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Numerical modeling of nonohmic percolation conduction and Poole–Frenkel laws 非声速渗流传导及Poole-Frenkel定律的数值模拟
Pub Date : 2020-06-12 DOI: 10.1063/5.0019844
Maria Patmiou, V. G. Karpov, G. Serpen, B. Weborg
We present a numerical model that simulates the current-voltage (I-V) characteristics of materials that exhibit percolation conduction. The model consists of a two dimensional grid of exponentially different resistors in the presence of an external electric field. We obtained exponentially non-ohmic I-V characteristics validating earlier analytical predictions and consistent with multiple experimental observations of the Poole-Frenkel laws in non-crystalline materials. The exponents are linear in voltage for samples smaller than the correlation length of percolation cluster L, and square root in voltage for samples larger than L.
我们提出了一个数值模型,模拟了表现出渗透传导的材料的电流-电压(I-V)特性。在外加电场作用下,该模型由一个由指数不同电阻组成的二维网格构成。我们获得了指数非欧姆I-V特性,验证了早期的分析预测,并与非晶体材料的普尔-弗伦克尔定律的多次实验观察相一致。对于小于渗透簇相关长度L的样本,电压指数为线性,对于大于L的样本,电压指数为平方根。
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引用次数: 5
Fragile extended phases in the log-normal Rosenzweig-Porter model 对数正态Rosenzweig-Porter模型中的脆弱扩展相
Pub Date : 2020-06-08 DOI: 10.1103/physrevresearch.2.043346
Ivan M Khaymovich, V. Kravtsov, B. Altshuler, L. Ioffe
In this paper we suggest an extension of the Rosenzweig-Porter (RP) model, the LN-RP model, in which the off-diagonal matrix elements have a wide, log-normal distribution. We argue that this model is more suitable to describe a generic many body localization problem. In contrast to RP model, in LN-RP model a new, weakly ergodic phase appears that is characterized by the broken basis-rotation symmetry which the fully-ergodic phase respects. Therefore, in addition to the localization and ergodic transitions in LN-RP model there exists also the transition between the two ergodic phases (FWE transition). We suggest new criteria of stability of the non-ergodic phases which give the points of localization and ergodic transitions and prove that the Anderson localization transition in LN-RP model is discontinuous, in contrast to that in a conventional RP model. We also formulate the criterion of FWE transition and obtain the full phase diagram of the model. We show that truncation of the log-normal tail shrinks the region of weakly-ergodic phase and restores the multifractal and the fully-ergodic phases.
本文提出了Rosenzweig-Porter (RP)模型的一个扩展,即LN-RP模型,其中非对角矩阵元素具有宽的对数正态分布。我们认为该模型更适合于描述一般的多体定位问题。与RP模型相反,在LN-RP模型中出现了一个新的弱遍历相,其特征是完全遍历相遵循的基-旋转破缺对称性。因此,LN-RP模型中除了局部化和遍历过渡之外,还存在两个遍历相之间的过渡(FWE过渡)。我们提出了新的非遍历相稳定性判据,给出了局部化和遍历过渡的点,并证明了LN-RP模型中的Anderson局部化过渡是不连续的,而不是传统RP模型中的。我们还建立了FWE转换的判据,并得到了模型的全相图。我们发现对数正态尾的截断缩小了弱遍历相的区域,恢复了多重分形和完全遍历相。
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引用次数: 35
Phase transitions and correlations in fracture processes where disorder and stress compete 断裂过程中失序和应力竞争的相变和相关性
Pub Date : 2020-05-23 DOI: 10.1103/PHYSREVRESEARCH.2.043108
S. Sinha, Subhadeep Roy, A. Hansen
We study the effect of the competition between disorder and stress enhancement in fracture processes using the local load sharing fiber bundle model, a model that hovers on the border between analytical tractability and numerical accessibility. We implement a disorder distribution with one adjustable parameter. The model undergoes a localization transition as a function of this parameter. We identify an order parameter for this transition and find that the system is in the localized phase over a finite range of values of the parameter bounded by a transition to the non-localized phase on both sides. The transition is first order at the lower transition and second order at the upper transition. The critical exponents characterizing the second order transition are close to those characterizing the percolation transition. We determine the spatiotemporal correlation function in the localized phase. It is characterized by two power laws as in invasion percolation. We find exponents that are consistent with the values found in that problem.
我们使用局部载荷共享纤维束模型研究断裂过程中无序和应力增强之间竞争的影响,该模型徘徊在解析可追踪性和数值可及性之间的边界上。我们实现了一个具有一个可调参数的无序分布。模型作为该参数的函数经历本地化转换。我们为这个过渡确定了一个有序参数,并发现系统在参数值的有限范围内处于局域相位,该范围由两侧向非局域相位的过渡所限定。下跃迁为一阶,上跃迁为二阶。表征二阶跃迁的临界指数与表征渗流跃迁的临界指数接近。我们确定了局域相位的时空相关函数。它具有入侵渗流的两个幂律特征。我们找到了与这个问题中的值一致的指数。
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引用次数: 7
Probing many-body localization in a disordered quantum dimer model on the honeycomb lattice 蜂窝晶格上无序量子二聚体模型的多体定位探测
Pub Date : 2020-05-20 DOI: 10.21468/SCIPOSTPHYS.10.2.044
F. Pietracaprina, F. Alet
We numerically study the possibility of many-body localization transition in a disordered quantum dimer model on the honeycomb lattice. By using the peculiar constraints of this model and state-of-the-art exact diagonalization and time evolution methods, we probe both eigenstates and dynamical properties and conclude on the existence of a localization transition, on the available time and length scales (system sizes of up to N=108 sites). We critically discuss these results and their implications.
本文用数值方法研究了蜂窝晶格上无序量子二聚体模型中多体局域化跃迁的可能性。通过使用该模型的特殊约束和最先进的精确对角化和时间演化方法,我们探索了特征态和动力学性质,并得出了在可用的时间和长度尺度上(系统规模高达N=108个站点)存在局域化转变的结论。我们批判性地讨论这些结果及其含义。
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引用次数: 9
Effective Ruderman–Kittel–Kasuya–Yosida-like Interaction in Diluted Double-exchange Model: Self-learning Monte Carlo Approach 稀释双交换模型中有效的Ruderman-Kittel-Kasuya-Yosida-like相互作用:自学习蒙特卡罗方法
Pub Date : 2020-05-14 DOI: 10.7566/JPSJ.90.034711
Hidehiko Kohshiro, Y. Nagai
We study the site-diluted double exchange (DE) model and its effective Ruderman-Kittel-Kasuya-Yosida-like interactions, where localized spins are randomly distributed, with the use of the Self-learning Monte Carlo (SLMC) method. The SLMC method is an accelerating technique for Markov chain Monte Carlo simulation using trainable effective models. We apply the SLMC method to the site-diluted DE model to explore the utility of the SLMC method for random systems. We check the acceptance ratios and investigate the properties of the effective models in the strong coupling regime. The effective two-body spin-spin interaction in the site-diluted DE model can describe the original DE model with a high acceptance ratio, which depends on temperatures and spin concentration. These results support a possibility that the SLMC method could obtain independent configurations in systems with a critical slowing down near a critical temperature or in random systems where a freezing problem occurs in lower temperatures.
本文利用自学习蒙特卡罗(SLMC)方法研究了位置稀释双交换(DE)模型及其有效的ruderman - kittel - kasuya - yosida -类相互作用,其中定域自旋是随机分布的。SLMC方法是一种利用可训练有效模型进行马尔可夫链蒙特卡罗仿真的加速技术。我们将SLMC方法应用于站点稀释DE模型,以探索SLMC方法在随机系统中的实用性。我们检查了接受率,并研究了强耦合状态下有效模型的性质。在位置稀释DE模型中有效的两体自旋-自旋相互作用可以描述原始DE模型,并且具有较高的接受率,这取决于温度和自旋浓度。这些结果支持了一种可能性,即SLMC方法可以在临界温度附近具有临界慢化的系统或在较低温度下发生冻结问题的随机系统中获得独立构型。
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引用次数: 6
Evidence of many thermodynamic states of the three-dimensional Ising spin glass 三维伊辛自旋玻璃的许多热力学状态的证据
Pub Date : 2020-05-12 DOI: 10.1103/PHYSREVRESEARCH.2.043241
Wenlong Wang, M. Wallin, J. Lidmar
We present a large-scale simulation of the three-dimensional Ising spin glass with Gaussian disorder to low temperatures and large sizes using optimized population annealing Monte Carlo. Our primary focus is investigating the number of pure states regarding a controversial statistic, characterizing the fraction of centrally peaked disorder instances, of the overlap function order parameter. We observe that this statistic is subtly and sensitively influenced by the slight fluctuations of the integrated central weight of the disorder-averaged overlap function, making the asymptotic growth behaviour very difficult to identify. Modified statistics effectively reducing this correlation are studied and essentially monotonic growth trends are obtained. The effect of temperature is also studied, finding a larger growth rate at a higher temperature. Our detailed examination and state-of-the-art simulation provide a coherent picture of many pure states, explain the previous findings, and the controversy is solved. The pertinent status of the number of pure states beyond this statistic is also discussed, and we find the spin glass balance is overall tilting towards many pure states studied by simulations.
本文采用蒙特卡罗优化居群退火方法,对具有高斯无序的三维Ising自旋玻璃进行了低温大尺寸的大规模模拟。我们的主要焦点是研究关于一个有争议的统计数据的纯状态的数量,表征重叠函数顺序参数的中心峰值无序实例的比例。我们观察到,该统计量受到无序平均重叠函数的综合中心权重的轻微波动的微妙而敏感的影响,使得渐近增长行为很难识别。研究了有效降低这种相关性的修正统计量,得到了本质上单调的增长趋势。研究了温度的影响,发现温度越高,生长速率越大。我们的详细检查和最先进的模拟提供了许多纯态的连贯画面,解释了以前的发现,并解决了争议。我们还讨论了超过这个统计量的纯态数的相关状态,我们发现自旋玻璃平衡总体上向模拟研究的许多纯态倾斜。
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引用次数: 3
Singularities in Hessian element distributions of amorphous media 非晶介质黑森元分布的奇异性
Pub Date : 2020-05-05 DOI: 10.1103/PHYSREVRESEARCH.2.042025
Vishnu V. Krishnan, S. Karmakar, K. Ramola
We show that the distribution of elements $H$ in the Hessian matrices associated with amorphous materials exhibit cusp singularities $P(H) sim {lvert H rvert}^{gamma}$ with an exponent $gamma < 0$, as $lvert H rvert to 0$. We exploit the rotational invariance of the underlying disorder in amorphous structures to derive these exponents exactly for systems interacting via radially symmetric potentials. We show that $gamma$ depends only on the degree of smoothness $n$ of the potential of interaction between the constituent particles at the cut-off distance, independent of the details of interaction in both two and three dimensions. We verify our predictions with numerical simulations of models of structural glass formers. Finally, we show that such cusp singularities affect the stability of amorphous solids, through the distributions of the minimum eigenvalue of the Hessian matrix.
我们表明,在与非晶材料相关的Hessian矩阵中,元素$H$的分布表现出顶点奇点$P(H) sim {lvert H rvert}^{gamma}$,其指数为$gamma < 0$,为$lvert H rvert to 0$。我们利用非晶结构中潜在无序的转动不变性,精确地推导出通过径向对称势相互作用的系统的这些指数。我们表明$gamma$仅取决于组成粒子之间在截止距离处的相互作用势的平滑程度$n$,而与二维和三维相互作用的细节无关。我们用结构玻璃成形器模型的数值模拟验证了我们的预测。最后,我们通过Hessian矩阵最小特征值的分布证明了这种尖点奇点影响非晶固体的稳定性。
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引用次数: 0
Phase Diagram Reconstruction of the Bose–Hubbard Model with a Restricted Boltzmann Machine Wavefunction 具有受限玻尔兹曼机波函数的Bose-Hubbard模型相图重建
Pub Date : 2020-04-27 DOI: 10.7566/JPSJ.89.094002
Vladimir Vargas-Calderón, H. Vinck-Posada, F. A. Gonz'alez
Recently, the use of neural quantum states for describing the ground state of many- and few-body problems has been gaining popularity because of their high expressivity and ability to handle intractably large Hilbert spaces. In particular, methods based on variational Monte Carlo have proven to be successful in describing the physics of bosonic systems such as the Bose-Hubbard model. However, this technique has not been systematically tested on the parameter space of the Bose-Hubbard model, particularly at the boundary between the Mott insulator and superfluid phases. In this work, we evaluate the capabilities of variational Monte Carlo with a trial wavefunction given by a Restricted Boltzmann Machine to reproduce the quantum ground state of the Bose-Hubbard model on several points of its parameter space. To benchmark the technique, we compare its results to the ground state found through exact diagonalization for small one-dimensional chains. In general, we find that the learned ground state correctly estimates many observables, reproducing to a high degree the phase diagram for the first Mott lobe and part of the second one. However, we find that the technique is challenged whenever the system transitions between excitation manifolds, as the ground state is not learned correctly at these boundaries. Nonetheless, we propose a method to discard noisy probabilities learned in the ground state, which improves the quality of the results produced by the method.
最近,利用神经量子态来描述多体和少体问题的基态,由于其高表达性和处理棘手的大希尔伯特空间的能力而越来越受欢迎。特别是,基于变分蒙特卡罗的方法已被证明在描述玻色子系统的物理方面是成功的,例如玻色-哈伯德模型。然而,该技术尚未在玻色-哈伯德模型的参数空间上进行系统的测试,特别是在莫特绝缘体和超流体相之间的边界上。在这项工作中,我们用一个受限玻尔兹曼机给出的试波函数来评估变分蒙特卡罗在其参数空间的几个点上再现玻色-哈伯德模型的量子基态的能力。为了对该技术进行基准测试,我们将其结果与通过对小一维链进行精确对角化得到的基态进行了比较。总的来说,我们发现学习到的基态正确地估计了许多观测值,高度地再现了第一个莫特叶的相图和第二个莫特叶的部分相图。然而,我们发现每当系统在激励流形之间转换时,该技术就会受到挑战,因为在这些边界处不能正确地学习基态。尽管如此,我们提出了一种方法来丢弃在基态中学习到的噪声概率,这提高了该方法产生的结果的质量。
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引用次数: 4
Guided search for desired functional responses via Bayesian optimization of generative model: Hysteresis loop shape engineering in ferroelectrics 通过生成模型的贝叶斯优化引导搜索所需的功能响应:铁电体中的磁滞环形状工程
Pub Date : 2020-04-27 DOI: 10.1063/5.0011917
Sergei V. Kalinin, M. Ziatdinov, R. Vasudevan
Advances in predictive modeling across multiple disciplines have yielded generative models capable of high veracity in predicting macroscopic functional responses of materials. Correspondingly, of interest is the inverse problem of finding the model parameter that will yield desired macroscopic responses, such as stress-strain curves, ferroelectric hysteresis loops, etc. Here we suggest and implement a Gaussian Process based methods that allow to effectively sample the degenerate parameter space of a complex non-local model to output regions of parameter space which yield desired functionalities. We discuss the specific adaptation of the acquisition function and sampling function to make the process efficient and balance the efficient exploration of parameter space for multiple possible minima and exploitation to densely sample the regions of interest where target behaviors are optimized. This approach is illustrated via the hysteresis loop engineering in ferroelectric materials, but can be adapted to other functionalities and generative models. The code is open-sourced and available at [this http URL].
多学科预测建模的进展已经产生了能够预测材料宏观功能响应的高准确性的生成模型。相应地,我们感兴趣的是寻找模型参数的逆问题,该模型参数将产生所需的宏观响应,如应力-应变曲线、铁电迟滞回线等。在这里,我们提出并实现了一种基于高斯过程的方法,该方法允许有效地将复杂非局部模型的退化参数空间采样到参数空间的输出区域,从而产生所需的功能。我们讨论了采集函数和采样函数的具体适应,以使过程高效,并平衡对多个可能极小值的参数空间的有效探索和对目标行为优化的感兴趣区域的密集采样。这种方法是通过铁电材料的磁滞回线工程来说明的,但可以适用于其他功能和生成模型。该代码是开源的,可在[此http URL]获得。
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引用次数: 10
Quasi-many-body localization of interacting fermions with long-range couplings 远距离耦合费米子相互作用的准多体局域化
Pub Date : 2020-04-24 DOI: 10.1103/physrevresearch.2.043368
S. Thomson, M. Schirò
A number of experimental platforms for quantum simulations of disordered quantum matter, from dipolar systems to trapped ions, involve degrees of freedom which are coupled by power-law decaying hoppings or interactions, yet the interplay of disorder and interactions in these systems is far less understood than in their short-ranged counterpart. Here we consider a prototype model of interacting fermions with disordered long-ranged hoppings and interactions, and use the flow equation approach to map out its dynamical phase diagram as a function of hopping and interaction exponents. We demonstrate that the flow equation technique is ideally suited to problems involving long-range couplings due to its ability to accurately simulate very large system sizes. We show that, at large on-site disorder and for short-range interactions, a transition from a delocalized phase to a quasi many-body localized (MBL) phase exists as the hopping range is decreased. This quasi-MBL phase is characterized by intriguing properties such as a set of emergent conserved quantities which decay algebraically with distance. Surprisingly we find that a crossover between delocalized and quasi-MBL phases survives even in the presence of long-range interactions.
从偶极系统到捕获离子,许多无序量子物质的量子模拟实验平台涉及由幂律衰减跳跃或相互作用耦合的自由度,然而,这些系统中无序和相互作用的相互作用远不如它们的短程对应系统中理解得多。本文考虑了一个具有无序长程跳跃和相互作用的费米子相互作用的原型模型,并利用流动方程的方法绘制了其作为跳跃和相互作用指数函数的动态相图。我们证明,流动方程技术非常适合涉及远程耦合的问题,因为它能够准确地模拟非常大的系统尺寸。我们发现,在大的场域无序和短程相互作用下,随着跳变范围的减小,存在从离域相位到准多体局域相位的过渡。这种准mbl相具有有趣的特性,如一组随距离代数衰减的涌现守恒量。令人惊讶的是,我们发现即使在存在远程相互作用的情况下,离域相和准mbl相之间的交叉仍然存在。
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引用次数: 14
期刊
arXiv: Disordered Systems and Neural Networks
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