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Robust Hamiltonian Engineering for Interacting Qudit Systems 交互式 Qudit 系统的稳健哈密顿工程
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-31 DOI: 10.1103/physrevx.14.031017
Hengyun Zhou, Haoyang Gao, Nathaniel T. Leitao, Oksana Makarova, Iris Cong, Alexander M. Douglas, Leigh S. Martin, Mikhail D. Lukin
Dynamical decoupling and Hamiltonian engineering are well-established techniques that have been used to control qubit systems. However, designing the corresponding methods for qudit systems has been challenging due to the lack of a Bloch sphere representation, more complex interactions, and additional control constraints. By identifying several general structures associated with such problems, we develop a formalism for the robust dynamical decoupling and Hamiltonian engineering of strongly interacting qudit systems. Our formalism significantly simplifies qudit pulse-sequence design while naturally incorporating robustness conditions necessary for experimental practicality. We experimentally demonstrate these techniques in a strongly interacting, disordered ensemble of spin-1 nitrogen-vacancy centers, achieving more than an order-of-magnitude improvement in coherence time over existing pulse sequences. We further describe how our techniques enable the engineering of exotic many-body phenomena such as quantum many-body scars, and open up new opportunities for quantum metrology with enhanced sensitivities. These results enable wide-reaching new applications for dynamical decoupling and Hamiltonian engineering in many-body physics and quantum metrology.
动态解耦和哈密顿工程是用于控制量子比特系统的成熟技术。然而,由于缺乏布洛赫球表示、更复杂的相互作用和额外的控制约束,为比特系统设计相应的方法一直具有挑战性。通过识别与此类问题相关的几种一般结构,我们开发出了强相互作用四比特系统的鲁棒动态解耦和哈密顿工程的形式主义。我们的形式主义大大简化了奎迪特脉冲序列的设计,同时自然地纳入了实验实用性所必需的鲁棒性条件。我们在一个强相互作用、无序的自旋-1 氮空位中心集合体中实验演示了这些技术,与现有脉冲序列相比,相干时间提高了一个数量级以上。我们进一步描述了我们的技术如何实现量子多体疤痕等奇异多体现象的工程化,并为提高灵敏度的量子计量开辟了新的机遇。这些成果为多体物理学和量子计量学中的动态解耦和哈密顿工程提供了意义深远的新应用。
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引用次数: 0
Fault-Tolerant Operation of Bosonic Qubits with Discrete-Variable Ancillae 具有离散变量后缀的玻色质子的容错操作
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-30 DOI: 10.1103/physrevx.14.031016
Qian Xu, Pei Zeng, Daohong Xu, Liang Jiang
Fault-tolerant quantum computation with bosonic qubits often necessitates the use of noisy discrete-variable ancillae. In this work, we establish a comprehensive and practical fault-tolerance framework for such a hybrid system and synthesize it with fault-tolerant protocols by combining bosonic quantum error correction (QEC) and advanced quantum control techniques. We introduce essential building blocks of error-corrected gadgets by leveraging ancilla-assisted bosonic operations using a generalized variant of path-independent quantum control. Using these building blocks, we construct a universal set of error-corrected gadgets that tolerate a single-photon loss and an arbitrary ancilla fault for four-legged cat qubits. Notably, our construction requires only dispersive coupling between bosonic modes and ancillae, as well as beam-splitter coupling between bosonic modes, both of which have been experimentally demonstrated with strong strengths and high accuracy. Moreover, each error-corrected bosonic qubit is comprised of only a single bosonic mode and a three-level ancilla, featuring the hardware efficiency of bosonic QEC in the full fault-tolerant setting. We numerically demonstrate the feasibility of our schemes using current experimental parameters in the circuit-QED platform. Finally, we present a hardware-efficient architecture for fault-tolerant quantum computing by concatenating the four-legged cat qubits with an outer qubit code utilizing only beam-splitter couplings. Our estimates suggest that the overall noise threshold can be reached using existing hardware. These developed fault-tolerant schemes extend beyond their applicability to four-legged cat qubits and can be adapted for other rotation-symmetrical codes, offering a promising avenue toward scalable and robust quantum computation with bosonic qubits.
使用玻色子量子比特进行容错量子计算时,往往需要使用噪声离散变量辅助比特。在这项工作中,我们为这种混合系统建立了一个全面而实用的容错框架,并通过结合玻色量子纠错(QEC)和先进的量子控制技术,将其与容错协议综合在一起。我们利用与路径无关的量子控制的广义变体,利用辅助玻色子操作,引入了纠错小工具的基本构件。利用这些构件,我们为四脚猫量子比特构建了一套通用的纠错小工具,可以容忍单光子损耗和任意ancilla故障。值得注意的是,我们的构造只需要玻色子模式与安其拉之间的色散耦合,以及玻色子模式之间的分光耦合,而这两种耦合都已通过实验证明了其强大的强度和高精度。此外,每个误差校正玻色子量子比特仅由一个玻色子模式和一个三级anchilla组成,在完全容错设置下具有玻色子QEC的硬件效率。我们在电路-QED 平台上利用当前的实验参数从数值上证明了我们方案的可行性。最后,我们提出了一种用于容错量子计算的硬件高效架构,它将四脚猫量子比特与仅利用分光器耦合的外量子比特代码串联起来。我们的估算表明,利用现有硬件可以达到总体噪声阈值。这些开发出来的容错方案不仅适用于四脚猫量子比特,还可适用于其他旋转对称代码,为利用玻色量子比特进行可扩展和稳健的量子计算提供了一条大有可为的途径。
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引用次数: 0
Absence of E2g Nematic Instability and Dominant A1g Response in the Kagome Metal CsV3Sb5 卡戈米金属 CsV3Sb5 中不存在 E2g 向列不稳定性和占主导地位的 A1g 响应
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-29 DOI: 10.1103/physrevx.14.031015
Zhaoyu Liu, Yue Shi, Qianni Jiang, Elliott W. Rosenberg, Jonathan M. DeStefano, Jinjin Liu, Chaowei Hu, Yuzhou Zhao, Zhiwei Wang, Yugui Yao, David Graf, Pengcheng Dai, Jihui Yang, Xiaodong Xu, Jiun-Haw Chu
Ever since the discovery of the charge density wave (CDW) transition in the kagome metal CsV3Sb5, the nature of its symmetry breaking has been under intense debate. While evidence suggests that the rotational symmetry is already broken at the CDW transition temperature (TCDW), an additional electronic nematic instability well below TCDW has been reported based on the diverging elastoresistivity coefficient in the anisotropic channel (mE2g). Verifying the existence of a nematic transition below TCDW is not only critical for establishing the correct description of the CDW order parameter, but also important for understanding low-temperature superconductivity. Here, we report elastoresistivity measurements of CsV3Sb5 using three different techniques probing both isotropic and anisotropic symmetry channels. Contrary to previous reports, we find the anisotropic elastoresistivity coefficient mE2g is temperature independent, except for a step jump at TCDW. The absence of nematic fluctuations is further substantiated by measurements of the elastocaloric effect, which show no enhancement associated with nematic susceptibility. On the other hand, the symmetric elastoresistivity coefficient mA1g increases below TCDW, reaching a peak value of 90 at T*=20K. Our results strongly indicate that the phase transition at
自从在卡戈米金属 CsV3Sb5 中发现电荷密度波(CDW)转变以来,关于其对称性破缺的性质一直存在激烈的争论。虽然有证据表明旋转对称性在 CDW 转变温度(TCDW)下已经被打破,但根据各向异性通道中发散的弹性系数(mE2g),在 TCDW 以下还有一种额外的电子向列不稳定性。验证是否存在低于 TCDW 的向列转变不仅对建立 CDW 有序参数的正确描述至关重要,而且对理解低温超导性也很重要。在此,我们报告了使用三种不同技术探测各向同性和各向异性对称通道的 CsV3Sb5 的弹性电阻率测量结果。与之前的报告相反,我们发现各向异性弹性系数 mE2g 与温度无关,只是在 TCDW 时出现阶跃。对弹性热效应的测量进一步证实了不存在向列波动,测量结果表明没有与向列电感相关的增强。另一方面,对称弹性系数 mA1g 在低于 TCDW 时增大,在 T*=20 K 时达到 90 的峰值。我们的结果有力地表明,T* 时的相变本质上不是向列的,之前报告的弹性系数发散是由于来自 A1g 通道的污染。
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引用次数: 0
Quantifying Quantum Chaos through Microcanonical Distributions of Entanglement 通过微观纠缠分布量化量子混沌
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-24 DOI: 10.1103/physrevx.14.031014
Joaquin F. Rodriguez-Nieva, Cheryne Jonay, Vedika Khemani
A characteristic feature of “quantum chaotic” systems is that their eigenspectra and eigenstates display universal statistical properties described by random matrix theory (RMT). However, eigenstates of local systems also encode structure beyond RMT. To capture this feature, we introduce a framework that allows us to compare the ensemble properties of eigenstates in local systems with those of pure random states. In particular, our framework defines a notion of distance between quantum state ensembles that utilizes the Kullback-Leibler divergence to compare the microcanonical distribution of entanglement entropy (EE) of eigenstates with a reference RMT distribution generated by pure random states (with appropriate constraints). This notion gives rise to a quantitative metric for quantum chaos that not only accounts for averages of the distributions but also higher moments. The differences in moments are compared on a highly resolved scale set by the standard deviation of the RMT distribution, which is exponentially small in system size. As a result, the metric can distinguish between chaotic and integrable behaviors and, in addition, quantify and compare the degree of chaos (in terms of proximity to RMT behavior) between two systems that are assumed to be chaotic. We implement our framework in local, minimally structured, Floquet random circuits, as well as a canonical family of many-body Hamiltonians, the mixed-field Ising model (MFIM). Importantly, for Hamiltonian systems, we find that the reference random distribution must be appropriately constrained to incorporate the effect of energy conservation in order to describe the ensemble properties of midspectrum eigenstates. The metric captures deviations from RMT across all models and parameters, including those that have been previously identified as strongly chaotic, and for which other diagnostics of chaos such as level spacing statistics look strongly thermal. In Floquet circuits, the dominant source of deviations is the second moment of the distribution, and this persists for all system sizes. For the MFIM, we find significant variation of the KL divergence in parameter space. Notably, we find a small region where deviations from RMT are minimized, suggesting that “maximally chaotic” Hamiltonians may exist in fine-tuned pockets of parameter space.
量子混沌 "系统的一个特点是其特征谱和特征状态显示出随机矩阵理论(RMT)所描述的普遍统计特性。然而,局部系统的特征状态也会编码超出 RMT 的结构。为了捕捉这一特征,我们引入了一个框架,使我们能将局部系统中特征状态的集合特性与纯随机状态的集合特性进行比较。特别是,我们的框架定义了量子态集合间距离的概念,利用库尔贝-莱布勒发散(Kullback-Leibler divergence)来比较特征态的纠缠熵(EE)微观规范分布与纯随机态(有适当的约束条件)生成的参考 RMT 分布。这一概念产生了量子混沌的定量指标,它不仅考虑了分布的平均值,还考虑了更高的矩。矩的差异是在由 RMT 分布标准偏差设定的高分辨率尺度上进行比较的,而 RMT 分布标准偏差在系统规模中呈指数级小。因此,该指标可以区分混沌行为和可积分行为,此外还可以量化和比较假定为混沌的两个系统之间的混沌程度(以接近 RMT 行为的程度表示)。我们在局部、最小结构、弗洛克特随机电路以及多体哈密顿典型族--混合场伊辛模型(MFIM)中实现了我们的框架。重要的是,对于哈密顿系统,我们发现必须适当限制参考随机分布,以纳入能量守恒效应,从而描述中谱特征状态的集合特性。该指标可以捕捉到所有模型和参数与 RMT 的偏差,包括那些先前被确定为强混沌的模型和参数,对于这些模型和参数,其他混沌诊断方法(如电平间距统计)看起来具有很强的热效应。在 Floquet 电路中,偏差的主要来源是分布的第二矩,这一点在所有系统规模中都持续存在。对于 MFIM,我们发现 KL 发散在参数空间有显著变化。值得注意的是,我们发现有一小块区域与 RMT 的偏差最小,这表明 "最大混沌 "哈密顿可能存在于参数空间的微调区域。
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引用次数: 0
Multimodal Approach Reveals the Symmetry-Breaking Pathway to the Broken Helix in EuIn2As2 多模态方法揭示 EuIn2As2 中断裂螺旋的对称性破坏途径
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-22 DOI: 10.1103/physrevx.14.031013
E. Donoway, T. V. Trevisan, A. Liebman-Peláez, R. P. Day, K. Yamakawa, Y. Sun, J. R. Soh, D. Prabhakaran, A. T. Boothroyd, R. M. Fernandes, J. G. Analytis, J. E. Moore, J. Orenstein, V. Sunko
Understanding and manipulating emergent phases, which are themes at the forefront of quantum-materials research, rely on identifying their underlying symmetries. This general principle has been particularly prominent in materials with coupled electronic and magnetic degrees of freedom, in which magnetic order influences the electronic band structure and can lead to exotic topological effects. However, identifying symmetry of a magnetically ordered phase can pose a challenge, particularly in the presence of small domains. Here we introduce a multimodal approach for determining magnetic structures, which combines symmetry-sensitive optical probes, scattering, and group-theoretical analysis. We apply it to EuIn2As2, a material that has received attention as a candidate axion insulator. While first-principles calculations predict this state on the assumption of a simple collinear antiferromagnetic structure, subsequent neutron-scattering measurements reveal a much more intricate magnetic ground state characterized by two coexisting magnetic wave vectors reached by successive thermal phase transitions. The proposed high- and low-temperature phases are a spin helix and a state with interpenetrating helical and Néel antiferromagnetic order termed a “broken helix,” respectively. Employing a multimodal approach, we identify the magnetic structure associated with these two phases of EuIn2As2. We find that the higher-temperature phase is characterized by a variation of the magnetic moment amplitude from layer to layer, with the moment vanishing entirely in every third Eu layer. The lower-temperature structure is similar to the broken helix, with one important difference: Because of local strain, the relative orientation of the magnetic structure and the lattice is not fixed. Consequently, the symmetry required to protect the axion phase is not generically protected in EuIn2As2, but we show that it can be restored if the magnetic structure is tuned with uniaxial strain. Finally, we present a spin Hamiltonian that identifies the spin interactions that account for the complex magnetic order in EuIn2As2. Our work highlights t
理解和操纵新兴相是量子材料研究的前沿主题,而理解和操纵新兴相则有赖于确定其基本对称性。这一一般原理在具有耦合电子自由度和磁性自由度的材料中尤为突出,在这些材料中,磁有序会影响电子带结构,并可能导致奇异的拓扑效应。然而,识别磁有序相的对称性是一项挑战,尤其是在存在小磁畴的情况下。在此,我们介绍一种确定磁结构的多模式方法,它结合了对称性敏感光学探针、散射和群论分析。我们将其应用于 EuIn2As2,这是一种作为候选轴心绝缘体而备受关注的材料。虽然第一原理计算是基于简单的对偶反铁磁结构假设来预测这种状态的,但随后的中子散射测量却揭示了一种更为复杂的磁基态,其特点是通过连续的热相变达到两个共存的磁波矢量。所提出的高温相和低温相分别是一种自旋螺旋态和一种具有相互渗透的螺旋阶和内尔反铁磁阶的态,称为 "破碎螺旋"。利用多模态方法,我们确定了与 EuIn2As2 这两个相相关的磁结构。我们发现,高温相的特点是磁矩振幅在各层之间发生变化,每隔三层 Eu 层磁矩就会完全消失。低温结构与断裂螺旋相似,但有一个重要区别:由于存在局部应变,磁结构和晶格的相对方向并不固定。因此,保护轴心相所需的对称性在 EuIn2As2 中一般不会受到保护,但我们的研究表明,如果用单轴应变调整磁结构,对称性是可以恢复的。最后,我们提出了一个自旋哈密顿,该哈密顿确定了导致 EuIn2As2 中复杂磁序的自旋相互作用。我们的工作凸显了多模式方法在确定复杂阶次参数对称性方面的重要性。
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引用次数: 0
Dynamical Facilitation Governs the Equilibration Dynamics of Glasses 玻璃平衡动力学的动态促进作用
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-19 DOI: 10.1103/physrevx.14.031012
Rahul N. Chacko, François P. Landes, Giulio Biroli, Olivier Dauchot, Andrea J. Liu, David R. Reichman
Convincing evidence of domain growth in the heating of ultrastable glasses suggests that the equilibration dynamics of supercooled liquids could be driven by a nucleation and growth mechanism. We investigate this possibility by simulating the equilibration dynamics of a model glass during both heating and cooling between poorly and well-annealed states. Though we do observe the growth of domains during heating, we find that domains are absent during cooling. This absence is inconsistent with classical nucleation theory. By comparing the equilibration dynamics of our glass with that of two models with kinetic constraints, we demonstrate that dynamical facilitation generically leads to heating driven by domain growth and cooling without domains. Our results provide strong evidence that dynamical facilitation, not nucleation and interfacial-tension-driven domain growth, is the driving mechanism for the equilibration dynamics of glass formers.
超稳定玻璃在加热过程中出现畴生长的确凿证据表明,过冷液体的平衡动力学可能是由成核和生长机制驱动的。我们通过模拟模型玻璃在加热和冷却过程中在退火不良和退火良好状态之间的平衡动力学来研究这种可能性。虽然我们在加热过程中观察到了畴的生长,但我们发现在冷却过程中畴并不存在。这种现象与经典成核理论不符。通过比较我们的玻璃与两个具有动力学约束的模型的平衡动力学,我们证明了动力学促进通常会导致由畴体生长驱动的加热和没有畴体的冷却。我们的研究结果提供了强有力的证据,证明动态促进,而不是成核和界面张力驱动的畴生长,是玻璃形成物平衡动力学的驱动机制。
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引用次数: 0
Predicting Heteropolymer Interactions: Demixing and Hypermixing of Disordered Protein Sequences 预测杂聚物相互作用:无序蛋白质序列的去混合与超混合
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-18 DOI: 10.1103/physrevx.14.031011
Kyosuke Adachi, Kyogo Kawaguchi
Cells contain multiple condensates which spontaneously form due to the heterotypic interactions between their components. Although the proteins and disordered region sequences that are responsible for condensate formation have been extensively studied, the rule of interactions between the components that allow demixing, i.e., the coexistence of multiple condensates, is yet to be elucidated. Here, we construct an effective theory of the interaction between heteropolymers by fitting it to the molecular dynamics simulation results obtained for more than 200 sequences sampled from the disordered regions of human proteins. We find that the sum of amino acid pair interactions across two heteropolymers predicts the Boyle temperature qualitatively well, which can be quantitatively improved by the dimer pair approximation, where we incorporate the effect of neighboring amino acids in the sequences. The improved theory, combined with the finding of a metric that captures the effective interaction strength between distinct sequences, allowed the selection of up to three disordered region sequences that demix with each other in multicomponent simulations, as well as the generation of artificial sequences that demix with a given sequence. The theory points to a generic sequence design strategy to demix or hypermix thanks to the low-dimensional nature of the space of the interactions that we identify. As a consequence of the geometric arguments in the space of interactions, we find that the number of distinct sequences that can demix with each other is strongly constrained, irrespective of the choice of the coarse-grained model. Altogether, we construct a theoretical basis for methods to estimate the effective interaction between heteropolymers, which can be utilized in predicting phase separation properties as well as rules of assignment in the localization and functions of disordered proteins.
细胞中含有多种凝集物,这些凝集物因其成分之间的异型相互作用而自发形成。尽管人们已经广泛研究了凝集物形成的蛋白质和无序区序列,但仍未阐明各成分之间的相互作用规则,而这种规则允许去混合,即多个凝集物共存。在这里,我们通过拟合从人类蛋白质无序区中抽取的 200 多个序列的分子动力学模拟结果,构建了异聚合物之间相互作用的有效理论。我们发现,两个异聚合物之间氨基酸对相互作用的总和可以很好地定性预测波义耳温度,而通过二聚体对近似,我们将序列中相邻氨基酸的影响纳入其中,可以定量地改进波义耳温度。改进后的理论与捕捉不同序列间有效相互作用强度的度量方法的发现相结合,可以在多组分模拟中选择多达三个相互混杂的无序区序列,以及生成与给定序列混杂的人工序列。由于我们确定的相互作用空间的低维性质,该理论指出了去混合或超混合的通用序列设计策略。作为相互作用空间几何论证的结果,我们发现,无论选择哪种粗粒度模型,能够相互去混合的不同序列的数量都受到强烈限制。总之,我们为估算异聚合物之间有效相互作用的方法构建了理论基础,这种方法可用于预测相分离特性以及无序蛋白质定位和功能的分配规则。
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引用次数: 0
Recovering Complete Positivity of Non-Markovian Quantum Dynamics with Choi-Proximity Regularization 用 Choi-Proximity 正则化恢复非马尔可夫量子动力学的完全正向性
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-17 DOI: 10.1103/physrevx.14.031010
Antonio D’Abbruzzo, Donato Farina, Vittorio Giovannetti
A relevant problem in the theory of open quantum systems is the lack of complete positivity of dynamical maps obtained after weak-coupling approximations, a famous example being the Redfield master equation. A number of approaches exist to recover well-defined evolutions under additional Markovian assumptions, but much less is known beyond this regime. Here, we propose a numerical method to cure the complete-positivity violation issue while preserving the non-Markovian features of an arbitrary original dynamical map. The idea is to replace its unphysical Choi operator with its closest physical one, mimicking recent work on quantum process tomography. We also show that the regularized dynamics is more accurate in terms of reproducing the exact dynamics, which allows us to heuristically push the utilization of these master equations in moderate coupling regimes, where the loss of positivity can have a relevant impact.
开放量子系统理论中的一个相关问题是弱耦合近似后得到的动力学映射缺乏完全的正向性,一个著名的例子是雷德菲尔德主方程。有许多方法可以在额外的马尔可夫假设条件下恢复定义明确的演化,但对这一机制之外的情况却知之甚少。在此,我们提出了一种数值方法,在保留任意原始动态图的非马尔可夫特征的同时,解决完全正向违反问题。我们的想法是模仿量子过程层析成像的最新研究成果,用最接近物理的崔算子代替非物理的崔算子。我们还证明,正则化动力学在再现精确动力学方面更为精确,这使我们能够启发式地推动这些主方程在适度耦合状态下的应用,在这种状态下,正相关性的丧失会产生相关影响。
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引用次数: 0
Early Predictor for the Onset of Critical Transitions in Networked Dynamical Systems 网络动力系统临界转换开始的早期预测器
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-15 DOI: 10.1103/physrevx.14.031009
Zijia Liu, Xiaozhu Zhang, Xiaolei Ru, Ting-Ting Gao, Jack Murdoch Moore, Gang Yan
Numerous natural and human-made systems exhibit critical transitions whereby slow changes in environmental conditions spark abrupt shifts to a qualitatively distinct state. These shifts very often entail severe consequences; therefore, it is imperative to devise robust and informative approaches for anticipating the onset of critical transitions. Real-world complex systems can comprise hundreds or thousands of interacting entities, and implementing prevention or management strategies for critical transitions requires knowledge of the exact condition in which they will manifest. However, most research so far has focused on low-dimensional systems and small networks containing fewer than ten nodes or has not provided an estimate of the location where the transition will occur. We address these weaknesses by developing a deep-learning framework which can predict the specific location where critical transitions happen in networked systems with size up to hundreds of nodes. These predictions do not rely on the network topology, the edge weights, or the knowledge of system dynamics. We validate the effectiveness of our machine-learning-based framework by considering a diverse selection of systems representing both smooth (second-order) and explosive (first-order) transitions: the synchronization transition in coupled Kuramoto oscillators; the sharp decline in the resource biomass present in an ecosystem; and the abrupt collapse of a Wilson-Cowan neuronal system. We show that our method provides accurate predictions for the onset of critical transitions well in advance of their occurrences, is robust to noise and transient data, and relies only on observations of a small fraction of nodes. Finally, we demonstrate the applicability of our approach to real-world systems by considering empirical vegetated ecosystems in Africa.
许多自然和人造系统都会出现临界转换,环境条件的缓慢变化会引发突然的质变。这些转变往往会带来严重后果;因此,当务之急是设计出稳健且信息丰富的方法来预测临界转变的发生。现实世界中的复杂系统可能由成百上千个相互作用的实体组成,要实施临界转换的预防或管理策略,就必须了解临界转换的确切条件。然而,迄今为止,大多数研究都集中在低维系统和包含少于十个节点的小型网络上,或者没有提供对过渡发生位置的估计。为了解决这些问题,我们开发了一种深度学习框架,它可以预测在多达数百个节点的网络系统中发生关键转变的具体位置。这些预测不依赖于网络拓扑结构、边缘权重或系统动态知识。我们考虑了代表平滑(二阶)和爆炸(一阶)过渡的各种系统,验证了我们基于机器学习的框架的有效性:耦合仓本振荡器中的同步过渡;生态系统中资源生物量的急剧下降;以及威尔逊-考恩神经元系统的突然崩溃。我们的研究表明,我们的方法能在临界转换发生之前提前准确预测临界转换的发生,对噪声和瞬态数据具有鲁棒性,并且只依赖于对一小部分节点的观测。最后,我们通过考虑非洲的经验植被生态系统,证明了我们的方法在现实世界系统中的适用性。
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引用次数: 0
Nature of Excitons and Their Ligand-Mediated Delocalization in Nickel Dihalide Charge-Transfer Insulators 二卤化镍电荷转移绝缘体中激子的性质及其配位体介导的脱ocalization
IF 12.5 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-07-12 DOI: 10.1103/physrevx.14.031007
Connor A. Occhialini, Yi Tseng, Hebatalla Elnaggar, Qian Song, Mark Blei, Seth Ariel Tongay, Valentina Bisogni, Frank M. F. de Groot, Jonathan Pelliciari, Riccardo Comin
The fundamental optical excitations of correlated transition-metal compounds are typically identified with multielectronic transitions localized at the transition-metal site, such as dd transitions. In this vein, intense interest has surrounded the appearance of sharp, below-band-gap optical transitions, i.e., excitons, within the magnetic phase of correlated Ni2+ van der Waals magnets. The interplay of magnetic and charge-transfer insulating ground states in Ni2+ systems raises intriguing questions on the roles of long-range magnetic order and of metal-ligand charge transfer in the exciton nature, which inspired microscopic descriptions beyond typical dd excitations. Here we study the impact of charge transfer and magnetic order on the excitation spectrum of the nickel dihalides (NiX2, X=Cl, Br, and I) using Ni-L3 edge resonant inelastic x-ray scattering (RIXS). In all compounds, we detect sharp excitations, analogous to the recently reported excitons, and assign them to spin-singlet multiplets of octahedrally coordinated Ni2+ stabilized by intra-atomic Hund’s exchange. Additionally, we demonstrate that these excitons are dispersive using momentum-resolved RIXS. Our data evidence a ligand-mediated multiplet dispersion, which is tuned by the charge-transfer gap and independent of the presence of long-range magnetic order. This reveals the mechanisms governing nonlocal interactions of on-site dd excitations with the surrounding crystal or magnetic structure, in analogy to ground-state superexchange. These measurements thus establish the roles of magnetic order, self-doped ligand holes, and intersite-coupling mechanisms for the properties of dd excitations in charge-transfer insulators.
相关过渡金属化合物的基本光学激发通常与过渡金属位点局部的多电子转变(如 dd 转变)有关。因此,人们对相关 Ni2+ 范德瓦耳斯磁体磁相中出现的尖锐、低于带隙的光学转变(即激子)产生了浓厚的兴趣。Ni2+ 体系中磁性和电荷转移绝缘基态的相互作用引发了关于长程磁序和金属配体电荷转移在激子性质中的作用的有趣问题,这激发了对典型 dd 激发之外的微观描述。在这里,我们利用 Ni-L3 边缘共振非弹性 X 射线散射 (RIXS),研究了电荷转移和磁序对镍二卤化物(NiX2,X=Cl、Br 和 I)激发光谱的影响。在所有化合物中,我们都探测到了类似于最近报道的激子的尖锐激发,并将其归结为八面体配位 Ni2+ 的自旋小卫星多子,通过原子内 Hund's 交换实现稳定。此外,我们还利用动量分辨 RIXS 证明了这些激子具有色散性。我们的数据证明了配体介导的多重子色散,这种色散由电荷转移间隙调节,与长程磁序的存在无关。这揭示了现场 dd 激发与周围晶体或磁性结构的非局部相互作用机制,类似于基态超交换。因此,这些测量结果确立了磁序、自掺杂配体空穴和位间耦合机制在电荷转移绝缘体中 dd 激发特性中的作用。
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引用次数: 0
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Physical Review X
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