临疏散路线安全性的不确定性,这给紧急疏散带来了极大的挑战。虽然风险信息对有效疏散至关重要,但不同程度的风险信息对火灾疏散的影响仍未得到充分探讨。本研究旨在通过虚拟实验和调查研究不同程度的风险信息对行人疏散的影响,从而弥补这一不足。我们在 Minecraft 中进行了一系列多人火灾疏散实验。通过给出不同的风险信息提示,将疏散前向行人提供的风险信息控制在三个水平:无风险信息、部分风险信息和完全风险信息。实验结果表明,在火灾紧急情况下,风险信息能提高行人的疏散效率,而更完整的风险信息能进一步提高行人的疏散效率。此外,在火灾疏散过程中还观察到一种信息传递现象,即行人根据感知到的火情调整自己的行为,引导其他人提前避开火场。对行人行为的分析表明,在火灾紧急情况下,行人在疏散方向选择上没有表现出模仿行为。行人路线选择受到行人与出口初始距离的显著影响。此外,与部分风险信息线索相比,完整风险信息线索对行人路线选择的影响不大。实验后进行了一项调查,以评估行人在不同风险信息提示情况下的路线选择偏好。结果显示,行人更倾向于选择最近的路线。
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引用次数: 0
Correlations between two vortices in dry active matter 干活性物质中两个涡旋之间的相关性
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-12 DOI: 10.1016/j.physa.2024.130181
Felipe P.S. Júnior , Jorge L.C. Domingos , F.Q. Potiguar , W.P. Ferreira
It was recently shown that wet active matter can form synchronized rotating vortices in a square lattice, similar to an antiferromagnetic Ising model (by considering rotation direction as spin projection). In this study, we investigate whether such a correlated state occurs for a model of dry active matter. We achieve that by numerically simulating the dynamics of a system of active particles in the presence of two identical circular obstacles. Then, we measure the angular velocity correlation function of both vortices as a function of the obstacle diameter, their shortest separation (gap), and the particle density. When the correlation function is negative, both vortices rotate in contrary directions. They maintain this state by exchanging particles through the region between them, analogously to synchronized cogs. On the other hand, with a positive correlation function, a single rotating cluster emerges, and the particles move around the whole structure, similar to a belt strapped around the obstacles. Additionally, we observe the emergence of uncorrelated states at the transition between correlated states, in which only a single vortex is present, or in the large gap regime, in which the vortices are nearly independent on each other.
最近的研究表明,湿活性物质可以在方形晶格中形成同步旋转涡旋,类似于反铁磁性伊辛模型(将旋转方向视为自旋投影)。在本研究中,我们将研究干活性物质模型是否会出现这种关联状态。为此,我们对存在两个相同圆形障碍物的活性粒子系统的动力学进行了数值模拟。然后,我们测量了两个涡旋的角速度相关函数与障碍物直径、它们的最短间隔(间隙)和粒子密度的函数关系。当相关函数为负时,两个漩涡向相反的方向旋转。它们通过在两涡之间的区域交换粒子来维持这种状态,类似于同步齿轮。另一方面,如果相关函数为正,则会出现一个单一的旋转簇,粒子在整个结构中移动,类似于在障碍物上绑上皮带。此外,我们还观察到在相关态之间的过渡阶段出现了非相关态,此时只有一个涡旋存在,或者在大间隙状态下,涡旋几乎是相互独立的。
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引用次数: 0
An investigation of firm size distributions involving the growth functions 涉及增长函数的企业规模分布调查
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-12 DOI: 10.1016/j.physa.2024.130213
Xia Zhou , Chong Lai , Kexin Luo
Following the ideas of prospect theory, a class of growth functions is used to characterize deterministic variations of firm size, which portrays the asymmetric efforts of the firm to achieve the desired size. Considering the differences in the ability of different firm size to cope with uncertainties, the Boltzmann equation for the evolution of firm size is constructed. Utilizing a suitable scaling limit, the Fokker–Planck equation is acquired and its explicit steady-state solution is derived. Our results illustrate that different choices of parameters in the growth function lead to various statistical laws for firm size, such as the Amoroso distribution, the lognormal distribution and Zipf’s law. Under certain conditions, inequality for the distribution of firm size decreases as firm size increases. The numerical analyses are presented to illustrate our results.
根据前景理论的思想,一类增长函数被用来描述企业规模的确定性变化,它描绘了企业为实现理想规模所做的非对称努力。考虑到不同企业规模应对不确定性能力的差异,构建了企业规模演化的波尔兹曼方程。利用合适的缩放极限,可以得到福克-普朗克方程,并推导出其明确的稳态解。我们的结果表明,增长函数中参数的不同选择会导致企业规模的不同统计规律,如阿莫罗索分布、对数正态分布和齐普夫定律。在某些条件下,企业规模分布的不平等性会随着企业规模的扩大而减小。我们将通过数值分析来说明我们的结果。
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引用次数: 0
An evacuation model considering pedestrian group behavior under violent attacks 考虑暴力袭击下行人群体行为的疏散模型
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-12 DOI: 10.1016/j.physa.2024.130229
Chenglin Guo , Feizhou Huo , Shihan Deng , Jianan Huang , Wei Zhang
In recent years, violent attacks have garnered significant attention from the international community and gradually evolved into a global issue. In responding to such emergencies, effective emergency evacuation is an essential means to ensure public safety. In order to explore the pedestrian evacuation dynamics in violent attacks and understand the behavioral characteristics of individuals and the dynamic interactions of groups during the evacuation process, this paper proposes an agent-based cellular automata evacuation model. First, each agent is assigned several internal attributes such as life value, panic value, and movement speed, and the assignments fully take into account the heterogeneity of individuals. Next, by setting the attack strategy of attackers and the evacuation mechanism of pedestrians, the complex system is modeled from a microscopic perspective. Finally, the effects of critical factors on the pedestrian evacuation process, such as panic coefficient, crowd structure, group ratio, attack distance and intensity, attacker location and number, and counterattack probability, are discussed through simulation. The results show that the tension caused by moderate panic is beneficial, but excessive panic will lead to increased evacuation time and fatalities. Meanwhile, the group behavior among pedestrians causes them to move relatively lagging, and the evacuation efficiency decreases as the group scale increases. Additionally, increases in attack intensity, attack distance, and attacker number all result in more casualties, and the consequences are most severe when multiple attackers operate separately, but counterattacks by pedestrians can significantly improve the overall safety of evacuation. Our study can provide some reference and basis for emergency management under violent attacks.
近年来,暴力袭击事件引起了国际社会的高度关注,并逐渐演变成一个全球性问题。在应对此类突发事件时,有效的紧急疏散是确保公共安全的重要手段。为了探索暴力袭击中的行人疏散动态,了解疏散过程中个体的行为特征和群体的动态互动,本文提出了一种基于代理的蜂窝自动机疏散模型。首先,为每个代理分配多个内部属性,如生命值、恐慌值和移动速度,分配时充分考虑了个体的异质性。其次,通过设定攻击者的攻击策略和行人的疏散机制,从微观角度对复杂系统进行建模。最后,通过模拟讨论了恐慌系数、人群结构、群体比例、攻击距离和强度、攻击者位置和数量、反击概率等关键因素对行人疏散过程的影响。结果表明,适度恐慌造成的紧张是有益的,但过度恐慌会导致疏散时间延长和死亡人数增加。同时,行人之间的群体行为会导致他们的行动相对滞后,疏散效率会随着群体规模的增大而降低。此外,攻击强度、攻击距离和攻击者数量的增加都会导致更多的人员伤亡,当多个攻击者分开行动时,后果最为严重,但行人的反击可以显著提高疏散的整体安全性。我们的研究可以为暴力袭击下的应急管理提供一些参考和依据。
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引用次数: 0
Empirical analysis of pedestrian merging process with different merging angles and merging layouts 不同合流角度和合流布局下的行人合流过程实证分析
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-10 DOI: 10.1016/j.physa.2024.130218
Hanchen Yu , Nan Jiang , Hongyun Yang , Jixin Shi , Zhenyu Han , Eric Wai Ming Lee , Lizhong Yang
Crowd gathering in public infrastructures increases the challenges to safety management. To control the risk of crowd accidents, it is crucial to investigate the specific pedestrian movement characteristics within typical facilities to ensure efficient and safe walking operations. Merging scenarios involve complex multi-directional movements and always be considered dangerous bottlenecks to trigger serious crowd accidents. It demonstrated that the merging angle and layout significantly affect the performance of merging structures. However, most studies treat those properties independently without systematically exploring their combined effects to reflect a more diverse and complex flow status in real situations. In this study, we conduct controlled experiments to investigate the pedestrian merging process with five different merging angles and three different merging layouts. By analyzing the movement status, congestion, and degree of order, the efficiency and risk of different merging scenarios are compared. The lower upstream velocity and faster clogging propagation can be observed as the merging angle increases. While in scenarios with a small merging angle under certain layouts, limited outflows and longer time intervals occur and the stagnation is more frequent. The walking space of pedestrians near the inner side is severely compressed, resulting in higher local density around the corner and exacerbating the clogging nearby. Furthermore, a new indicator named Harmony Index is proposed to describe the adaptability of crowds to different merging setups. These findings are beneficial for optimizing the safe design and crowd management strategies of public infrastructures, as well as the crowd movement setup in relevant modeling works.
公共基础设施中的人群聚集增加了安全管理的挑战。要控制人群事故风险,就必须研究典型设施内特定的行人活动特征,以确保高效、安全的步行操作。合流场景涉及复杂的多向运动,一直被认为是引发严重人群事故的危险瓶颈。研究表明,合流角度和布局会显著影响合流结构的性能。然而,大多数研究都是单独处理这些属性,而没有系统地探讨它们的综合影响,以反映真实情况下更多样、更复杂的流动状态。在本研究中,我们进行了对照实验,研究了五种不同合流角度和三种不同合流布局下的行人合流过程。通过分析运动状态、拥堵情况和有序程度,比较了不同合流方案的效率和风险。随着合流角度的增大,可以观察到上游速度降低,堵塞传播速度加快。而在某些布局下,合流角较小的情况下,会出现有限的流出量和较长的时间间隔,停滞现象也更为频繁。靠近内侧的行人步行空间被严重压缩,导致拐角处的局部密度增大,加剧了附近的堵塞。此外,还提出了一个名为 "和谐指数 "的新指标,用于描述人群对不同合流设置的适应性。这些发现有助于优化公共基础设施的安全设计和人群管理策略,以及相关建模工作中的人群流动设置。
{"title":"Empirical analysis of pedestrian merging process with different merging angles and merging layouts","authors":"Hanchen Yu ,&nbsp;Nan Jiang ,&nbsp;Hongyun Yang ,&nbsp;Jixin Shi ,&nbsp;Zhenyu Han ,&nbsp;Eric Wai Ming Lee ,&nbsp;Lizhong Yang","doi":"10.1016/j.physa.2024.130218","DOIUrl":"10.1016/j.physa.2024.130218","url":null,"abstract":"<div><div>Crowd gathering in public infrastructures increases the challenges to safety management. To control the risk of crowd accidents, it is crucial to investigate the specific pedestrian movement characteristics within typical facilities to ensure efficient and safe walking operations. Merging scenarios involve complex multi-directional movements and always be considered dangerous bottlenecks to trigger serious crowd accidents. It demonstrated that the merging angle and layout significantly affect the performance of merging structures. However, most studies treat those properties independently without systematically exploring their combined effects to reflect a more diverse and complex flow status in real situations. In this study, we conduct controlled experiments to investigate the pedestrian merging process with five different merging angles and three different merging layouts. By analyzing the movement status, congestion, and degree of order, the efficiency and risk of different merging scenarios are compared. The lower upstream velocity and faster clogging propagation can be observed as the merging angle increases. While in scenarios with a small merging angle under certain layouts, limited outflows and longer time intervals occur and the stagnation is more frequent. The walking space of pedestrians near the inner side is severely compressed, resulting in higher local density around the corner and exacerbating the clogging nearby. Furthermore, a new indicator named Harmony Index is proposed to describe the adaptability of crowds to different merging setups. These findings are beneficial for optimizing the safe design and crowd management strategies of public infrastructures, as well as the crowd movement setup in relevant modeling works.</div></div>","PeriodicalId":20152,"journal":{"name":"Physica A: Statistical Mechanics and its Applications","volume":"656 ","pages":"Article 130218"},"PeriodicalIF":2.8,"publicationDate":"2024-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142664344","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evacuation simulation of heterogeneous passengers in the confined carriage of high-speed train 高速列车密闭车厢内异质乘客的疏散模拟
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-10 DOI: 10.1016/j.physa.2024.130220
Shuchao Cao , Ying Zhou , Weihao Ma , Xiaolian Li , Ming Yao
Passenger evacuation in high-speed train carriages is a critical issue that has not been fully explored and understood in previous research. To investigate the evacuation process of passengers from the confined carriage, a fine-grid cellular automaton model considering passenger heterogeneity is proposed in this paper. The influences of passenger attributes, luggage-carrying behavior, exit width and window evacuation mode on evacuation dynamics are analyzed under various scenarios. The simulation results reveal that the evacuation efficiency decreases with the increase of the proportion of elderly passengers in the carriage. The evacuation time increases with the increment of luggage-carrying proportion and duration time of luggage collection. Passengers carrying luggage near the inner door can easily block the aisle. Therefore, appropriately increasing the width of the inner door can reduce exit congestion and facilitate the evacuation process. Furthermore, the evacuation efficiency is the highest when the escape window is located in the middle of carriage for only one window exit. For the two window exits conditions, the escape windows are uniformly distributed in the middle of carriage is more favorable for evacuation. The study is useful to design evacuation plans for passenger flow and improve the emergency management level of high-speed railway stations.
高速列车车厢内的乘客疏散是一个关键问题,以往的研究尚未对其进行充分的探索和理解。为了研究乘客从密闭车厢内疏散的过程,本文提出了一种考虑乘客异质性的细网格蜂窝自动机模型。分析了各种情况下乘客属性、携带行李行为、出口宽度和窗口疏散模式对疏散动力学的影响。模拟结果表明,疏散效率随着车厢内老年乘客比例的增加而降低。疏散时间随携带行李比例和领取行李时间的增加而增加。乘客携带行李靠近内门容易堵塞过道。因此,适当增加内门的宽度可以减少出口拥堵,促进疏散过程。此外,在只有一个窗口出口的情况下,当逃生窗位于车厢中部时,疏散效率最高。对于有两个窗口出口的情况,逃生窗均匀分布在车厢中部更有利于疏散。该研究有助于设计客流疏散方案,提高高铁车站应急管理水平。
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引用次数: 0
Extended Bass model on the power-law epidemics growth and its implications on spatially heterogeneous systems 幂律流行病增长的扩展巴斯模型及其对空间异质系统的影响
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-10 DOI: 10.1016/j.physa.2024.130224
D.G. Xenikos , V. Constantoudis
This work explores the sub-exponential power-law growth that is observed in human and animal epidemics, using percolation analysis. Through numerical simulations, it identifies a large class of diffusion cases on networks that can be classified under an extended version of the discrete Bass model, with solutions that i) follow the Weibull probability distribution, ii) are consistent with the large power-law growth exponents β>2 reported for epidemics such as covid-19, and iii) have a clear physical meaning in agent-based models with specific behavioral dynamics. In particular, the Weibull power exponent is related to the restricted mobility of agents regarding social confinement. The mathematical formalism then depicts the time dependent diffusion in human (covid-19) and animal (foot-and-mouth) epidemics. In addition, it is used to describe the spatiotemporal heterogeneous diffusion over modular networks that model interconnected geographical regions and is applied in the case of covid-19 diffusion across USA Counties.
这项研究利用渗流分析法探讨了在人类和动物流行病中观察到的亚指数幂律增长。通过数值模拟,它确定了一大类可归类于离散巴斯模型扩展版的网络扩散案例,其解法为:i) 遵循威布尔概率分布;ii) 与报道的柯维-19 等流行病的大幂律增长指数 β>2 一致;iii) 在具有特定行为动力学的基于代理的模型中具有明确的物理意义。特别是,Weibull幂指数与代理人在社会限制下的流动性受限有关。然后,数学形式主义描述了人类(covid-19)和动物(口蹄疫)流行病中与时间相关的扩散。此外,它还被用于描述模块化网络上的时空异质性扩散,该网络模拟了相互连接的地理区域,并被应用于 covid-19 在美国各县的扩散。
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引用次数: 0
Network-based resilience assessment of an urban rail transit infrastructure with a multi-dimensional performance metric 用多维性能指标对城市轨道交通基础设施进行基于网络的复原力评估
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-09 DOI: 10.1016/j.physa.2024.130211
Mingchang Zhu , Xiaoqing Zeng , Peiran Ying , Lixia Bao
With urban and public transportation development, the urban rail transit networks (URTN) become increasingly complex, evolving into multi-layer and intricate systems. The operating environment is complex, and the rising frequency of emergencies significantly impacts the entire network. Consequently, the resilient ability of URTN to deal with risk attacks has become an important research field. In this paper, a bilayer URTN model is constructed, encompassing urban and suburban rail transit, proposing the adjacency matrix and the coupling mechanism of subnetworks. Then, the performance of a URTN jointly considering network efficiency, network structure entropy, and the number of trips per unit time is addressed. By considering passenger travel alternatives under disruptions, we develop an improved Logit stochastic user equilibrium (SUE) passenger assignment model based on generalized travel time costs, introducing the failure degree of the stations, to predict passenger flow paths. A multi-dimensional resilience assessment model is proposed using the resilience change curve for attack scenarios and recovery strategies, and a comprehensive network performance system through the AHP method to determine the weight coefficients of indicators. Finally, we present a case study based on the Shanghai URT network to explore the resilience of URTN in the morning peak and simulate the network resilience under different failure scenarios. The results indicate that the proposed model can assess the resilience of the Shanghai MRTN under random and malicious failure, and the former has less comprehensive performance losses and greater resilience. Additionally, the sensitivity analysis is conducted to explore the impact of the number of failed stations, the failure degree of stations, and recovery ability on network resilience. This study provides theoretical support for urban managers and builders regarding network structure and emergency management, and offers relevant suggestions.
随着城市和公共交通的发展,城市轨道交通网络(URTN)变得越来越复杂,逐渐演变成多层次、错综复杂的系统。运行环境复杂,突发事件频发,对整个网络造成重大影响。因此,轨道交通网络应对风险攻击的弹性能力已成为一个重要的研究领域。本文构建了包含城市轨道交通和郊区轨道交通的双层 URTN 模型,提出了子网络的邻接矩阵和耦合机制。然后,综合考虑网络效率、网络结构熵和单位时间内的出行次数,探讨了 URTN 的性能。通过考虑中断情况下的乘客出行选择,我们开发了基于广义旅行时间成本的改进型 Logit 随机用户均衡(SUE)乘客分配模型,并引入了车站的故障程度,以预测乘客流动路径。利用弹性变化曲线对攻击场景和恢复策略提出了多维弹性评估模型,并通过 AHP 方法确定指标权重系数,建立了综合网络性能系统。最后,我们以上海 URT 网络为案例,探讨了 URT 网络在早高峰的恢复能力,并模拟了不同故障场景下的网络恢复能力。结果表明,提出的模型可以评估上海地铁网络在随机故障和恶意故障下的弹性,前者的综合性能损失较小,弹性较大。此外,还进行了敏感性分析,探讨了故障车站数量、车站故障程度和恢复能力对网络弹性的影响。本研究为城市管理者和建设者在网络结构和应急管理方面提供了理论支持,并提出了相关建议。
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引用次数: 0
Variable speed limit control strategy considering traffic flow lane assignment in mixed-vehicle driving environment 混合车辆行驶环境中考虑车流车道分配的变速限速控制策略
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-08 DOI: 10.1016/j.physa.2024.130216
Lang Zhang, Heng Ding, Zhen Feng, Liangwen Wang, Yunran Di, Xiaoyan Zheng, Shiguang Wang
To accurately predict traffic flow and optimize the operations of freeway bottleneck areas in a mixed-vehicle driving environment, this paper proposes a traffic prediction model and a variable speed limit (VSL) cooperative control strategy. Firstly, a lane-level short-term traffic prediction model, physics informed Transformer and cell transmission model (PIT-CTM), is constructed by combining the Transformer neural network and lane-level cell transmission model (CTM) based on the physics-informed deep learning framework. On this basis, the accuracy and transferability of PIT-CTM are analysed. Secondly, a lane assignment decision model is presented, which enables the dynamic planning of the optimal traffic distribution across lanes. Furthermore, a lane-level VSL control model is constructed based on the model predictive control (MPC) framework. The model induces vehicles to change lanes earlier by setting the speed limit difference between lanes. By regulating the input flow in the bottleneck area of the freeway, it reduces conflicts between mainline vehicles and ramp vehicles. Finally, the feedback regulation between the lane assignment decision model and the lane-level VSL control model promotes the cooperative optimisation of the lateral and longitudinal flows and adapts the control strategy to the dynamic traffic characteristics. A three-lane freeway merging zone is selected, the numerical experiment is conducted and compared with differential lane-level VSL. The results show that the strategy can effectively optimise the mixed-vehicle traffic state and maintain better control performance under any connected and autonomous vehicle (CAV) penetration rates.
为了准确预测混合车辆行驶环境下的交通流量并优化高速公路瓶颈区域的运营,本文提出了交通预测模型和可变限速(VSL)协同控制策略。首先,基于物理信息深度学习框架,结合变压器神经网络和车道级小区传输模型(CTM),构建了车道级短期交通预测模型--物理信息变压器和小区传输模型(PIT-CTM)。在此基础上,分析了 PIT-CTM 的准确性和可移植性。其次,介绍了车道分配决策模型,该模型可动态规划车道间的最佳交通分配。此外,还基于模型预测控制(MPC)框架构建了车道级 VSL 控制模型。该模型通过设置车道间的限速差,诱导车辆提前变道。通过调节高速公路瓶颈区域的输入流量,减少主线车辆与匝道车辆之间的冲突。最后,车道分配决策模型和车道级 VSL 控制模型之间的反馈调节促进了横向和纵向流量的协同优化,并使控制策略适应动态交通特征。选取了一个三车道高速公路合流区,进行了数值实验,并与差分车道级 VSL 进行了比较。结果表明,该策略可以有效优化混合车辆交通状态,并在任何联网和自动驾驶车辆(CAV)渗透率下保持更好的控制性能。
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引用次数: 0
期刊
Physica A: Statistical Mechanics and its Applications
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