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Ising diatomic molecules in the mean-field and exact recursion relations approach 利用双原子分子的平均场和精确递归关系的方法
IF 1.9 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2026-10-15 DOI: 10.1140/epjb/s10051-026-01291-3
Erhan Albayrak

This research utilizes a mean field theory (MFT) on spin-1/2 diatomic molecules for the first time to obtain the thermal changes in magnetizations for each molecule, thus generating the phase diagrams. The same model was also studied using the Bethe lattice (BL) approach in terms of the exact recursion relations (ERR) in order to compare its results with the MFT results. Different types of bilinear interaction parameters between the constituents of a molecule and nearest-neighbor (NN) molecules were assumed, and the coordination number is set to three, corresponding to the honeycomb lattice. It is found that the MFT only gives second-order phase transitions, but the ERR approach gives various phase transitions. The obtained results show that the ERR approach on the BL is superior over the MFT since it provides many more details of the model.

本研究首次利用自旋为1/2的双原子分子的平均场理论(MFT)获得了每个分子的磁化热变化,从而生成了相图。同样的模型也使用Bethe格(BL)方法在精确递归关系(ERR)方面进行了研究,以便与MFT结果进行比较。假设分子各组分与最近邻分子之间存在不同类型的双线性相互作用参数,并设置配位数为3,对应于蜂窝晶格。发现MFT方法只能给出二阶相变,而ERR方法可以给出多种相变。得到的结果表明,在BL上的ERR方法比MFT方法更能提供更多的模型细节。
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引用次数: 0
Biswas–Chatterjee–Sen (BChS) kinetic exchange opinion model on modular networks 模块化网络上的动态意见交换模型
IF 1.9 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2026-10-13 DOI: 10.1140/epjb/s10051-026-01273-5
Hrishidev Unni, Soumyajyoti Biswas, Anirban Chakraborti

We study opinion formation in a society where agents interact on a modular network generated using a stochastic block model (SBM). Opinion dynamics is modelled through the Biswas–Chatterjee–Sen (BChS) kinetic exchange model, in which agents undergo pairwise interactions that could be positive or negative. By tuning the relative strength of intra- and inter-group connectivity inherent to the SBM, as well as the disagreement probability, we identify distinct collective phases. In particular, we observe a robust regime with strong intra-group ordering but no global consensus, in addition to fully ordered and disordered states. In the particular case of two modules, we observe an anti-ferromagnetic type ordering with the increase of negative interaction between the groups. We investigate these ordering regimes using approximate analytical calculations and numerical simulations. These results demonstrate how modular interaction structure can qualitatively alter collective opinion dynamics and hinder consensus formation.

我们研究了一个社会中的意见形成,其中智能体在使用随机块模型(SBM)生成的模块化网络上相互作用。意见动态是通过Biswas-Chatterjee-Sen (BChS)动力学交换模型建模的,在该模型中,代理人进行可能是积极的或消极的两两相互作用。通过调整SBM固有的组内和组间连接的相对强度,以及分歧概率,我们确定了不同的集体阶段。特别是,我们观察到除了完全有序和无序状态外,还有一个具有强组内有序但没有全局共识的鲁棒体系。在两个模块的特殊情况下,我们观察到随着群之间负相互作用的增加,反铁磁型有序。我们使用近似解析计算和数值模拟来研究这些排序制度。这些结果表明,模块化的互动结构如何定性地改变集体意见动态并阻碍共识的形成。
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引用次数: 0
Dark-soliton solutions for a variable-coefficient Kundu–Eckhaus equation in inhomogeneous optical fibers 非均匀光纤中变系数Kundu-Eckhaus方程的暗孤子解
IF 1.9 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2026-10-12 DOI: 10.1140/epjb/s10051-026-01272-6
Guo-Hong Yang, Xue-Hui Zhao, Zhong-Zhou Lan

To account for the inhomogeneity of optical fiber media, we investigate a variable-coefficient Kundu–Eckhaus equation for optical pulse propagation. Under the integrable coefficient constraints, dark one-, two-, and three-soliton solutions are derived by means of gauge transformation and Hirota bilinear method. The results show that the variable coefficient r(x) mainly modulates the soliton trajectories, while both overtaking and head-on collisions of dark solitons remain elastic.

Inhomogeneous optical fibers are described by a variable-coefficient Kundu–Eckhaus equation. Via gauge transformation and Hirota bilinear method, we derive dark one-, two- and three-soliton solutions. The dispersion coefficient r(x) modulates soliton trajectories without altering intrinsic soliton profiles. Both overtaking and head-on collisions of dark solitons are elastic under integrable coefficient constraints

为了考虑光纤介质的非均匀性,我们研究了光脉冲传播的变系数昆都-埃克豪斯方程。在可积系数约束下,利用规范变换和Hirota双线性方法导出了暗孤子解、暗孤子解、暗孤子解和暗孤子解。结果表明,变系数r(x)主要调节孤子轨迹,而暗孤子的超车和迎头碰撞都保持弹性。用变系数昆都-埃克豪斯方程描述非均匀光纤。通过规范变换和Hirota双线性方法,导出了暗孤子解、暗孤子解、暗孤子解和暗孤子解。色散系数r(x)在不改变本征孤子轮廓的情况下调节孤子轨迹。在可积系数约束下,暗孤子的超车和迎头碰撞都是弹性的
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引用次数: 0
Polylogarithmic structure of Bragg diffraction in finite-coherence lattices 有限相干晶格中Bragg衍射的多对数结构
IF 1.9 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2026-10-10 DOI: 10.1140/epjb/s10051-026-01279-z
Evangelos G. Filothodoros

We develop a polylogarithmic structure for Bragg diffraction based on a weighted multi-plane interference model. Within this kind of construction, the scattering amplitude is expressed as a polylogarithmic generating function. By introducing extra contributions with power-law and the usual exponential decay, it takes the form (F(q) = textrm{Li}_mleft( e^{i qd - epsilon }right) ), where (epsilon ) is a finite coherence length. In the infinite-coherence limit, Bragg enhancement is associated with the approach of the polylogarithmic argument to its boundary singular point (z=1). This formulation provides a compact analytical framework for describing diffraction line shapes within a generalized correlation model in which peak positions, widths, and line shapes arise from a single analytic structure. Although we are able to recover the standard Bragg law for ideal crystals, the polylogarithm model captures deviations due to finite correlation length, disorder and non-uniform lattice coherence. We show that if Bragg peaks correspond to boundary singularities of the polylogarithm, a connection between diffraction theory and complex analysis arises. The proposed theoretical model may be particularly relevant for disordered or partially coherent materials, where conventional diffraction models often require additional phenomenological broadening assumptions.

基于加权多平面干涉模型,建立了布拉格衍射的多对数结构。在这种结构中,散射振幅被表示为一个多对数生成函数。通过引入幂律和通常的指数衰减的额外贡献,它的形式为(F(q) = textrm{Li}_mleft( e^{i qd - epsilon }right) ),其中(epsilon )是有限相干长度。在无限相干极限下,布拉格增强与多对数参数接近其边界奇点(z=1)有关。这个公式提供了一个紧凑的分析框架,用于在一个广义的相关模型中描述衍射线的形状,其中峰的位置、宽度和线的形状来自一个单一的分析结构。虽然我们能够恢复理想晶体的标准布拉格定律,但多对数模型捕获了由于有限相关长度,无序和非均匀晶格相干性而产生的偏差。我们证明,如果布拉格峰对应于多对数的边界奇点,就产生了衍射理论和复分析之间的联系。所提出的理论模型可能特别适用于无序或部分相干的材料,因为传统的衍射模型往往需要额外的现象学展宽假设。
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引用次数: 0
Stochastic transitions between neutral and bimodal affective states under contradictory stimulation 矛盾刺激下中性与双峰情感状态的随机转换
IF 1.9 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2026-10-09 DOI: 10.1140/epjb/s10051-026-01275-3
Renato Vieira dos Santos

A person opens their news feed and finds, in rapid succession, a story that inspires hope and another that provokes outrage. This alternation between contradictory emotional valences is the ordinary texture of contemporary media environments. What are the long-term consequences of such contradictory stimulation on an individual’s core affective state—the continuous background feeling of being comfortable or uncomfortable, well or unwell, that colours all emotional experience? Could the long-term consequences depend less on the content of any single message than on the statistical structure of the stream’s inconsistency? We capture this structure in a minimal stochastic model that treats the strength of external influence as a fluctuating parameter, yielding a stochastic differential equation with multiplicative noise. Its stationary distribution reveals two regimes that defy straightforward intuition. Intense contradiction does not amplify engagement but instead drives the affective state toward neutrality—a form of apathy in which sustained affect is suppressed altogether; exact neutrality occurs only when the default bias vanishes. Conversely, moderate contradiction with strong influence produces bimodal affective instability, with random alternation between two well-separated emotional states that arise from intra-individual dynamics rather than social polarization. A systematic mapping of the parameter space reveals a region of robust bimodality for low regulatory capacity and a region of enhanced fragility for near-neutral default bias. We offer this model as a preliminary exploration rather than a definitive account, and we hope its analytical transparency will invite empirical testing and further theoretical development.

一个人打开他们的动态消息,很快就会发现一个激发希望的故事和另一个引发愤怒的故事。这种矛盾的情感价值之间的交替是当代媒体环境的普通纹理。这种相互矛盾的刺激对一个人的核心情感状态的长期影响是什么?这种持续的背景感觉是舒适或不舒服,好或不舒服,影响了所有的情感体验。长期的结果是否取决于数据流不一致性的统计结构而不是单个消息的内容?我们在最小随机模型中捕获这种结构,该模型将外部影响的强度视为波动参数,从而产生具有乘法噪声的随机微分方程。它的平稳分布揭示了两种违背直观直觉的制度。强烈的矛盾并不能放大互动,反而会将情感状态推向中立——这是一种冷漠的形式,持续的情感被完全压制了;只有当默认偏差消失时,才会出现精确的中立性。相反,具有强烈影响的适度矛盾会产生双峰情感不稳定,两种分离良好的情绪状态会在个体内部动态而非社会两极分化中随机交替。参数空间的系统映射揭示了低调节能力的鲁棒双峰区域和近中性默认偏差的增强脆弱性区域。我们提供这个模型作为一个初步的探索,而不是一个确定的帐户,我们希望其分析透明度将邀请实证检验和进一步的理论发展。
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引用次数: 0
Structural, optical, electrochemical and photocatalytic properties of Ni-doped ZnO nanoparticles ni掺杂ZnO纳米颗粒的结构、光学、电化学和光催化性能
IF 1.9 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2026-10-08 DOI: 10.1140/epjb/s10051-026-01271-7
A. Suvitha, R. Arunkumar, L. Bruno Chandrasekar, P. Shunmuga Sundaram

Nickel-doped zinc oxide nanoparticles are successfully synthesized using the chemical precipitation method. Structural, optical, electrochemical, and photocatalytic properties of the prepared nanoparticles are investigated. X-ray diffraction analysis confirms the hexagonal Wurtzite structure. The crystallite size is found to decrease from 34 to 20 nm with increasing nickel content. The increased dislocation density and micro-strain indicate enhance lattice distortion. Lattice parameters and bond length exhibit slight variations without secondary phase formation. Energy-dispersive X-ray spectroscopy mapping confirms the uniform distribution of the elements. UV–Vis reflectance spectra show a shift in the absorption edge. The range of band gap of the prepared material is 3.20–3.25 eV. The prepared material is used as an electrode material in the supercapacitors and the corresponding specific capacitance is calculated. The degradation of the organic pollutant with the prepared nanoparticles as a catalyst is reported. The degradation efficiency and kinetic rate constants are examined. The pseudo-first-order rate constant for methylene blue increases from 0.0105 to 0.01964/min, while for Rhodamine B, it increases from 0.00955 to 0.01483/min as the nickel doping concentration is increased from 0 to 6%.

Graphical abstract

采用化学沉淀法成功合成了掺杂镍的氧化锌纳米颗粒。研究了制备的纳米颗粒的结构、光学、电化学和光催化性能。x射线衍射分析证实了六方纤锌矿结构。随着镍含量的增加,晶粒尺寸从34 nm减小到20 nm。位错密度和微应变的增加表明晶格畸变增强。晶格参数和键长变化不大,不形成二次相。能量色散x射线光谱图证实了元素的均匀分布。紫外-可见反射光谱显示出吸收边的偏移。所制备材料的带隙范围为3.20 ~ 3.25 eV。将所制备的材料用作超级电容器的电极材料,并计算相应的比电容。报道了所制备的纳米颗粒作为催化剂对有机污染物的降解效果。考察了降解效率和动力学速率常数。当镍掺杂浓度从0增加到6%时,亚甲基蓝的准一阶速率常数从0.0105增加到0.01964/min,罗丹明B的准一阶速率常数从0.00955增加到0.01483/min。图形抽象
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引用次数: 0
Topological foundation for the steady-state hypothesis in generalized modeling 广义建模中稳态假设的拓扑基础
IF 1.9 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2026-10-07 DOI: 10.1140/epjb/s10051-026-01264-6
Andrea Afify, Hector Eduardo Roman

Generalized modeling provides a powerful framework for the local analysis of broad classes of nonlinear dynamical systems without fixing specific functional forms. A foundational step in this approach is the assumption that a steady state exists, followed by the normalization of the state variables and the construction of the Jacobian in terms of generalized parameters. In this paper, we provide a rigorous justification for this assumption across a broad class of finite-dimensional models. Under natural boundary sign conditions on a compact hyperrectangle, the Poincaré–Miranda theorem guarantees the existence of at least one steady state. We demonstrate how these conditions can be routinely verified in compartmental systems via donor-vanishing and upper-face dominance criteria and we derive a Brouwer-degree refinement that establishes topological robustness under admissible perturbations when the boundary inequalities are strict. The general theory is illustrated using representative examples from physics and biology, including a two-patch metapopulation model, an open SEIR system with immigration and a coupled-laser model. Together, these results provide a rigorous topological foundation for the steady-state hypothesis commonly used in generalized modeling, offering a highly practical criterion for verifying it in applications.

Under natural boundary sign conditions on a compact hyper rectangle, the Poincaré–Miranda theorem guarantees the existence of at least one steady state (x^*) in generalized gain-loss dynamical systems without requiring specific functional forms. The inward-pointing components of the vector field along opposite boundary faces ((f_i ge 0) on lower faces (F_i^-) and (f_i le 0) on upper faces (F_i^+)) provide a rigorous, model-independent topological foundation and degree-theoretic robustness for the steady-state hypothesis across physical, ecological, and epidemiological networks

广义建模为广义非线性动力系统的局部分析提供了一个强大的框架,而无需固定特定的函数形式。该方法的基本步骤是假设存在稳态,然后对状态变量进行归一化,并根据广义参数构造雅可比矩阵。在本文中,我们在广泛的有限维模型类别中为这一假设提供了严格的证明。在紧化超矩形的自然边界符号条件下,庞加莱姆-米兰达定理保证了至少一个稳态的存在。我们展示了如何通过供体消失和上面优势标准在隔室系统中常规验证这些条件,并且我们推导了一个browwer度改进,该改进在边界不等式严格时在可容许扰动下建立拓扑鲁棒性。一般理论是用物理学和生物学的代表性例子来说明的,包括两个斑块的元种群模型,一个开放的带有移民的SEIR系统和一个耦合激光模型。总之,这些结果为广义建模中常用的稳态假设提供了严格的拓扑基础,为在应用中验证稳态假设提供了高度实用的标准。在紧化超矩形上的自然边界符号条件下,poincar - miranda定理保证了广义增益-损失动力系统至少存在一个稳态(x^*),而不需要特定的函数形式。矢量场沿相对边界面的向内指向分量(下面向(f_i ge 0)(F_i^-)和上面向(f_i le 0)(F_i^+))为跨物理、生态和流行病学网络的稳态假设提供了严格的、与模型无关的拓扑基础和程度理论的鲁棒性
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引用次数: 0
Dynamics of opinion-disease coevolution in complex networks 复杂网络中意见-疾病协同进化的动力学
IF 1.9 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2026-10-06 DOI: 10.1140/epjb/s10051-026-01270-8
Lu Ke, Yueying Zhu, Jian Jiang, Jie Liu

Against the backdrop of infectious disease outbreaks, individual-level opinions, contact behaviors, and disease transmission processes exhibit strong dynamic coupling. To clarify how opinion-driven contact formation shapes this coupled process, we propose a coevolution model on a two-layer network consisting of an opinion layer and a disease layer. The opinion layer describes information diffusion and opinion evolution, whereas the disease layer represents physical contacts and serves as the substrate for disease transmission. Different from existing models that assume static contact structures or neglect adaptive behavioral responses, our model establishes a bidirectional coupling between opinion evolution and disease transmission. This coupling is realized by an opinion-dependent contact formation mechanism that considers both individual opinions and pairwise similarity. Based on Monte Carlo simulations, we find that opinion-driven contact behavior suppresses and delays the epidemic peak, while reshaping the evolution of collective opinions. The infection rate primarily determines epidemic intensity, whereas the bounded confidence threshold controls the effective interaction range among individuals and thereby influences both opinion clustering and disease propagation. More importantly, the contact formation parameter governs the balance between opinion similarity and individual propensity in contact decisions. These findings reveal how opinion-driven contact formation links social cognition and disease transmission and shapes their coevolution in complex social systems.

在传染病暴发的大背景下,个体层面的观点、接触行为和疾病传播过程表现出强烈的动态耦合。为了阐明意见驱动的接触形成如何影响这一耦合过程,我们提出了一个由意见层和疾病层组成的双层网络的共同进化模型。意见层描述了信息的扩散和意见的演变,而疾病层代表了身体接触,是疾病传播的基础。与假设静态接触结构或忽视适应性行为反应的现有模型不同,我们的模型建立了意见演变与疾病传播之间的双向耦合。这种耦合是通过一种意见依赖的联系形成机制实现的,该机制考虑了个人意见和成对相似性。基于蒙特卡罗模拟,我们发现意见驱动的接触行为抑制和延迟了疫情峰值,同时重塑了集体意见的演变。感染率主要决定流行强度,有界置信阈值控制个体之间的有效互动范围,从而影响意见聚类和疾病传播。更重要的是,联系形成参数控制着联系决策中意见相似性和个人倾向之间的平衡。这些发现揭示了意见驱动的接触形成如何将社会认知和疾病传播联系起来,并在复杂的社会系统中塑造它们的共同进化。
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引用次数: 0
Coulomb and electron–phonon interactions and doping effects in (text {KNi}_2text {Se}_2) crystal (text {KNi}_2text {Se}_2)晶体中的库仑和电子-声子相互作用及掺杂效应
IF 1.9 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2026-10-05 DOI: 10.1140/epjb/s10051-026-01278-0
L. Craco, S. Leoni

Using density functional theory combined with dynamical mean-field theory (DFT+DMFT), we explore the correlated electronic structure of the (text {KNi}_2text {Se}_2) superconductor and analyze how its paramagnetic normal state spectra is modified by electron–electron interactions and electron/hole doping. We demonstrate the emergence of orbital selectivity, characterized by the coexistence of Mott-localized states, pseudogapped spectral features, and narrow Kondo-like quasiparticle excitations. In addition, we investigate the interplay between on-site Coulomb interactions and electron–phonon coupling in both pristine and doped (text {KNi}_2text {Se}_2). Our results reveal that the combination of these interactions gives rise to low-energy electron bound states. These findings provide microscopic insight into the heavy-electron normal state of (text {KNi}_2text {Se}_2) and contribute to a deeper understanding of the coupled roles of dynamical electronic correlations, electron–phonon interactions, and band filling in shaping the normal state properties of unconventional multi-orbital superconductors.

利用密度泛函理论结合动态平均场理论(DFT+DMFT),研究了(text {KNi}_2text {Se}_2)超导体的相关电子结构,并分析了电子-电子相互作用和电子/空穴掺杂对其顺磁正态谱的影响。我们证明了轨道选择性的出现,其特点是莫特局域态共存,谱特征伪重叠,窄近藤类准粒子激发。此外,我们研究了原始和掺杂(text {KNi}_2text {Se}_2)中现场库仑相互作用和电子-声子耦合之间的相互作用。我们的结果表明,这些相互作用的组合产生了低能的电子束缚态。这些发现提供了对(text {KNi}_2text {Se}_2)的重电子正常态的微观洞察,并有助于更深入地理解动态电子相关,电子-声子相互作用和带填充在塑造非常规多轨道超导体正常态特性中的耦合作用。
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引用次数: 0
Machine-learning-guided inverse design of Anderson localization in one-dimensional chains with multi-scale correlated disorder 基于机器学习的多尺度相关无序一维链Anderson定位反设计
IF 1.9 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER Pub Date : 2026-10-03 DOI: 10.1140/epjb/s10051-026-01276-2
Mohammad Pouranvari

We study localization control in a one-dimensional tight-binding chain with diagonal disorder whose spatial correlations are governed by one or two exponential length scales. The main objective is not only to characterize localization, but to develop an interpretable machine-learning framework for inverse design: given a desired transport or localization behavior, the method identifies disorder profiles that realize it. We compare three disorder ensembles: uncorrelated disorder, single-scale exponentially correlated disorder, and a two-scale correlated ensemble with correlation function (C(r)=a_1 e^{-r/xi _1}+a_2 e^{-r/xi _2}), where (a_1+a_2=1). Exact diagonalization is used to compute central-window eigenstate observables, including the participation ratio normalized by system size, (textrm{PR}/N), and the localization length normalized by system size, (ell _{textrm{loc}}/N). Even with a second, independently tunable correlation scale, we find no signature of a genuine localization-delocalization transition: dedicated finite-size scaling up to (N=1024) shows no size-independent crossing point, so the correlation-length and weight dependence remains a smooth, monotonic crossover throughout the exponential-correlation family rather than a critical phenomenon. A central outcome of the work is a machine-learning surrogate and inverse-design workflow. An ensemble ExtraTrees regressor learns the mapping from disorder parameters and system size to the normalized logarithmic observables, achieving (R^2approx 0.98) on held-out data for the two targets ((R^2approx 0.980) for the normalized participation ratio and (R^2approx 0.979) for the normalized localization length; Sect. 3). The surrogate provides smooth interpolation of the high-dimensional parameter space, uncertainty estimates, SHAP-based feature attribution, and a fast inverse-design search for disorder profiles that maximize localization (the framework is equally applicable to a delocalization objective, though only the localization-maximizing search is reported here). The analysis shows that the scaled correlation lengths and the disorder-weight asymmetry are the dominant controls on transport, and that the strongest localization is realized by short-range-dominated disorder at the edge of the sampled correlation-length range, consistent with the general expectation that weakly correlated disorder localizes most strongly. This combination of exact diagonalization, interpretable machine learning, and inverse design establishes a practical framework for designing and controlling localization in low-dimensional quantum systems.

本文研究了具有对角无序的一维紧结合链的定位控制,该链的空间关联由一个或两个指数长度尺度控制。主要目标不仅是表征定位,而且是为逆向设计开发一个可解释的机器学习框架:给定期望的传输或定位行为,该方法识别实现它的无序轮廓。我们比较了三种无序集成:不相关集成、单尺度指数相关集成和具有相关函数(C(r)=a_1 e^{-r/xi _1}+a_2 e^{-r/xi _2})的两尺度相关集成,其中(a_1+a_2=1)。精确对角化用于计算中心窗口特征状态观测值,包括由系统大小归一化的参与比率(textrm{PR}/N)和由系统大小归一化的定位长度(ell _{textrm{loc}}/N)。即使使用第二个独立可调的相关尺度,我们也没有发现真正的定位-离域转换的特征:专用的有限大小缩放到(N=1024)显示没有大小无关的交叉点,因此相关长度和权重依赖仍然是整个指数相关家族的平滑单调交叉,而不是临界现象。这项工作的一个核心成果是机器学习代理和逆向设计工作流。集成ExtraTrees回归器学习从无序参数和系统大小到归一化对数可观测值的映射,在两个目标的hold - hold数据上实现(R^2approx 0.98) ((R^2approx 0.980)为归一化参与率,(R^2approx 0.979)为归一化定位长度;第3节)。该代理提供了高维参数空间的平滑插值、不确定性估计、基于shap的特征属性,以及对最大化定位的无序轮廓的快速反设计搜索(该框架同样适用于非定位目标,尽管这里只报道了最大化定位的搜索)。分析表明,尺度相关长度和无序权重不对称是影响输运的主要控制因素,在采样的相关长度范围边缘,由短距离主导的无序实现了最强的局域化,这与一般期望弱相关无序最强烈的局域化一致。这种精确对角化、可解释机器学习和逆设计的结合,为低维量子系统中设计和控制局域化建立了一个实用的框架。
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引用次数: 0
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