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Thermodynamic equilibrium of ±J Ising model on square lattice 方晶格上 ±J 伊辛模型的热力学平衡
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-18 DOI: 10.1016/j.physa.2024.130172
V.O. Trukhin , V.S. Strongin , M.A. Chesnokov , A.G. Makarov , E.A. Lobanova , Y.A. Shevchenko , K.V. Nefedev
We constructed a theoretical magnetic phase diagram in an external magnetic field T(P+), making it possible to determine the conditions for the existence of ferromagnets, antiferromagnets, and spin glass phases. The high-performance CUDA software package was used to the complete enumeration of all configurations of finite number spins in the ±J Ising model. We performed the rigorous numerical calculation of the partition function of N=8×8 systems of interacting spins with open boundary conditions. We used Monte Carlo methods like the Metropolis algorithm to calculate the critical temperatures for N=40×40 spins. The results of the Monte Carlo experiments are consistent with rigorous calculation data. The transition from the spin glass to the induced ferromagnetic state in an external field occurs without any critical change in the heat capacity. We used the ±J Ising model to calculate the instability line (AT—line) for the heat capacity of spin glass in the HT diagram in an external magnetic field and the behavior of magnetic susceptibility in an external magnetic field. A rigorous calculation of the partition function allowed us to calculate all possible states and their thermodynamic probability. The calculation of the partition function meant that the model’s physics was obtained in an equilibrium state. The instability line was calculated for spin glass in the equilibrium state.
我们构建了外磁场 T(P+) 中的理论磁相图,从而确定了铁磁体、反铁磁体和自旋玻璃相的存在条件。我们使用高性能 CUDA 软件包完整列举了 ±J Ising 模型中有限数量自旋的所有构型。我们对具有开放边界条件的 N=8×8 相互作用自旋系统的分区函数进行了严格的数值计算。我们使用蒙特卡罗方法(如 Metropolis 算法)计算了 N=40×40 个自旋的临界温度。蒙特卡罗实验结果与严格的计算数据一致。在外部磁场中从自旋玻璃态过渡到诱导铁磁态时,热容量不会发生任何临界变化。我们使用 ±J Ising 模型计算了外磁场中 H-T 图中自旋玻璃热容量的不稳定线(AT 线)以及外磁场中的磁感应强度行为。通过对分区函数的严格计算,我们可以计算出所有可能的状态及其热力学概率。分区函数的计算意味着模型的物理特性是在平衡状态下获得的。我们计算了平衡状态下自旋玻璃的不稳定线。
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引用次数: 0
Block approximations for probabilistic mixtures of elementary cellular automata 基本细胞自动机概率混合物的块近似值
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-16 DOI: 10.1016/j.physa.2024.130150
Emilio N.M. Cirillo , Giacomo Lancia , Cristian Spitoni
Probabilistic Cellular Automata are a generalization of Cellular Automata. Despite their simple definition, they exhibit fascinating and complex behaviours. The stationary behaviour of these models changes when model parameters are varied, making the study of their phase diagrams particularly interesting. The block approximation method, also known in this context as the local structure approach, is a powerful tool for studying the main features of these diagrams, improving upon Mean Field results. This work considers systems with multiple stationary states, aiming to understand how their interactions give rise to the structure of the phase diagram. Additionally, it shows how a simple algorithmic implementation of the block approximation allows for the effective study of the phase diagram even in the presence of several absorbing states.
概率蜂窝自动机是蜂窝自动机的一种概括。尽管定义简单,它们却表现出迷人而复杂的行为。当模型参数发生变化时,这些模型的静态行为也会发生变化,因此对其相图的研究尤为有趣。块近似法(在此背景下也称为局部结构法)是研究这些相图主要特征的有力工具,它改进了平均场结果。本研究考虑了具有多个静止态的系统,旨在了解它们之间的相互作用是如何产生相图结构的。此外,它还展示了如何通过块近似的简单算法实现对相图的有效研究,即使存在多个吸收态。
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引用次数: 0
Phase transitions in the node, edge, bootstrap, and diffusion percolation models on the Sierpiński carpet 西尔潘斯基地毯上节点、边缘、引导和扩散渗流模型的相变
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-16 DOI: 10.1016/j.physa.2024.130164
Hoseung Jang, Unjong Yu
We investigate four types of percolation models — node, edge, bootstrap, and diffusion percolation — in three fractal graphs constructed on the Sierpiński carpet, employing the Monte Carlo method based on the Newman–Ziff algorithm. For each case, we calculate the percolation threshold and critical exponents (ν, γ, and β) through the crossing of percolation probabilities and the finite-size scaling analysis, incorporating correction-to-scaling effects. Our results reveal that critical exponents of the percolation phase transition in the three fractal graphs exhibit universality across all four percolation models. Furthermore, we demonstrate that the hyperscaling relation dν=γ+2β is also valid in the percolation phase transition on the Sierpiński carpet if the spatial dimension d is replaced by the Hausdorff dimension.
我们采用基于纽曼-齐夫算法的蒙特卡洛方法,在西尔潘斯基地毯上构建的三个分形图中研究了四种类型的渗滤模型--节点渗滤、边缘渗滤、引导渗滤和扩散渗滤。对于每种情况,我们都通过渗滤概率交叉和有限尺寸缩放分析,计算出渗滤阈值和临界指数(ν、γ 和 β),并结合了缩放修正效应。我们的结果表明,三种分形图中的渗滤相变临界指数在所有四种渗滤模型中都表现出普遍性。此外,我们还证明,如果用豪斯多夫维度代替空间维度 d,超尺度关系 dν=γ+2β 在西尔皮斯基地毯上的渗滤相变中也是有效的。
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引用次数: 0
Emergence of novel magnetic states in a spherical structure with mixed spins σ=5/2 and S=2: A Monte Carlo simulation study 混合自旋σ=5/2 和 S=2 的球形结构中新磁态的出现:蒙特卡罗模拟研究
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-16 DOI: 10.1016/j.physa.2024.130171
T. Sahdane, R. Masrour, I. Elhnaki
This paper employs Monte Carlo simulations to comprehensively explore the magnetic properties of a spherical nanostructure composed of mixed σ=5/2 and S=2 spins. By systematically varying the proportion (p %) of σ or S spins within the sphere, we investigate the system magnetic behavior, including magnetization, hysteresis loops, remanence, and coercive field. Our findings offer valuable insights into the mechanisms governing the magnetic behavior of this spherical structure, potentially contributing to advancements in fields ranging from data storage to biomedical devices.
本文利用蒙特卡洛模拟全面探索了由σ=5/2 和 S=2 混合自旋组成的球形纳米结构的磁特性。通过系统地改变球内 σ 或 S 自旋的比例(p %),我们研究了系统的磁行为,包括磁化、磁滞回线、剩磁和矫顽力场。我们的研究结果为了解这种球形结构的磁行为机制提供了宝贵的见解,可能有助于推动从数据存储到生物医学设备等领域的发展。
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引用次数: 0
Analysis of mixed traffic flow characteristics based on cellular automata model under lane management measures 基于蜂窝自动机模型的车道管理措施下混合交通流特性分析
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-16 DOI: 10.1016/j.physa.2024.130177
Tao Chen, Zhengwu Wang, Jian Xiang, Hao Li
In the future, mixed traffic flow comprising Human-Driven Vehicles (HDVs), Connected and Autonomous Vehicles (CAVs), and CAV platoons will coexist for an extended period. Exploring the operational characteristics of mixed traffic flow under different lane management measures is essential for effective management and control. Initially, we analyze the motion characteristics of HDVs, CAVs, and CAV platoons and identify the car-following types within mixed traffic. Based on vehicle motion characteristics and the variance in maximum desired speeds among HDV drivers, we establish longitudinal motion rules for HDVs using a safety distance model. For CAVs and their platoons, we develop longitudinal motion rules by considering platoon merging and splitting behaviors, as well as speed and spacing error requirements for platoon driving. Subsequently, we formulate lateral lane-change rules based on the Symmetric Two-lane Cellular Automata (STCA) model, considering differences in reaction times and following distances between HDVs and CAVs. Finally, we conducted simulation experiments on a unidirectional three-lane highway using the multi-lane mixed traffic flow cellular automata model, analyzing the characteristics of mixed traffic under various lane management measures, such as mixed lane, CAV-dedicated lane, and CAV-priority lane. The results show that as the proportion of CAV (denoted as p) increases, the traffic flow capacity, optimal density, and jam density also increase. When p≤0.6, the kq diagram exhibits a triangular shape, whereas for p>0.6, it assumes a trapezoidal shape. Implementing CAV-dedicated lane can reduce Cooperative Adaptive Cruise Control (CACC) degradation rates but only enhances traffic flow capacity when the CAV proportion reaches a certain threshold. Compared to the mixed lane scheme, when p≤0.3 and k≤0.3, the CAV-priority lane schemes not only meet traffic demands but also reduce CACC degradation rates. The vehicle speed in CAV-priority lane surpasses that in HDV lanes, facilitating improved traffic efficiency for CAVs. The distribution of maximum speeds among HDV drivers affects the fundamental diagram of mixed traffic flow and the performance of CAV-priority lane, with greater impacts observed as the standard deviation of the HDVs' maximum speed increases.
未来,由人类驾驶车辆(HDV)、互联和自动驾驶车辆(CAV)以及 CAV 排组成的混合交通流将长期并存。探索不同车道管理措施下混合交通流的运行特性对于有效管理和控制至关重要。首先,我们分析了 HDV、CAV 和 CAV 排的运动特征,并确定了混合交通流中的跟车类型。根据车辆运动特征和 HDV 驾驶员的最大期望速度差异,我们利用安全距离模型建立了 HDV 的纵向运动规则。对于 CAV 及其车队,我们通过考虑车队合并和分流行为以及车队驾驶的速度和间距误差要求来制定纵向运动规则。随后,我们在对称双车道蜂窝自动机(STCA)模型的基础上制定了横向变道规则,并考虑了 HDV 和 CAV 之间反应时间和跟车距离的差异。最后,我们利用多车道混合交通流蜂窝自动机模型在单向三车道高速公路上进行了仿真实验,分析了混合车道、CAV专用车道和CAV优先车道等不同车道管理措施下的混合交通特征。结果表明,随着 CAV 比例(用 p 表示)的增加,交通流容量、最优密度和拥堵密度也随之增加。当 p≤0.6 时,k-q 图呈三角形,而当 p>0.6 时,则呈梯形。实施 CAV 专用车道可降低协同自适应巡航控制(CACC)的衰减率,但只能在 CAV 比例达到一定阈值时提高交通流容量。与混合车道方案相比,当 p≤0.3 和 k≤0.3 时,CAV 优先车道方案不仅能满足交通需求,还能降低 CACC 退化率。CAV 优先车道的车速超过 HDV 车道,有利于提高 CAV 的交通效率。高清车驾驶员的最高车速分布会影响混合交通流的基本图示和 CAV 优先车道的性能,随着高清车最高车速标准偏差的增加,影响会更大。
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引用次数: 0
Implications of q-deformed statistics on stellar stability q变形统计对恒星稳定性的影响
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-16 DOI: 10.1016/j.physa.2024.130163
M. Senay
Examination of Chandrasekhar’s equilibrium and stability condition for stars in the context of q-deformed Maxwell–Boltzmann statistics leads to the derivation of a new analytical formula that extends its classical case. This derivation assumes that the kinetic description of stellar matter conforms to a generalized Maxwell–Boltzmann distribution. It has been found that the maximum allowable radiation pressure at the center of a star for a given mass depends on the deformation parameter q. The classical Chandrasekhar condition is recovered in this framework when q equals 1.
在q变形麦克斯韦-玻尔兹曼统计的背景下研究钱德拉塞卡的恒星平衡和稳定条件,可以推导出一个新的分析公式,扩展了其经典案例。这一推导假定恒星物质的动力学描述符合广义麦克斯韦-玻尔兹曼分布。研究发现,对于给定质量的恒星,其中心的最大允许辐射压力取决于变形参数 q。
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引用次数: 0
A following model considering multiple vehicles from the driver's front and rear perspectives 从驾驶员前后视角考虑多辆车的以下模型
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-16 DOI: 10.1016/j.physa.2024.130174
Weiwei Qi , Wenyi Wang , Chuanyun Fu
In the current traffic environment dominated by manual driving, existing models of drivers' rear-view perceptions are inadequate. Existing car-following models that incorporate rear-view information are primarily focused on the Internet of Vehicles (IoV) and automated driving environments. However, they fail to realistically reflect the visual processing mechanisms of human drivers, limiting their effectiveness in realistic traffic scenarios. Therefore, we propose a new following model, the multi-vehicle influence from front and rear perspectives (MVFR), that considers the influence of multiple vehicles. The MVFR model combines information from both front and rear vehicles, integrating views from the front, side front and rear. It provides an in-depth analysis of the effects of relative state differences between a vehicle and its surrounding vehicles on speed, including the effects of perspectives in both the lateral and longitudinal directions. Linear stability analysis and numerical simulation demonstrate that considering the perspectives of rear-following vehicles and lateral offset angles can improve traffic flow stability to a certain extent. Furthermore, properly considering the lateral offset distance and the number of vehicles ahead also positively affects traffic flow stability. This study reveals that observing following vehicles and considering information from multiple front vehicles enhances system stability, especially when there is no or minimal lateral offset. In contrast, focusing on fewer front vehicles is more effective for traffic flow stability when there is a large lateral offset. Experimental results using the CKQ4up dataset show that the MVFR model achieves higher accuracy than the conventional FVD model, the front-view-only improved FVD model (MFVD-RV), and the MFRHVAD-RV and MFRHVAD-AV models. Compared with models relying solely on front-view or non-visual perception, the MVFR model demonstrates a better fit, validating the advantages of this full-view perception model in manual driving environments. This innovation addresses the shortcomings of existing research, thereby enhancing the reliability of models under manual driving conditions on highways.
在当前以手动驾驶为主的交通环境中,现有的驾驶员后视感知模型并不完善。包含后视信息的现有汽车跟随模型主要集中在车联网(IoV)和自动驾驶环境中。然而,这些模型未能真实反映人类驾驶员的视觉处理机制,限制了其在现实交通场景中的有效性。因此,我们提出了一种新的后续模型,即从前后视角考虑多车影响的多车影响模型(MVFR)。MVFR 模型结合了来自前方和后方车辆的信息,整合了来自前方、侧前方和后方的视角。它深入分析了车辆与其周围车辆之间相对状态差异对速度的影响,包括横向和纵向视角的影响。线性稳定性分析和数值模拟证明,考虑后方跟车的视角和横向偏移角可以在一定程度上提高交通流的稳定性。此外,适当考虑横向偏移距离和前方车辆数量也会对交通流稳定性产生积极影响。本研究表明,观察后车并考虑多辆前车的信息可增强系统稳定性,尤其是在没有横向偏移或横向偏移很小的情况下。相比之下,当横向偏移较大时,关注较少的前方车辆对交通流稳定性更有效。使用 CKQ4up 数据集进行的实验结果表明,MVFR 模型比传统 FVD 模型、仅前视改进 FVD 模型(MFVD-RV)以及 MFRHVAD-RV 和 MFRHVAD-AV 模型的精度更高。与仅依赖前视或非视觉感知的模型相比,MVFR 模型的拟合度更高,验证了这种全视感知模型在手动驾驶环境中的优势。这一创新解决了现有研究的不足,从而提高了高速公路手动驾驶条件下模型的可靠性。
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引用次数: 0
Quantumness of electron transport in quantum dot devices through Leggett–Garg inequalities: A non-equilibrium Green’s function approach 通过 Leggett-Garg 不等式实现量子点器件中电子传输的量子化:非平衡格林函数方法
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-15 DOI: 10.1016/j.physa.2024.130160
Thingujam Yaiphalemba Meitei , Saikumar Krithivasan , Arijit Sen , Md Manirul Ali
Although coherent manipulation of electronic states can be achieved in quantum dot (QD) devices by harnessing nanofabrication tools, it is often hard to fathom the extent to which these nanoelectronic devices can behave quantum mechanically. Witnessing their nonclassical nature would thus remain of paramount importance in the emerging world of quantum technologies, since the coherent dynamics of electronic states plays there a crucial role. Against this backdrop, we resort to the general framework of Leggett–Garg inequalities (LGI) as it allows for distinguishing the classical and quantum transport through nanostructures by way of various two-time correlation functions. Using the local charge detection at two different time, we investigate here theoretically whether any quantum violation of the original LGI exists with varying device configurations and parameters under both Markovian and non-Markovian dynamics. Two-time correlators within LGI are derived in terms of the non-equilibrium Green’s functions (NEGFs) by exactly solving the quantum Langevin equations. The present study of non-Markovian dynamics of quantum systems interacting with reservoirs is significant for understanding the relaxation phenomenon in the ultrafast transient regime to especially mimic what happens to high-speed quantum devices. We can potentially capture the effect of finite reservoir correlation time by accounting for level-broadening at the electrodes along with non-Markovian memory effects. Furthermore, the large bias restriction is no longer imposed in our calculations so that we can safely consider a finite bias between the electronic reservoirs. Our approach is likely to open up new possibilities of witnessing the quantumness for other quantum many-body systems as well that are driven out of the equilibrium.
尽管利用纳米制造工具可以在量子点(QD)器件中实现对电子态的相干操纵,但人们往往很难理解这些纳米电子器件的量子力学行为达到何种程度。因此,在新兴的量子技术领域,见证它们的非经典性质仍然至关重要,因为电子态的相干动力学在其中发挥着至关重要的作用。在此背景下,我们采用了莱格特-加尔格不等式(LGI)的一般框架,因为它允许通过各种两时间相关函数来区分纳米结构中的经典和量子传输。利用在两个不同时间的局部电荷检测,我们在此从理论上研究了在马尔可夫和非马尔可夫动力学条件下,不同的器件配置和参数是否存在对原始 LGI 的量子违反。通过精确求解量子朗格文方程,以非平衡态格林函数 (NEGF) 的形式导出了 LGI 中的两时间相关器。目前对与储层相互作用的量子系统的非马尔可夫动力学的研究,对于理解超快瞬态体系中的弛豫现象,特别是模拟高速量子器件的弛豫现象具有重要意义。通过考虑电极处的电平展宽以及非马尔可夫记忆效应,我们有可能捕捉到有限储层相关时间的影响。此外,在我们的计算中不再强加大偏压限制,因此我们可以安全地考虑电子贮水池之间的有限偏压。我们的方法很可能会为其他量子多体系统的量子化开辟新的可能性。
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引用次数: 0
Analysis of investment behavior among Filipinos: Integration of Social exchange theory (SET) and the Theory of planned behavior (TPB) 菲律宾人的投资行为分析:社会交换理论(SET)与计划行为理论(TPB)的融合
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-12 DOI: 10.1016/j.physa.2024.130162
Ardvin Kester S. Ong , Mary Christy O. Mendoza , Jean Rondel R. Ponce , Kent Timothy A. Bernardo , Seth Angelo M. Tolentino , John Francis T. Diaz , Michael N. Young
Despite the emergence of more accessible and modern forms of investment, the ever competitive and volatile market remains subject to anomalous irrationalities caused by investors. To this day, predicting their behavior remains difficult with lacking information, and poses a problem for investment platforms to effectively adjust to their predispositions. Therefore, this study aimed to comprehensively analyze the factors that have influenced investors’ behaviors using the integrated construct of the Social Exchange Theory and the Theory of Planned Behavior. With consideration of convenience sampling, a total number of 10,725 data points were collected and analyzed through machine learning algorithms of decision tree and neural network. Specifically, the comparison between long short-term memory (LSTM) and neural network, and random forest classifier and LightGBM were considered. It was found that the investor’s attitude, accessibility to financial services, and perceived economic benefits were the most influential predictors to their behavior, while six other factors also showed varying levels of significance. This study aimed to provide a unique framework which could be utilized by investment platforms to cater to the different behavioral factors expressed by investors. In line with these findings, it is recommended that platforms create flexible solutions that are based on their intentions and preferences, and more user-friendly through the implementation of new technologies. In addition, they are suggested to appeal to novice investors by reducing the burden of costs, promising future benefits, and promoting financial education. The results of this study proved the reliability of the integrated model as a social and behavioral framework, and consequently, LSTM overpowering other tools on accurate forecast made, followed by neural network, and random forest.
尽管出现了更便捷、更现代的投资方式,但竞争激烈、波动剧烈的市场仍然受到投资者非理性行为的影响。时至今日,在信息匮乏的情况下,预测他们的行为仍然十分困难,这也为投资平台有效调整自己的投资倾向带来了难题。因此,本研究旨在利用社会交换理论和计划行为理论的综合建构,全面分析影响投资者行为的因素。在考虑便利抽样的前提下,本研究共收集了 10,725 个数据点,并通过决策树和神经网络的机器学习算法进行分析。具体而言,比较了长短期记忆(LSTM)和神经网络,以及随机森林分类器和 LightGBM。研究发现,投资者的态度、金融服务的可获得性和感知到的经济利益是对其行为影响最大的预测因素,而其他六个因素也表现出不同程度的显著性。本研究旨在提供一个独特的框架,供投资平台利用,以满足投资者所表达的不同行为因素。根据这些研究结果,建议平台根据投资者的意图和偏好制定灵活的解决方案,并通过采用新技术提高用户友好性。此外,还建议平台通过减轻成本负担、承诺未来收益和促进金融教育来吸引新手投资者。本研究的结果证明了作为社会和行为框架的综合模型的可靠性,因此,LSTM 在准确预测方面优于其他工具,其次是神经网络和随机森林。
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引用次数: 0
Approximate waiting times for queuing systems with variable cross-correlated arrival rates 具有可变交叉相关到达率的排队系统的近似等待时间
IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-10-11 DOI: 10.1016/j.physa.2024.130152
Mikhail I. Bogachev, Nikita S. Pyko, Nikita Tymchenko, Svetlana A. Pyko, Oleg A. Markelov
Modern information and telecommunication, transportation and logistic, economic and financial systems are represented by complex networks exhibiting traffic flows with spatio-temporal long-term persistence. Conventional queuing theory relies largely upon stationary models where traffic flows are assumed independent and are typically characterized by the first two moments of inter-arrival and service time distributions, leading to drastic underestimations of traffic flow delays. Here we extend a recent superstatistical approach focusing on traffic models with variable arrival rates by accounting for interdependent activity patterns on multiple network nodes. We suggest an analytical correction to the conventional stationary queue model given by the Kingman’s formula based on the calculation of aggregated inter-arrival times variability from the variabilities of arrival rates at individual nodes and cross-correlations between them. We confirm our analytical approximations by comparing with computer simulation results and large-batch empirical traffic analysis from the backbone of a major academic network. We believe that our results, in combination with recent data on the effects of long-term temporal persistence in network traffic flow, are applicable to various complex networks not limited to information and telecommunication, transportation, and logistics but also to economics and finance, rainfall and river flow dynamics, water accumulation in reservoirs, and many other research domains exhibiting spatio-temporal interdependence patterns.
现代信息和电信、交通和物流、经济和金融系统由复杂的网络组成,这些网络显示出具有时空长期持续性的交通流。传统的排队理论主要依赖于静态模型,在这些模型中,交通流被假定为独立的,并且通常以到达时间和服务时间分布的前两个时刻为特征,从而导致对交通流延迟的严重低估。在此,我们通过考虑多个网络节点上相互依赖的活动模式,扩展了一种最新的超统计方法,该方法侧重于具有可变到达率的交通模型。我们建议对传统的静止队列模型进行分析修正,该模型由 Kingman 公式给出,基于单个节点到达率的变异性和它们之间的交叉相关性来计算总的到达间隔时间变异性。我们通过与计算机模拟结果和来自一个主要学术网络主干的大批量经验流量分析进行比较,确认了我们的分析近似值。我们相信,结合最近关于网络流量中长期时间持续性影响的数据,我们的结果适用于各种复杂网络,不仅限于信息和电信、交通和物流,还适用于经济和金融、降雨和河流流量动态、水库蓄水以及其他许多表现出时空相互依存模式的研究领域。
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