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Optimal phase-selective entrainment of electrochemical oscillators with different phase response curves. 具有不同相位响应曲线的电化学振荡器的最佳相位选择夹带。
IF 2.7 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1063/5.0205480
Jorge Luis Ocampo-Espindola, Bharat Singhal, Jr-Shin Li, István Z Kiss

We investigate the entrainment of electrochemical oscillators with different phase response curves (PRCs) using a global signal: the goal is to achieve the desired phase configuration using a minimum-power waveform. Establishing the desired phase relationships in a highly nonlinear networked system exhibiting significant heterogeneities, such as different conditions or parameters for the oscillators, presents a considerable challenge because different units respond differently to the common global entraining signal. In this work, we apply an optimal phase-selective entrainment technique in both a kinetic model and experiments involving electrochemical oscillators in achieving phase synchronized states. We estimate the PRCs of the oscillators at different circuit potentials and external resistance, and entrain pairs and small sets of four oscillators in various phase configurations. We show that for small PRC variations, phase assignment can be achieved using an averaged PRC in the control design. However, when the PRCs are sufficiently different, individual PRCs are needed to entrain the system with the expected phase relationships. The results show that oscillator assemblies with heterogeneous PRCs can be effectively entrained to desired phase configurations in practical settings. These findings open new avenues to applications in biological and engineered oscillator systems where synchronization patterns are essential for system performance.

我们研究了使用全局信号对具有不同相位响应曲线(PRC)的电化学振荡器进行诱导的问题:目标是使用最小功率波形实现所需的相位配置。在一个高度非线性的网络系统中建立所需的相位关系具有显著的异质性,例如振荡器的条件或参数不同,这带来了相当大的挑战,因为不同的单元对共同的全局诱导信号的响应不同。在这项工作中,我们在涉及电化学振荡器的动力学模型和实验中应用了优化相位选择性夹带技术,以实现相位同步状态。我们估算了振荡器在不同的电路电位和外部电阻下的 PRC,并以不同的相位配置夹带成对的振荡器和四组振荡器。我们的研究表明,在 PRC 变化较小的情况下,可以在控制设计中使用平均 PRC 来实现相位分配。然而,当 PRC 相差足够大时,就需要使用单个 PRC 来按照预期的相位关系对系统进行诱导。研究结果表明,在实际应用中,具有异质 PRC 的振荡器组件可以有效地调整到所需的相位配置。这些发现为同步模式对系统性能至关重要的生物和工程振荡器系统的应用开辟了新途径。
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引用次数: 0
Exploring the seasonality and optimal control strategy of HIV/AIDS epidemic in China: The impact of seasonal testing. 探索中国艾滋病流行的季节性和最佳控制策略:季节性检测的影响
IF 2.7 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1063/5.0202918
Kai Zhang, Ling Xue, Xuezhi Li, Daihai He, Zhihang Peng

In this work, we investigate how the seasonal variation in the number of individuals who are tested for an HIV antibody in outpatient clinics affects the HIV transmission patterns in China, which has not been well studied. Based on the characteristics of outpatient testing data and reported cases, we establish a periodic infectious disease model to study the impact of seasonal testing on HIV transmission. The results indicate that the seasonal testing is a driving factor for the seasonality of new cases. We demonstrate the feasibility of ending the HIV/AIDS epidemic. We find that the diagnostic rates related to testing play a crucial role in controlling the size of the epidemic. Specifically, when considering minimizing both infected individuals and diagnostic rates, the level of attention paid to undiagnosed infected individuals is always positively correlated with the optimal diagnostic rates, while the optimal diagnostic rates are negatively correlated with the size of the epidemic at the terminal time.

在这项研究中,我们探讨了门诊艾滋病抗体检测人数的季节性变化如何影响中国的艾滋病传播模式。根据门诊检测数据和报告病例的特点,我们建立了一个周期性传染病模型来研究季节性检测对艾滋病传播的影响。结果表明,季节性检测是导致新发病例季节性变化的驱动因素。我们证明了终结艾滋病毒/艾滋病流行的可行性。我们发现,与检测相关的诊断率在控制疫情规模方面起着至关重要的作用。具体来说,当同时考虑感染者和诊断率最小化时,对未确诊感染者的关注程度总是与最佳诊断率正相关,而最佳诊断率则与疫情结束时的规模负相关。
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引用次数: 0
Transformations establishing equivalence across neural networks: When have two networks learned the same task? 建立神经网络间等效性的转换:两个网络何时学习了相同的任务?
IF 2.7 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1063/5.0206406
Tom Bertalan, Felix Dietrich, Ioannis G Kevrekidis

Transformations are a key tool in the qualitative study of dynamical systems: transformations to a normal form, for example, underpin the study of instabilities and bifurcations. In this work, we test, and when possible establish, an equivalence between two different artificial neural networks by attempting to construct a data-driven transformation between them, using diffusion maps with a Mahalanobis-like metric. If the construction succeeds, the two networks can be thought of as belonging to the same equivalence class. We first discuss transformation functions between only the outputs of the two networks; we then also consider transformations that take into account outputs (activations) of a number of internal neurons from each network. Whitney's theorem dictates the number of (generic) measurements from one of the networks required to reconstruct each and every feature of the second network. The construction of the transformation function relies on a consistent, intrinsic representation of the network input space. We illustrate our algorithm by matching neural network pairs trained to learn (a) observations of scalar functions, (b) observations of two-dimensional vector fields, and (c) representations of images of a moving three-dimensional object (a rotating horse). We also demonstrate reconstruction of a network's input (and output) from minimal partial observations of intermediate neuron activations. The construction of equivalences across different network instantiations clearly relates to transfer learning and will also be valuable in establishing equivalence between different machine learning-based tools.

变换是动态系统定性研究的重要工具:例如,向正常形式的变换是不稳定性和分岔研究的基础。在这项研究中,我们利用具有类似马哈拉诺比斯度量的扩散图,尝试在两个不同的人工神经网络之间构建数据驱动的变换,从而测试并在可能的情况下建立它们之间的等价性。如果构建成功,则可以认为这两个网络属于同一等价类。我们首先讨论的是两个网络输出之间的转换函数;然后,我们还考虑了将每个网络的一些内部神经元的输出(激活)考虑在内的转换。惠特尼定理规定了重建第二个网络的每个特征所需的其中一个网络的(一般)测量值的数量。转换函数的构建依赖于网络输入空间一致的内在表示。我们通过匹配经过训练的神经网络对来说明我们的算法:(a) 标量函数的观察结果;(b) 二维向量场的观察结果;(c) 运动的三维物体(一匹旋转的马)的图像表示。我们还演示了通过对中间神经元激活的最小部分观察重建网络的输入(和输出)。构建不同网络实例之间的等价关系显然与迁移学习有关,而且对于建立基于机器学习的不同工具之间的等价关系也很有价值。
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引用次数: 0
Emergent order in adaptively rewired networks. 适应性重新布线网络中的新兴秩序。
IF 2.7 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1063/5.0211829
Sudeshna Sinha

We explore adaptive link change strategies that can lead a system to network configurations that yield ordered dynamical states. We propose two adaptive strategies based on feedback from the global synchronization error. In the first strategy, the connectivity matrix changes if the instantaneous synchronization error is larger than a prescribed threshold. In the second strategy, the probability of a link changing at any instant of time is proportional to the magnitude of the instantaneous synchronization error. We demonstrate that both these strategies are capable of guiding networks to chaos suppression within a prescribed tolerance, in two prototypical systems of coupled chaotic maps. So, the adaptation works effectively as an efficient search in the vast space of connectivities for a configuration that serves to yield a targeted pattern. The mean synchronization error shows the presence of a sharply defined transition to very low values after a critical coupling strength, in all cases. For the first strategy, the total time during which a network undergoes link adaptation also exhibits a distinct transition to a small value under increasing coupling strength. Analogously, for the second strategy, the mean fraction of links that change in the network over time, after transience, drops to nearly zero, after a critical coupling strength, implying that the network reaches a static link configuration that yields the desired dynamics. These ideas can then potentially help us to devise control methods for extended interactive systems, as well as suggest natural mechanisms capable of regularizing complex networks.

我们探讨了自适应链路变化策略,这些策略可以引导系统进入产生有序动态状态的网络配置。我们提出了两种基于全局同步误差反馈的自适应策略。在第一种策略中,如果瞬时同步误差大于规定的阈值,连接矩阵就会发生变化。在第二种策略中,链路在任意时刻发生变化的概率与瞬时同步误差的大小成正比。我们证明,在两个耦合混沌图原型系统中,这两种策略都能在规定的容差范围内引导网络抑制混沌。因此,自适应可以有效地在广阔的连通性空间中寻找配置,从而产生目标模式。平均同步误差显示,在所有情况下,当耦合强度达到临界值后,平均同步误差都会急剧向极低值过渡。对于第一种策略,在耦合强度增加的情况下,网络进行链路适应的总时间也会明显过渡到一个很小的值。与此类似,对于第二种策略,在达到临界耦合强度后,网络中随着时间发生变化的链路的平均分数在瞬时变化后几乎降为零,这意味着网络达到了静态链路配置,从而产生了所需的动态变化。这些观点有可能帮助我们为扩展的交互系统设计控制方法,并提出能够规范复杂网络的自然机制。
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引用次数: 0
Nonlinear dynamics of planetary roller screw mechanism. 行星滚柱螺旋机构的非线性动力学。
IF 2.7 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1063/5.0213857
Shuai Mo, Shengyang Wu, Xuan Huang, Wenbin Liu, Yuansheng Zhou, Jielu Zhang, Wei Zhang

The synchronous meshing of the gear pair and the screw pair is a typical feature of the planetary roller screw mechanism. In order to fully derive and analyze the nonlinear dynamic characteristics of the system, this paper creatively incorporates the time-varying meshing stiffness of gear pair and the comprehensive transmission error into the research content. Combined with the thread contact force and friction force between the roller and the screw and between the roller and the nut, the nonlinear dynamic model of the planetary roller screw mechanism considering the meshing excitation of the gear pair is established. According to the time domain diagram, frequency domain diagram, phase plane diagram, Poincaré section diagram, three-dimensional spectrum diagram, and spatial phase diagram, the nonlinear behavior of the system is described in detail, and the bifurcation evolution process of the system under the excitation frequency parameters of the external load is revealed. In addition, based on the theory of multi-scale method and considering the variables such as meshing stiffness, meshing damping, and load fluctuation, the stability equation of the primary resonance of the system is derived. The analysis of the stability of the system under different working conditions shows that the parameters are selected within a reasonable range, which effectively reduces the primary common amplitude value and enhances the overall stability of the system. The research content improves the previous system dynamics modeling method and provides a theoretical basis for the nonlinear dynamics modeling method and parameter optimization design of the planetary roller screw mechanism.

齿轮副与丝杠副的同步啮合是行星滚柱丝杠机构的典型特征。为了全面推导和分析系统的非线性动态特性,本文创造性地将齿轮副的时变啮合刚度和综合传动误差纳入研究内容。结合滚子与丝杠、滚子与螺母之间的螺纹接触力和摩擦力,建立了考虑齿轮副啮合激励的行星滚子丝杠机构的非线性动力学模型。根据时域图、频域图、相平面图、Poincaré 截面图、三维频谱图和空间相位图,详细描述了系统的非线性行为,揭示了系统在外载荷激励频率参数下的分岔演化过程。此外,基于多尺度方法理论,考虑网格刚度、网格阻尼和载荷波动等变量,推导出了系统主共振的稳定方程。对系统在不同工况下的稳定性分析表明,参数选取在合理范围内,有效降低了主共振振幅值,增强了系统的整体稳定性。研究内容改进了以往的系统动力学建模方法,为行星滚柱丝杠机构的非线性动力学建模方法和参数优化设计提供了理论依据。
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引用次数: 0
Epidemic spreading on spatial higher-order network. 空间高阶网络上的流行病传播。
IF 2.7 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1063/5.0219759
Wenbin Gu, Yue Qiu, Wenjie Li, Zengping Zhang, Xiaoyang Liu, Ying Song, Wei Wang

Higher-order interactions exist widely in mobile populations and are extremely important in spreading epidemics, such as influenza. However, research on high-order interaction modeling of mobile crowds and the propagation dynamics above is still insufficient. Therefore, this study attempts to model and simulate higher-order interactions among mobile populations and explore their impact on epidemic transmission. This study simulated the spread of the epidemic in a spatial high-order network based on agent-based model modeling. It explored its propagation dynamics and the impact of spatial characteristics on it. Meanwhile, we construct state-specific rate equations based on the uniform mixing assumption for further analysis. We found that hysteresis loops are an inherent feature of high-order networks in this space under specific scenarios. The evolution curve roughly presents three different states with the initial value change, showing different levels of the endemic balance of low, medium, and high, respectively. Similarly, network snapshots and parameter diagrams also indicate these three types of equilibrium states. Populations in space naturally form components of different sizes and isolations, and higher initial seeds generate higher-order interactions in this spatial network, leading to higher infection densities. This phenomenon emphasizes the impact of high-order interactions and high-order infection rates in propagation. In addition, crowd density and movement speed act as protective and inhibitory factors for epidemic transmission, respectively, and depending on the degree of movement weaken or enhance the effect of hysteresis loops.

高阶交互作用广泛存在于流动人群中,在流感等流行病的传播过程中极为重要。然而,对流动人群的高阶交互建模和上述传播动力学的研究仍然不足。因此,本研究尝试对流动人群之间的高阶互动进行建模和模拟,并探讨其对流行病传播的影响。本研究基于基于代理的建模方法,模拟了疫情在空间高阶网络中的传播。研究探讨了其传播动态以及空间特征对其的影响。同时,我们在均匀混合假设的基础上构建了特定状态的速率方程,以作进一步分析。我们发现,在特定情况下,滞后环是该空间中高阶网络的固有特征。随着初始值的变化,演化曲线大致呈现出三种不同的状态,分别显示出低、中、高不同程度的地方性平衡。同样,网络快照和参数图也显示了这三种平衡状态。空间中的种群自然形成不同大小和隔离度的组成部分,较高的初始种子在这个空间网络中产生较高阶的相互作用,导致较高的感染密度。这一现象强调了高阶相互作用和高阶感染率在传播中的影响。此外,人群密度和移动速度分别作为流行病传播的保护因素和抑制因素,并根据移动程度削弱或增强滞后环的效果。
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引用次数: 0
Ising spin-1/2 XXZ chain's quantum problems beyond the spinon paradigm. 伊辛自旋-1/2 XXZ 链的量子问题超越了自旋子范式。
IF 2.7 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1063/5.0204689
J M P Carmelo, P D Sacramento

Spin chains are correlated quantum models of great interest in quantum systems and materials exhibiting quasi-one-dimensional magnetic properties. Here, we review results on quantum problems associated with spin chains that are beyond the usual spinon paradigm. Alternatively, we use a representation valid in the thermodynamic limit, N→∞, in terms of the N spin-1/2 physical spins of the spin-1/2XXZ chain in its whole Hilbert space. It was originally introduced for the isotropic point in Carmelo et al. [Phys. Rev. B 92, 165133 (2015)], co-authored by David, and more recently extended to spin anisotropies Δ>1 in Carmelo et al. [Phys. Rev. Res. 5, 043058 (2023)] and J. M. P. Carmelo and P. D. Sacramento [Nucl. Phys. B 974, 115610 (2022); Nucl. Phys. B 997, 116385 (2023) (Corrigendum)]. The physical-spins representation accounts for the spin-1/2XXZ chain's continuous SUq(2) symmetry parameterized by q=Δ+Δ2-1∈]1,∞] and associated with q-spin Sq. Specifically, in this review we consider two quantum problems that are beyond the spinon representation: (a) Spin Bethe strings of length n that have no spinon representation, contribute to the dynamical properties of the spin-1/2XXZ chain with anisotropy Δ>1 and for n=1,2,3 were experimentally identified and realized in the zigzag materials SrCo2V2O8 and BaCo2V2O8; (b) The spin stiffness associated with ballistic spin transport at arbitrary finite temperature, which involves a huge number of energy eigenstates, many of which are generated in the thermodynamic limit from ground states by an infinite number of elementary processes. As found in Carmelo et al. [Phys. Rev. Res. 5, 043058 (2023)] and J. M. P. Carmelo and P. D. Sacramento [Nucl. Phys. B 974, 115610 (2022); Nucl. Phys. B 997, 116385 (2023) (Corrigendum)], the use of the continuous SUq(2) symmetry reveals that for anisotropy Δ>1 the Bethe strings of length n=1,2,3,… describe a number n of physical-spins Sq=0 singlet pairs that for n>1 are bound within a Sq=0 singlet configuration. Their contribution to the spin dynamical structure factor of both the spin-1/2XXZ chain in a longitudinal magnetic field and the spin chains in SrCo2V2O8 is one of the issues addressed in this paper. In addition, the SUq(2) symmetry imposes that only 2Sq out of the N physical spins are the spin carriers. We also review recent results of J. M. P. Carmelo and P. D. Sacramento ["Diffusive spin transport of the spin-1/2 XXZ chain in the Ising regime at zero magnetic field and finite temperature," (submitted) (2024)] concerning the vanishing of the contributions to finite-temperature ballistic spin transport at zero magnetic field. Within the physical-spins representation, this merely follows from the absolute value of the elementary spin currents carried by the M=2Sq spin carriers of all finite-Sq states that contribute to the spin stiffness being finite. Finally, we discuss deviations of the zigzag materials BaCo2V2O8 and SrCo2V2O8 from the one-dimensional physics describe

自旋链是一种相关量子模型,在表现出准一维磁性的量子系统和材料中引起了极大的兴趣。在此,我们回顾了与自旋链相关的量子问题的研究成果,这些成果超越了通常的自旋子范式。另外,我们还使用了一种在热力学极限下有效的表示法,即 N→∞,它是以自旋-1/2XXZ 链在其整个希尔伯特空间中的 N 个自旋-1/2 物理自旋来表示的。它最初是在大卫合著的卡梅洛等人 [Phys. Rev. B 92, 165133 (2015)]中针对各向同性点提出的,最近在卡梅洛等人 [Phys. Rev. Res. 5, 043058 (2023)] 和 J. M. P. 卡梅洛和 P. D. 萨克拉门托 [Nucl.B 974, 115610 (2022); Nucl.B 997, 116385 (2023) (Corrigendum)] 。物理自旋表示说明了自旋-1/2XXZ 链的连续 SUq(2) 对称性,参数为 q=Δ+Δ2-1∈]1,∞],并与 q 自旋 Sq 有关。具体地说,在这篇综述中,我们考虑了两个超越自旋子表征的量子问题:(a) 长度为 n 的自旋贝特弦没有自旋子表征,但有助于具有各向异性 Δ>1 的自旋-1/2XXZ 链的动力学特性,并且在实验中确定了 n=1,2,3,并在人字形材料 SrCo2V2O8 和 BaCo2V2O8 中实现了这一特性;(b) 在任意有限温度下与弹道自旋输运相关的自旋刚度,这涉及大量的能量特征 态,其中许多是在热力学极限下通过无限多的基本过程从基态产生的。正如 Carmelo 等人 [Phys. Rev. Res. 5, 043058 (2023)] 和 J. M. P. Carmelo 和 P. D. Sacramento [Nucl.B 974, 115610 (2022); Nucl.Phys. B 997, 116385 (2023) (Corrigendum)], 使用连续的 SUq(2) 对称性揭示了在各向异性 Δ>1 的情况下,长度为 n=1,2,3,...的贝特弦描述了若干 n 的物理自旋 Sq=0 单子对,在 n>1 的情况下,它们被束缚在一个 Sq=0 单子构型内。它们对纵向磁场中的自旋-1/2XXZ 链和 SrCo2V2O8 中的自旋链的自旋动力学结构因子的贡献是本文讨论的问题之一。此外,SUq(2) 对称性要求 N 个物理自旋中只有 2Sq 是自旋载流子。我们还回顾了 J. M. P. Carmelo 和 P. D. Sacramento 的最新研究成果["Diffusive spin transport of the spin-1/2 XXZ chain in the Ising regime at zero magnetic field and finite temperature," (submitted) (2024)],涉及零磁场下有限温度弹道自旋输运贡献的消失。在物理自旋表征中,这仅仅是因为所有有限自旋态的 M=2Sq 自旋载流子所携带的基本自旋电流的绝对值是有限的。最后,我们讨论了人字形材料 BaCo2V2O8 和 SrCo2V2O8 由于选择性链间耦合而偏离自旋-1/2XXZ 链的一维物理描述。
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引用次数: 0
Photonic next-generation reservoir computer based on distributed feedback in optical fiber. 基于光纤分布式反馈的下一代光子水库计算机。
IF 2.7 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1063/5.0212158
Nicholas Cox, Joseph Murray, Joseph Hart, Brandon Redding

Reservoir computing (RC) is a machine learning paradigm that excels at dynamical systems analysis. Photonic RCs, which perform implicit computation through optical interactions, have attracted increasing attention due to their potential for low latency predictions. However, most existing photonic RCs rely on a nonlinear physical cavity to implement system memory, limiting control over the memory structure and requiring long warm-up times to eliminate transients. In this work, we resolve these issues by demonstrating a photonic next-generation reservoir computer (NG-RC) using a fiber optic platform. Our photonic NG-RC eliminates the need for a cavity by generating feature vectors directly from nonlinear combinations of the input data with varying delays. Our approach uses Rayleigh backscattering to produce output feature vectors by an unconventional nonlinearity resulting from coherent, interferometric mixing followed by a quadratic readout. Performing linear optimization on these feature vectors, our photonic NG-RC demonstrates state-of-the-art performance for the observer (cross-prediction) task applied to the Rössler, Lorenz, and Kuramoto-Sivashinsky systems. In contrast to digital NG-RC implementations, we show that it is possible to scale to high-dimensional systems while maintaining low latency and low power consumption.

水库计算(RC)是一种机器学习范例,擅长动态系统分析。光子 RC 通过光相互作用执行隐式计算,因其在低延迟预测方面的潜力而受到越来越多的关注。然而,现有的大多数光子 RC 都依赖非线性物理空腔来实现系统内存,从而限制了对内存结构的控制,并且需要较长的预热时间来消除瞬态。在这项工作中,我们利用光纤平台展示了光子下一代存储计算机(NG-RC),从而解决了这些问题。我们的光子 NG-RC 无需空腔,可直接根据输入数据的非线性组合和不同延迟生成特征向量。我们的方法利用瑞利反向散射,通过相干干涉混合产生的非常规非线性产生输出特征向量,然后进行二次读出。在这些特征向量上进行线性优化后,我们的光子 NG-RC 在应用于罗斯勒、洛伦兹和 Kuramoto-Sivashinsky 系统的观测器(交叉预测)任务中表现出了最先进的性能。与数字 NG-RC 实现不同的是,我们展示了在保持低延迟和低功耗的同时扩展到高维系统的可能性。
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引用次数: 0
Computational demonstrations of density wave of Cooper pairs and paired-electron liquid in the quarter-filled band-A brief review. 四分之一填充带中库珀对和成对电子液体密度波的计算演示--简要回顾。
IF 2.7 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1063/5.0200451
Sumit Mazumdar, R Torsten Clay

There has been strong interest recently in the so-called Cooper pair density wave, subsequent to the proposition that such a state occurs in the hole-doped cuprate superconductors. As of now, there is no convincing demonstration of such a state in the cuprate theoretical literature. We present here a brief but complete review of our theoretical and computational work on the paired-electron crystal (PEC), which has also been experimentally seen in the insulating phase proximate to superconductivity (SC) in organic charge-transfer solid (CTS) superconductors. Within our theory, SC in the CTS does indeed evolve from the PEC. A crucial requirement for the finding of the PEC is that the proper carrier density of one charge carrier per two sites is taken into consideration at the outset. Following the discussion of CTS superconductors, we briefly discuss how the theory can be extended to understand the phase diagram of the cuprate superconductors that has remained mysterious after nearly four decades of the discovery of SC in this family.

最近,人们对所谓的库珀对密度波产生了浓厚的兴趣,因为在掺杂空穴的杯状超导体中出现了这种状态。到目前为止,在铜氧化物理论文献中还没有令人信服的证据证明存在这种状态。我们在此简要而完整地回顾了我们在成对电子晶体(PEC)方面的理论和计算工作,在有机电荷转移固体(CTS)超导体中,我们也在实验中看到了这种接近超导(SC)的绝缘态。根据我们的理论,CTS 中的 SC 确实是从 PEC 演化而来。找到 PEC 的一个关键要求是,从一开始就考虑到每两个位点有一个电荷载流子的适当载流子密度。在讨论了 CTS 超导之后,我们简要讨论了如何将该理论扩展到理解铜氧化物超导体相图的问题。
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引用次数: 0
Electromagnetic radiation control for nonlinear dynamics of Hopfield neural networks. 针对 Hopfield 神经网络非线性动力学的电磁辐射控制。
IF 2.7 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-01 DOI: 10.1063/5.0194928
Wei Yao, Jia Fang, Fei Yu, Li Xiong, Lihong Tang, Jin Zhang, Yichuang Sun

Electromagnetic radiation (EMR) affects the dynamical behavior of the nervous system, and appropriate EMR helps to study the dynamic mechanism of the nervous system. This paper uses a sophisticated four-dimensional Hopfield neural network (HNN) model augmented with one or more memristors to simulate the effects of EMR. We focus on the chaotic dynamics of HNN under the influence of EMR. Complex dynamical behaviors are found and transient chaotic phenomena have the same initial value sensitivity, showing how transient chaos is affected by EMR. Multiperiodic phenomena induced by quasi-periodic alternations are found in the dual EMR, as well as the suppression properties of the dual EMR for system chaos. This implies that the dynamical behavior of the HNN system can be controlled by varying the amount of EMR or the number of affected neurons in the HNN. Finally, a strong validation of our proposed model is provided by Multisim and Field Programmable Gate Array(FPGA) hardware.

电磁辐射(EMR)会影响神经系统的动态行为,适当的电磁辐射有助于研究神经系统的动态机制。本文使用一个复杂的四维 Hopfield 神经网络(HNN)模型,并在其中增加了一个或多个记忆晶闸管,来模拟电磁辐射的影响。我们重点研究了 HNN 在电磁辐射影响下的混沌动力学。我们发现了复杂的动力学行为,并且瞬态混沌现象具有相同的初值敏感性,这表明了瞬态混沌是如何受到电磁辐射影响的。在双 EMR 中发现了准周期交替诱导的多周期现象,以及双 EMR 对系统混沌的抑制特性。这意味着 HNN 系统的动态行为可以通过改变 EMR 的量或 HNN 中受影响神经元的数量来控制。最后,Multisim 和现场可编程门阵列(FPGA)硬件为我们提出的模型提供了有力的验证。
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