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Critical exponents of correlated percolation of sites not visited by a random walk 随机漫步未访问地点的相关渗流临界指数
IF 2.4 3区 物理与天体物理 Q1 Mathematics Pub Date : 2024-08-08 DOI: 10.1103/physreve.110.024116
Raz Halifa Levi, Yacov Kantor
We consider a d-dimensional correlated percolation problem of sites not visited by a random walk on a hypercubic lattice Ld for d=3, 4, and 5. The length of the random walk is N=uLd. Close to the critical value u=uc, many geometrical properties of the problem can be described as powers (critical exponents) of ucu, such as β, which controls the strength of the spanning cluster, and γ, which characterizes the behavior of the mean finite cluster size S. We show that at uc the ratio between the mean mass of the largest cluster M1 and the mass of the second largest cluster M2 is independent of L and can be used to find uc. We calculate β from the L dependence of M1 and M2, and γ from the finite size scaling of S. The resulting exponent β remains close to 1 in all dimensions. The exponent γ decreases from 3.9 in d=3 to 1.9 in d=4
我们考虑一个 d 维的相关渗滤问题,即在 d=3、4 和 5 的超立方晶格 Ld 上,随机行走未访问的点的渗滤问题。随机行走的长度为 N=uLd。在临界值 u=uc 附近,问题的许多几何特性都可以用 uc-u 的幂次(临界指数)来描述,如控制跨簇强度的 β 和描述平均有限簇大小 S 行为的 γ。我们证明,在 uc 时,最大簇 M1 的平均质量与第二大簇 M2 的质量之比与 L 无关,可以用来求出 uc。我们根据 M1 和 M2 与 L 的关系计算出 β,并根据 S 的有限大小缩放计算出 γ。指数γ从 d=3 时的≈3.9 下降到 d=4 时的≈1.9 和 d=5 时的≈1.3,最终在 d=6 时达到预期的 γ=1,接近 γ=4/(d-2)。
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引用次数: 0
Exploring anisotropic pressure and spatial correlations in strongly confined hard-disk fluids: Exact results 探索强约束硬盘流体中的各向异性压力和空间相关性:精确结果
IF 2.4 3区 物理与天体物理 Q1 Mathematics Pub Date : 2024-08-08 DOI: 10.1103/physreve.110.l022601
Ana M. Montero, Andrés Santos
This study examines the transverse and longitudinal properties of hard disks confined in narrow channels. Employing an exact mapping of the system onto a one-dimensional polydisperse, nonadditive mixture of hard rods with equal chemical potentials, we compute various thermodynamic properties, including the transverse and longitudinal equations of state, along with their behaviors at both low and high densities. Structural properties are analyzed using the two-body correlation function and the radial distribution function, tailored for the highly anisotropic geometry of this system. The results are corroborated by computer simulations.
本研究探讨了封闭在狭窄通道中的硬磁盘的横向和纵向特性。通过将该系统精确映射到化学势相等的一维多分散非相加硬棒混合物上,我们计算了各种热力学性质,包括横向和纵向状态方程,以及它们在低密度和高密度下的行为。我们使用二体相关函数和径向分布函数分析了结构特性,这些函数是针对该系统高度各向异性的几何形状量身定制的。计算机模拟证实了这些结果。
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引用次数: 0
Statistical mechanics of stochastic quantum control: d-adic Rényi circuits 随机量子控制的统计力学:d-adic Rényi 电路
IF 2.4 3区 物理与天体物理 Q1 Mathematics Pub Date : 2024-08-07 DOI: 10.1103/physreve.110.024113
Andrew A. Allocca, Conner LeMaire, Thomas Iadecola, Justin H. Wilson
The dynamics of quantum information in many-body systems with large onsite Hilbert space dimension admits an enlightening description in terms of effective statistical mechanics models. Motivated by this fact, we reveal a connection between three separate models: the classically chaotic d-adic Rényi map with stochastic control, a quantum analog of this map for qudits, and a Potts model on a random graph. The classical model and its quantum analog share a transition between chaotic and controlled phases, driven by a randomly applied control map that attempts to order the system. In the quantum model, the control map necessitates measurements that concurrently drive a phase transition in the entanglement content of the late-time steady state. To explore the interplay of the control and entanglement transitions, we derive an effective Potts model from the quantum model and use it to probe information-theoretic quantities that witness both transitions. The entanglement transition is found to be in the bond-percolation universality class, consistent with other measurement-induced phase transitions, while the control transition is governed by a classical random walk. These two phase transitions can be made to coincide by varying a parameter in the model, producing a picture consistent with behavior observed in previous small-size numerical studies of the quantum model.
在具有较大现场希尔伯特空间维度的多体系统中,量子信息的动力学可以用有效统计力学模型进行启发性描述。受这一事实的启发,我们揭示了三个独立模型之间的联系:具有随机控制的经典混沌 d-adic 雷尼图谱、该图谱的量子类似物量子比特,以及随机图上的波茨模型。经典模型及其量子类似模型在随机应用的控制图的驱动下,在混沌阶段和受控阶段之间有一个共同的过渡,控制图试图使系统有序化。在量子模型中,控制图需要测量,同时驱动晚期稳态纠缠内容的相变。为了探索控制和纠缠转换的相互作用,我们从量子模型中推导出一个有效的波茨模型,并用它来探测见证这两种转换的信息理论量。我们发现,纠缠转换属于键珀尔帖普遍性类别,与其他测量诱导的相变一致,而控制转换则受经典随机漫步的支配。通过改变模型中的一个参数,可以使这两个相变相吻合,其结果与之前量子模型小规模数值研究中观察到的行为一致。
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引用次数: 0
Mirror symmetry breakdown in the Kardar-Parisi-Zhang universality class 卡达尔-帕里斯-张普遍性类别中的镜像对称性崩溃
IF 2.4 3区 物理与天体物理 Q1 Mathematics Pub Date : 2024-08-07 DOI: 10.1103/physreve.110.024114
Johannes Schmidt, Andreas Schadschneider
The current/height fluctuation statistics of Kardar-Parisi-Zhang (KPZ) universality in 1+1 dimensions are sensitive to the initial state. We find that the averages over the initial states exhibit universal and scale-invariant patterns when conditioning on fluctuations. To establish universality of our findings, we demonstrate scale invariance at different times and heights using large-scale Monte Carlo simulations of the totally asymmetric simple exclusion process, which belongs to the KPZ universality class. Here we focus on current (or height) fluctuations in the steady-state regime described by the Baik-Rains distribution. The conditioned probability distribution of an initial-state order parameter shows a transition from uni- to bimodal. Bimodality occurs for negative current/height fluctuations that are dominated by superdiffusive shock dynamics. It is caused by two possible point-symmetric shock profiles and the KPZ mirror symmetry breakdown. Similar surprising relations between initial states and fluctuations might exist in other universality classes as well.
1+1维卡达尔-帕里西-张(KPZ)普遍性的电流/高度波动统计对初始状态很敏感。我们发现,以波动为条件时,初始状态的平均值表现出普遍和尺度不变的模式。为了确定我们发现的普遍性,我们利用大规模蒙特卡罗模拟完全不对称的简单排他性过程,证明了不同时间和高度下的尺度不变性,该过程属于 KPZ 普遍性类别。在此,我们重点讨论白-雷兹分布(Baik-Rains distribution)所描述的稳态机制中的电流(或高度)波动。初始状态阶次参数的条件概率分布显示了从单峰到双峰的过渡。双峰性出现在由超扩散冲击动力学主导的负电流/高度波动中。它是由两种可能的点对称冲击剖面和 KPZ 镜像对称性破坏造成的。在其他普遍性类别中,初始状态与波动之间也可能存在类似的惊人关系。
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引用次数: 0
Modeling heat conduction with dual-dissipative variables: A mechanism-data fusion method 用双耗散变量模拟热传导:机制-数据融合方法
IF 2.4 3区 物理与天体物理 Q1 Mathematics Pub Date : 2024-08-07 DOI: 10.1103/physreve.110.025303
Leheng Chen, Chuang Zhang, Jin Zhao
Many macroscopic non-Fourier heat conduction models have been developed in the past decades based on Chapman-Enskog, Hermite, or other small perturbation expansion methods. These macroscopic models have achieved great success in capturing non-Fourier thermal behaviors in solid materials, but most of them are limited by small Knudsen numbers and incapable of capturing highly nonequilibrium or ballistic thermal transport. In this paper, we provide a different strategy for constructing macroscopic non-Fourier heat conduction modeling, that is, using data-driven deep-learning methods combined with nonequilibrium thermodynamics instead of small perturbation expansion. We present the mechanism-data fusion method, an approach that seamlessly integrates the rigorous framework of conservation-dissipation formalism (CDF) with the flexibility of machine learning to model non-Fourier heat conduction. Leveraging the conservation-dissipation principle with dual-dissipative variables, we derive an interpretable series of partial differential equations, fine tuned through a training strategy informed by data from the phonon Boltzmann transport equation. Moreover, we also present the inner-step operation to narrow the gap from the discrete form to the continuous system. Through numerical tests, our model demonstrates excellent predictive capabilities across various heat conduction regimes, including diffusive, hydrodynamic, and ballistic regimes, and displays its robustness and precision even with discontinuous initial conditions.
在过去几十年中,基于查普曼-恩斯科格、赫米特或其他小扰动扩展方法开发了许多宏观非傅里叶热传导模型。这些宏观模型在捕捉固体材料的非傅里叶热行为方面取得了巨大成功,但它们大多受限于较小的努森数,无法捕捉高度非平衡或弹道热传输。在本文中,我们为构建宏观非傅里叶热传导模型提供了一种不同的策略,即使用数据驱动的深度学习方法,结合非平衡热力学而不是小扰动扩展。我们提出了机制-数据融合方法,这种方法将守恒-耗散形式主义(CDF)的严谨框架与机器学习的灵活性无缝结合起来,为非傅里叶热传导建模。利用具有双耗散变量的守恒耗散原理,我们推导出一系列可解释的偏微分方程,并根据声子波尔兹曼传输方程的数据,通过训练策略对其进行微调。此外,我们还介绍了内部步骤操作,以缩小从离散形式到连续系统的差距。通过数值测试,我们的模型在各种热传导状态(包括扩散、流体动力和弹道状态)下都表现出卓越的预测能力,即使在初始条件不连续的情况下,也能显示出其稳健性和精确性。
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引用次数: 0
Work distribution for unzipping processes 解压进程的工作分配
IF 2.4 3区 物理与天体物理 Q1 Mathematics Pub Date : 2024-08-07 DOI: 10.1103/physreve.110.024115
Peter Werner, Alexander K. Hartmann, Satya N. Majumdar
A simple zipper model is introduced, representing in a simplified way, e.g., the folded DNA double helix or hairpin structures in RNA. The double stranded hairpin is connected to a heat bath at temperature T and subject to an external force f, which couples to the free length L of the unzipped sequence. The leftmost zipped position can be seen as the position of a random walker in a special external field. Increasing the force leads to a zipping-unzipping first-order phase transition at a critical force fc(T) in the thermodynamic limit of a very large chain. We compute analytically, as a function of temperature T and force f, the full distribution P(L) of free lengths in the thermodynamic limit and show that it is qualitatively very different for f<fc, f=fc, and f>fc. Next we consider quasistatic work processes where the force is incremented according to a linear protocol. Having obtained P(L) already allows us to derive an analytical expression for the work distribution P(W) in the zipped phase f<fc for a long chain. We compute the large-deviation tails of the work distribution explicitly. This distribution can be interpreted as work distribution for an oscillatorylike model. Our analytical result for the work distribution is compared over a large range of the support down to probabilities as small as 10200 with numerical simulations performed by applying sophisticated large-deviation algorithms.
我们引入了一个简单的拉链模型,以简化的方式表示折叠的 DNA 双螺旋或 RNA 中的发夹结构。双链发夹连接到温度为 T 的热浴中,并受到外力 f 的作用,该外力与未拉链序列的自由长度 L 相耦合。最左边的拉链位置可以看作是一个随机漫步者在一个特殊外场中的位置。在一个非常大的链的热力学极限中,增加力会导致在临界力 fc(T) 处出现拉链-解拉链的一阶相变。作为温度 T 和力 f 的函数,我们分析计算了热力学极限下自由长度的全分布 P(L),并表明在 f<fc、f=fc 和 f>fc 时,自由长度的全分布有很大不同。接下来,我们将考虑力按照线性协议递增的准静态功过程。得到 P(L) 后,我们就可以推导出长链在拉链阶段 f<fc 的功分布 P(W) 的分析表达式。我们明确计算了工作量分布的大偏差尾部。该分布可解释为类似振荡模型的功分布。我们对功分布的分析结果与应用复杂的大偏差算法进行的数值模拟结果进行了比较。
{"title":"Work distribution for unzipping processes","authors":"Peter Werner, Alexander K. Hartmann, Satya N. Majumdar","doi":"10.1103/physreve.110.024115","DOIUrl":"https://doi.org/10.1103/physreve.110.024115","url":null,"abstract":"A simple zipper model is introduced, representing in a simplified way, e.g., the folded DNA double helix or hairpin structures in RNA. The double stranded hairpin is connected to a heat bath at temperature <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>T</mi></math> and subject to an external force <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>f</mi></math>, which couples to the free length <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>L</mi></math> of the unzipped sequence. The leftmost zipped position can be seen as the position of a random walker in a special external field. Increasing the force leads to a zipping-unzipping first-order phase transition at a critical force <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><mrow><msub><mi>f</mi><mi>c</mi></msub><mrow><mo>(</mo><mi>T</mi><mo>)</mo></mrow></mrow></math> in the thermodynamic limit of a very large chain. We compute analytically, as a function of temperature <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>T</mi></math> and force <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><mi>f</mi></math>, the full distribution <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><mrow><mi>P</mi><mo>(</mo><mi>L</mi><mo>)</mo></mrow></math> of free lengths in the thermodynamic limit and show that it is qualitatively very different for <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><mrow><mi>f</mi><mo>&lt;</mo><msub><mi>f</mi><mi>c</mi></msub></mrow><mo>,</mo><mo> </mo><mrow><mi>f</mi><mo>=</mo><msub><mi>f</mi><mi>c</mi></msub></mrow></math>, and <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><mrow><mi>f</mi><mo>&gt;</mo><msub><mi>f</mi><mi>c</mi></msub></mrow></math>. Next we consider quasistatic work processes where the force is incremented according to a linear protocol. Having obtained <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><mrow><mi>P</mi><mo>(</mo><mi>L</mi><mo>)</mo></mrow></math> already allows us to derive an analytical expression for the work distribution <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><mrow><mi>P</mi><mo>(</mo><mi>W</mi><mo>)</mo></mrow></math> in the zipped phase <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><mrow><mi>f</mi><mo>&lt;</mo><msub><mi>f</mi><mi>c</mi></msub></mrow></math> for a long chain. We compute the large-deviation tails of the work distribution explicitly. This distribution can be interpreted as work distribution for an oscillatorylike model. Our analytical result for the work distribution is compared over a large range of the support down to probabilities as small as <math xmlns=\"http://www.w3.org/1998/Math/MathML\"><msup><mn>10</mn><mrow><mo>−</mo><mn>200</mn></mrow></msup></math> with numerical simulations performed by applying sophisticated large-deviation algorithms.","PeriodicalId":20085,"journal":{"name":"Physical review. E","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141938794","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
Integrating local energetics into Maxwell-Calladine constraint counting to design mechanical metamaterials 将局部能量学纳入 Maxwell-Calladine 约束计算,设计机械超材料
IF 2.4 3区 物理与天体物理 Q1 Mathematics Pub Date : 2024-08-06 DOI: 10.1103/physreve.110.025002
Jason W. Rocks, Pankaj Mehta
The Maxwell-Calladine index theorem plays a central role in our current understanding of the mechanical rigidity of discrete materials. By considering the geometric constraints each material component imposes on a set of underlying degrees of freedom, the theorem relates the emergence of rigidity to constraint counting arguments. However, the Maxwell-Calladine paradigm is significantly limited—its exclusive reliance on the geometric relationships between constraints and degrees of freedom completely neglects the actual energetic costs of deforming individual components. To address this limitation, we derive a generalization of the Maxwell-Calladine index theorem based on susceptibilities that naturally incorporate local energetic properties such as stiffness and prestress. Using this extended framework, we investigate how local energetics modify the classical constraint counting picture to capture the relationship between deformations and external forces. We then combine this formalism with group representation theory to design mechanical metamaterials where differences in symmetry between local energy costs and structural geometry are exploited to control responses to external forces.
Maxwell-Calladine 指数定理在我们目前对离散材料力学刚度的理解中起着核心作用。通过考虑每个材料成分对一组基本自由度的几何约束,该定理将刚度的出现与约束计数论证联系起来。然而,Maxwell-Calladine 范式有很大的局限性--它完全依赖于约束和自由度之间的几何关系,完全忽略了单个组件变形的实际能量成本。为了解决这一局限性,我们基于自然包含局部能量特性(如刚度和预应力)的敏感性,推导出 Maxwell-Calladine 指数定理的广义。利用这一扩展框架,我们研究了局部能量如何修改经典的约束计数图,以捕捉变形与外力之间的关系。然后,我们将这一形式主义与群表示理论相结合,设计出机械超材料,利用局部能量成本与结构几何之间的对称性差异来控制对外力的响应。
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引用次数: 0
Electron-proton relaxation in hot-dense plasmas with a screened quantum statistical potential 具有屏蔽量子统计势的热密集等离子体中的电子-质子弛豫
IF 2.4 3区 物理与天体物理 Q1 Mathematics Pub Date : 2024-08-06 DOI: 10.1103/physreve.110.025202
Zhengfeng Fan, Chengxin Yu, Cong-Zhang Gao, Xuefeng Xu, Cunbo Zhang, Binbing Wu, Jie Liu, Pei Wang, Shaoping Zhu
Modeling the nonequilibrium process between ions and electrons is of great importance in laboratory fusion ignition, laser-plasma interaction, and astrophysics. For hot and dense plasmas, theoretical descriptions of Coulomb collisions remain complicated due to quantum effect at short distances and screening effect at long distances. In this paper, we propose an analytical screened quantum statistical potential that takes into account both the short-range quantum diffraction effect and the long-range screening effect. By implementing the newly developed potential into the binary scattering framework, the electron-proton temperature relaxation in hot-dense hydrogen plasmas is investigated. In both the classical and quantum limits, analytical expressions for the Coulomb logarithm have been obtained, which are generally embedded in an asymptotic matching formula. Quantitative comparisons with molecular dynamics simulations and recent OMEGA experiments demonstrate that the present modeling is well suited to describe the temperature relaxation process between electrons and ions in hot-dense plasmas.
离子和电子之间的非平衡过程建模在实验室核聚变点火、激光等离子体相互作用和天体物理学中具有重要意义。对于热等离子体和高密度等离子体,由于短距离的量子效应和长距离的屏蔽效应,库仑碰撞的理论描述仍然很复杂。在本文中,我们提出了一种分析性屏蔽量子统计势,它同时考虑了短程量子衍射效应和长程屏蔽效应。通过将新开发的势引入二元散射框架,研究了热致密氢等离子体中的电子-质子温度弛豫。在经典和量子极限中,都得到了库仑对数的分析表达式,这些表达式一般都嵌入了渐近匹配公式。与分子动力学模拟和最近的 OMEGA 实验进行的定量比较表明,目前的模型非常适合描述热密集等离子体中电子和离子之间的温度弛豫过程。
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引用次数: 0
Dynamics of a susceptible-infected-recovered model on complex networks with interregional migration 具有区域间迁移的复杂网络上的易感-感染-康复模型的动态变化
IF 2.4 3区 物理与天体物理 Q1 Mathematics Pub Date : 2024-08-06 DOI: 10.1103/physreve.110.024304
Ruiwu Niu, Yin-Chi Chan, Eric W. M. Wong, Michaël Antonie van Wyk, Simin Liu
We present a susceptible-infected-recovered model based on a dynamic flow network that describes the epidemic process on complex metapopulation networks. This model views population regions as interconnected nodes and describes the evolution of each region using a system of differential equations. The next-generation matrix method is used to derive the global basic reproduction number for three cases: a general network with homogeneous infection rates in all regions, a fully connected network, and a star network with heterogeneous infection and recovery rates. For the homogeneous case, we show that this global basic reproduction number is independent of the migration rates between regions. However, the rate of convergence of each region to an equilibrium state exhibits a much larger variance in random (Erdős-Rényi) networks compared to small-scale (Barabási-Albert) networks. For the general heterogeneous case, we report interesting results, namely that the global basic reproduction number decays exponentially with respect to the smallest nonzero Laplacian eigenvalue (algebraic connectivity). Furthermore, we demonstrate both analytically and numerically that as the network's algebraic connectivity increases, either by increasing the average node degree of each region or the global migration rate, the global basic reproduction number decreases and converges to the ratio of the average local infection rate to the average local recovery rate, meaning that the lower bound of the global basic reproduction rate does not equal the mean of local basic reproduction rates.
我们提出了一个基于动态流动网络的易感-感染-恢复模型,该模型描述了复杂元种群网络的流行过程。该模型将种群区域视为相互连接的节点,并使用微分方程系统来描述每个区域的演化过程。我们采用新一代矩阵法推导出三种情况下的全局基本繁殖数:所有区域感染率相同的一般网络、完全连接的网络以及感染率和恢复率不同的星形网络。在同质情况下,我们发现全局基本繁殖数与区域间的迁移率无关。然而,与小规模(巴拉巴西-阿尔伯特)网络相比,在随机(厄尔多斯-雷尼)网络中,每个区域向均衡状态收敛的速率表现出更大的方差。对于一般异质情况,我们报告了有趣的结果,即全局基本繁殖数与最小非零拉普拉奇特征值(代数连接性)呈指数衰减。此外,我们用分析和数值方法证明,随着网络代数连通性的增加,无论是通过增加每个区域的平均节点度,还是通过增加全局迁移率,全局基本繁殖数都会减少,并趋近于平均局部感染率与平均局部恢复率之比,这意味着全局基本繁殖率的下限不等于局部基本繁殖率的平均值。
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引用次数: 0
Dynamic behavior and driving region of spray combustion instability in a backward-facing step combustor 后向阶梯燃烧器中喷雾燃烧不稳定性的动态行为和驱动区域
IF 2.4 3区 物理与天体物理 Q1 Mathematics Pub Date : 2024-08-06 DOI: 10.1103/physreve.110.024204
Kenta Kato, Hiroyuki Hashiba, Jun Nagao, Hiroshi Gotoda, Yusuke Nabae, Ryoichi Kurose
We numerically study the dynamic behavior and driving region of spray combustion instability in a backward-facing step combustor using analytical methodologies based on dynamical systems theory, symbolic dynamics, complex networks, and machine learning. The global dynamic behavior of a heat release rate field represents low-dimensional chaotic oscillations with deterministically aperiodic intercycle dynamics. Spray combustion instability is driven in the formation and separation region of a large-scale organized vortex induced by the hydrodynamic shear layer instability at the edge of the backstep. This region corresponds fairly to that of the hub in an acoustic-energy-flux-based spatial network. The feature importance in a random forest is valid for clarifying the feedback coupling of spray combustion instability.
我们采用基于动力系统理论、符号动力学、复杂网络和机器学习的分析方法,对后向阶梯燃烧器中喷雾燃烧不稳定性的动态行为和驱动区域进行了数值研究。热释放率场的全局动态行为表现为低维混沌振荡与确定性非周期性周期间动态。喷射燃烧不稳定性是在后台阶边缘的流体动力剪切层不稳定性诱发的大尺度有组织漩涡的形成和分离区域驱动的。该区域与基于声能流的空间网络中的枢纽相当。随机森林中的特征重要性对于阐明喷雾燃烧不稳定性的反馈耦合是有效的。
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引用次数: 0
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Physical review. E
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