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科学与医疗

AI for Science

科学智能、蛋白质、分子、药物、材料、气象、物理和数学 AI。

今日/当前日期收录 226 信号源:cs.LG, q-bio, physics, cond-mat, math, stat.ML
2511.14280 2026-06-19 eess.SY cs.SY math.OC 版本更新 75%

A graph-informed regret metric for optimal distributed control

面向最优分布式控制的图信息遗憾度量

Daniele Martinelli, Andrea Martin, Giancarlo Ferrari-Trecate, Luca Furieri

专题命中 物理仿真 :提出图信息遗憾度量用于分布式控制器优化,电力系统。

AI总结 提出空间遗憾度量,衡量分布式控制器与拥有额外传感信息的先知控制器之间的最坏性能差距,并基于该度量设计分布式控制器,通过凸优化实现有限维近似,在电力系统仿真中有效抑制局部扰动。

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AI中文摘要

我们考虑使用分布式控制器对大规模系统进行最优控制,这些控制器的网络拓扑与子系统之间的耦合图相匹配。在这项工作中,我们引入了空间遗憾,这是一种基于图的度量,用于衡量分布式控制器与能够访问额外传感器信息的先知控制器之间的最坏情况性能差距。先知的图是信息图的用户指定扩展,产生一个基准策略,该策略惩罚那些额外传感会改善性能的扰动。最小化空间遗憾可以产生尊重名义信息图的分布式控制器,这些控制器模仿先知对大规模网络特征扰动(如局部扰动)的响应。我们证明,最小化空间遗憾可以转化为一个具有有限维近似的无限规划。为了扩展到大型网络,我们推导了空间遗憾的上界,该上界可以以分布式方式高效最小化。在电力系统模型上的数值实验表明,与基于经典度量的控制器相比,所得控制器能更有效地抑制局部扰动。

英文摘要

We consider the optimal control of large-scale systems using distributed controllers whose network topology mirrors the coupling graph between subsystems. In this work, we introduce spatial regret, a graph-informed metric measuring the worst-case performance gap between a distributed controller and an oracle with access to additional sensor information. The oracle's graph is a user-specified augmentation of the information graph, yielding a benchmark policy that penalizes disturbances for which additional sensing would improve performance. Minimizing spatial regret yields distributed controllers - respecting the nominal information graph - that emulate the oracle's response to disturbances characteristic of large-scale networks, such as localized perturbations. We show that minimizing spatial regret admits a convex reformulation as an infinite program with a finite-dimensional approximation. To scale to large networks, we derive an upper bound on the spatial regret that can be efficiently minimized in a distributed way. Numerical experiments on power-system models show that the resulting controllers mitigate localized disturbances more effectively than those based on classical metrics.

2606.20490 2026-06-19 cs.MS 新提交 70%

Software package MaRDI Open Interfaces for improved interoperability in numerical optimization

软件包MaRDI开放接口:提升数值优化互操作性

Dmitry I. Kabanov, Stephan Rave, Mario Ohlberger

专题命中 物理仿真 :用于训练物理信息神经网络求解方程

AI总结 提出MaRDI开放接口软件包,通过统一非线性优化接口减少编码与测试工作,并以物理信息神经网络求解粘性Burgers方程为例验证其互操作性。

Comments 15 pages, 1 figure, 1 table, GAMM2026

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AI中文摘要

为了解决计算科学中的互操作性挑战,我们介绍了软件包MaRDI Open Interfaces的最新更新。该软件包旨在减少计算科学家在编写数值求解器绑定以及将实验代码适配到同一问题类型(例如,基准测试哪个求解器更好)的不同求解器接口上所花费的时间和编码/测试工作。通过简化这些任务,该软件包帮助研究人员专注于其计算项目的实际本质。在这里,我们展示了一个最近开发的非线性优化接口,并说明了如何将其应用于优化问题的计算实验。作为此类问题的一个例子,我们考虑了训练物理信息神经网络以预测粘性Burgers方程的解。

英文摘要

To address the challenges of interoperability in computational science, we present the latest updates to the software package MaRDI Open Interfaces. This software package aims to decrease the time and coding/testing efforts spent by computational scientists on tasks such as writing bindings to numerical solvers and adapting experiment codes to the varying interfaces of solvers for the same problem type (e.g., for benchmarking, which solver is better). By streamlining these tasks, this software package helps researchers focus on the actual essence of their computational projects. Here, we demonstrate a recently developed interface for nonlinear optimization and illustrate how it can be applied for computational experiments with optimization problems. As an example of such problem, we consider training of physics-informed neural networks to predict the solutions of viscous Burgers' equation.

2606.20528 2026-06-19 math.DG 新提交 70%

Positive Scalar Curvature Obstructions via Singular Dimension Descent

通过奇异维度下降法的正数量曲率障碍

Yuchen Bi, Jintian ZHu

专题命中 物理仿真 :发展正数量曲率障碍的奇异维度下降法

AI总结 本文发展了Schoen-Yau型奇异维度下降法,用于任意维度的正数量曲率障碍研究,证明了可放大流形上的正数量曲率障碍,并建立了相应的立方宽度不等式和双系统估计。

Comments 51 pages

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AI中文摘要

鉴于正质量定理的共形爆破方法的最新进展,包括He--Shi--Yu、Bi--Hao--He--Shi--Zhu和Brendle--Wang的工作,我们发展了Schoen--Yau型奇异维度下降法,用于任意维度的正数量曲率障碍。我们证明了可放大流形上的正数量曲率障碍,并建立了相应的立方宽度不等式和双系统估计。该方法也适用于可放大的AM--PI空间,当奇异集的Assouad余维数大于\(3-2/n\)时,给出了正数量曲率障碍。

英文摘要

In light of recent advances in conformal blow-up methods for the positive mass theorem, including He--Shi--Yu, Bi--Hao--He--Shi--Zhu, and Brendle--Wang, we develop a Schoen--Yau type singular dimension descent method for positive scalar curvature obstructions in arbitrary dimensions. We prove obstructions to positive scalar curvature on enlargeable manifolds and establish the corresponding cubical width inequalities and two-systole estimates. The method also applies to enlargeable AM--PI spaces, giving a positive scalar curvature obstruction when the singular set has Assouad codimension greater than \(3-2/n\).

2606.20516 2026-06-19 math.DG cs.CG 新提交 70%

Approximation and interactive design with exact 3D elastic curves

精确3D弹性曲线的逼近与交互设计

David Brander, Jens Gravesen, Marc Isern

专题命中 物理仿真 :提出3D弹性曲线逼近与交互设计方法

AI总结 提出一种数值稳定方法,从给定弹性曲线段恢复11参数,实现任意空间曲线段到3D弹性曲线的快速稳定逼近,应用于精确弹性曲线交互设计和机器人热刀切割CAD曲面合理化。

Comments 20 pages

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AI中文摘要

弹性空间曲线是在适当约束下弯曲能量的临界点。等价于球摆方程的解析表示,导致3D弹性曲线段空间的11参数描述。我们给出了一种数值稳定的方法,从给定的弹性曲线段恢复这11个参数。利用这一点,我们提供了一种快速稳定的方法来逼近任意空间曲线段为3D弹性曲线。应用包括精确弹性曲线的交互设计和用于机器人热刀切割的CAD曲面合理化。

英文摘要

An elastic space curve is a critical point of the bending energy subject to appropriate constraints. An analytic representation, equivalent to the spherical pendulum equation, leads to an 11-parameter description of the space of 3D elastic curve segments. We give a numerically stable method for recovering the 11 parameters from a given elastic curve segment. Using this, we give a fast and stable method to approximate an arbitrary space curve segment by a 3D elastica. Applications include interactive design with exact elastic curves and CAD surface rationalization for robotic hot-blade cutting.

2606.20344 2026-06-19 quant-ph cs.DC cs.LG 新提交 70%

Quantum ring all-reduce: communication and privacy advantages for distributed learning

量子环全归约:分布式学习的通信与隐私优势

María Gragera Garcés, Lirandë Pira

发表机构 * University of Edinburgh(爱丁堡大学) Centre for Quantum Technologies(量子技术中心)

专题命中 物理仿真 :量子通信用于分布式学习,量子信息

AI总结 提出量子环全归约协议,利用预共享纠缠和超密编码将每链路在线通信量减半,并通过验证纠缠实现信息论安全的可组合ε-安全聚合,同时获得通信与隐私优势。

Comments 23 pages, 1 figure

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AI中文摘要

机器学习模型已扩展到前所未有的规模,使得跨分布式设备的训练成为该领域的事实标准。在这项工作中,我们探讨量子通信如何使分布式训练在通信效率和信息论隐私方面都更具优势,适用于经典和量子学习模型。环全归约是大规模分布式训练的基础通信原语。我们提出一种量子版本,通过预共享纠缠和超密编码,将每链路在线通信量减少一个可证明最优的因子二,且无需改变学习模型或梯度计算。除了带宽优势,该原语还能实现任何经典协议在信息论上不可能实现的隐私保证,通过验证纠缠以GHZ副本的2倍开销实现可组合的ε-安全聚合。我们的混合量子-经典通信架构为大规模分布式训练同时带来通信和安全优势,无论学习本身是量子还是经典。最后,我们描述了在带宽约束下服务器到客户端通信中梯度冲突检测的量子优势,该设置出现在环全归约完成后,当完整梯度广播到外部客户端不可行时。该问题的两个变体呈现出不同的分离。对于基于间隔的对齐测试(\textsc{GapIP}_{\tau}),量子优势在间隔参数上是二次的:\widetilde{O}({\tau}^{-1}\log P) 量子比特对比 \widetilde{O}(\min(\{\tau}^{-2},P)) 比特。对于针对私有参数匹配的符号一致性审计(\textsc{TieAudit}_{\epsilon}),优势表现为通信复杂度的指数级分离:\Omega(\sqrt{P}) 比特,而 O({\epsilon}^{-2}\log P) 量子比特就足够了。

英文摘要

Machine learning models have scaled to unprecedented sizes, making training across distributed devices the de facto standard in the field. In this work, we explore how quantum communications can make distributed training both more communication-efficient and information-theoretically private, for both classical and quantum learning models. Ring all-reduce is the foundational communication primitive for large-scale distributed training. We present a quantum version that reduces per-link online communication by a provably optimal factor of two using pre-shared entanglement and superdense coding, without requiring the learning model or gradient computation to change. Beyond bandwidth, the primitive enables privacy guarantees that are information-theoretically impossible for any classical protocol, achieving composable ε-secure aggregation, via verified entanglement, at a 2x overhead in GHZ copies. Our hybrid quantum-classical communication architecture yields simultaneous communication and security advantages for large scale distributed training, regardless of whether the learning itself is quantum or classical. Finally, we characterise quantum advantages in gradient conflict detection for server-to-client communication under bandwidth constraints, a setting that arises after ring all-reduce is completed, when full gradient broadcast to external clients is infeasible. Two variants of the problem admit different separations. For margin-based alignment testing (\textsc{GapIP}_τ), the quantum advantage is quadratic in the margin parameter: \widetilde{O}(τ^{-1}\log P) qubits versus \widetilde{O}(\min(\τ^{-2},P)) bits. For sign-consistency auditing against a private parameter matching (\textsc{TieAudit}_ε), the advantage represents an exponential separation in communication complexity: Ω(\sqrt{P}) bits whereas O(ε^{-2}\log P) qubits suffice.

2606.19674 2026-06-19 cs.ET physics.optics 新提交 70%

Design Considerations for Phase Modulation in Testable Photonic Systems and Co-packaged Optics

可测试光子系统和共封装光学中相位调制的设计考虑

Pratishtha Agnihotri, Priyank Kalla, Steve Blair

专题命中 物理仿真 :硅光子相位调制设计,光子学

AI总结 本文比较了硅光子集成电路中热致相位调制和载流子电调制在Mach-Zehnder和微环调制器中的性能,分析了消光比、调谐效率、功耗和调制带宽等关键权衡,为可测试光子系统的相位调制策略选择提供设计指导。

Comments This article is a part of the PhD thesis dissertation published in 2025 (https://www.proquest.com/openview/5b04e74f2008099c8c2ee9975f26482f/1?pq-origsite=gscholar&cbl=18750&diss=y)

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AI中文摘要

随着硅光子集成电路(PIC)复杂度的增加,测试和校准越来越依赖于有效的相位调制机制。本文比较了Mach-Zehnder和微环调制器中的热致相位调制和基于载流子的电调制。这些器件在消光比、调谐效率、功耗和调制带宽方面进行了设计和评估。研究确定了调制速度、能量消耗和调谐可控性之间的关键权衡,这些权衡直接影响这些方法在测试信号生成和校准任务中的适用性。结果突出了热调制和电调制在不同工作区域中的相对优势和局限性。这些发现为在具有集成测试和校准需求的可扩展硅光子系统中选择相位调制策略提供了实用的设计指导。

英文摘要

As silicon photonic integrated circuits (PICs) scale in complexity, testing and calibration increasingly depend on effective phase modulation mechanisms. This work compares thermally induced phase modulation and carrier-based electrical modulation in Mach-Zehnder and microring modulators. The devices are designed and evaluated for extinction ratio, tuning efficiency, power consumption, and modulation bandwidth. The study identifies key trade-offs among modulation speed, energy consumption, and tuning controllability that directly influence the suitability of these methods for test signal generation and calibration tasks. The results highlight the relative advantages and limitations of thermal and electrical approaches across different operating regimes. These findings provide practical design guidance for selecting phase modulation strategies in scalable silicon photonic systems with integrated test and calibration requirements.

2606.19976 2026-06-19 physics.optics 新提交 70%

A 3D passive ring gyroscope for seismology

用于地震学的三维被动环形陀螺仪

Thomas Gereons, Jannik Zenner, Thorsten Groh, Simon Stellmer

专题命中 物理仿真 :环形陀螺仪地震学应用,物理仪器

AI总结 本文提出一种可移动的三维自由空间被动环形陀螺仪原型,在微弧度/秒/√Hz量级达到三轴灵敏度,并通过重建模拟地震事件的旋转分量验证了传感器性能。

Comments 8 pages, 3 figures

Journal ref Measurement Science and Technology (2026)

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AI中文摘要

在地震学及相关领域,测量所有三个空间维度的旋转对于补充平动观测至关重要。获取全部六个自由度可以完全重建地震波场,并提高对地震事件中复杂地面运动的理解。在这方面,大型有源环形激光系统形式的萨格纳克干涉仪已展现出卓越的性能。所谓的被动环形陀螺仪有潜力绕过有源环形激光器的一些局限性,并可能成为现有传感器技术的有前途的补充。在此,我们展示了一种可移动的三维自由空间被动环形陀螺仪原型,在所有空间维度上达到了微弧度/秒/√Hz量级的灵敏度。我们通过重建模拟地震事件的旋转分量来演示传感器性能。

英文摘要

In seismology and related fields, the measurement of rotation in all three spatial dimensions is essential to complement the observation of translations. Access to all six degrees of freedom allows for full reconstruction of seismic wavefields and improves the understanding of complex ground motion during seismic events. In this regard, Sagnac interferometers in the form of large active ring laser systems have demonstrated remarkable performance. So-called passive ring gyroscopes offer the potential to bypass some of the limitations of active ring lasers and could represent a promising complement to existing sensor technology. Here, we present a prototype of a transportable three dimensional free-space passive ring gyroscope, reaching a sensitivity in the micro rad/s/sqrt(Hz) regime in all spatial dimensions. We demonstrate the sensor performance by reconstructing the rotational components of a simulated seismic event.

2606.19884 2026-06-19 physics.flu-dyn physics.chem-ph 新提交 70%

Extraction of slip velocity in NEMD Couette flow systems using frictional dissipation

基于摩擦耗散提取NEMD Couette流系统中的滑移速度

Hiroki Kusudo, Yasutaka Yamaguchi, Gota Kikugawa

专题命中 物理仿真 :分子动力学滑移速度提取,流体仿真

AI总结 针对非平衡分子动力学模拟中滑移速度定义模糊的问题,提出基于固液界面摩擦耗散的热力学定义,避免微观尺度任意性。

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AI中文摘要

固液界面处的速度滑移在纳米尺度流体输运中起关键作用,固液摩擦系数因指示滑移程度而被广泛研究。由于该现象的尺度,分子动力学模拟通常采用两种主要方法:平衡MD中的Green-Kubo积分法,以及剪切下非平衡MD系统中摩擦力和滑移速度的直接计算。对于后者,由于微观尺度边界非零厚度,缺乏滑移速度的严格定义,通常使用第一吸附层的平均速度或通过外推/插值得到的边界速度。在本研究中,我们基于两个不同尺度的热力学视角提出滑移速度的替代描述:在宏观尺度,摩擦热定义为摩擦力与滑移速度的乘积;而在微观尺度,它可以表示为流体与固体相互作用的功之和。通过结合这两个不同尺度,我们基于剪切下固液界面引起的耗散定义了滑移速度,避免了微观尺度下滑移速度的任意性。

英文摘要

Velocity slip at the solid--fluid (SF) interface plays a key role in fluid transport at the nanoscale, and the SF friction coefficient has been extensively studied because it indicates the degree of slippage. Owing to the scale of this phenomenon, molecular dynamics (MD) simulations are commonly employed using two major approaches: the Green-Kubo integral method in equilibrium MD (EMD), and the direct calculation of friction force and slip velocity in non-equilibrium MD (NEMD) systems under shear. Regarding the latter, a strict definition of the slip velocity is missing due to the nonzero thickness of the boundary at the microscale, and the average velocity of the first adsorption layer or the velocity at the boundary obtained by extrapolation or interpolation is often used. In this study, we propose an alternative description of the slip velocity based on a thermal perspective from the two different scales, i.e., at the macroscale, frictional heat is defined as the product of the friction force and slip velocity, whereas at the microscale, it can be expressed as the sum of the works exerted on the fluid and solid by each other. By combining the two different scales, we defined the slip velocity based on the dissipation induced at the SF interface under shear, which avoids the arbitrariness in the slip velocity at the microscale.

2606.19731 2026-06-19 physics.flu-dyn 新提交 70%

Forcing-informed resolvent analysis: Identification of input-output relations in self-sustained flows

基于强迫信息的可解分析:自持流动中输入-输出关系的识别

Yuta Iwatani, Kunihiko Taira, Soshi Kawai

专题命中 物理仿真 :自持流动输入输出分析,属于流体物理仿真

AI总结 提出强迫信息可解分析框架,利用非线性项时空结构构建可解算子,从模拟数据提取输入输出子空间基,识别自持流动中的增益和模态对,并通过非线性能量传递图揭示自持机制。

Comments 31pages, 19 pdf figures

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AI中文摘要

我们提出了一个基于强迫信息的可解分析框架,用于识别统计平稳自持非定常流动的输入-输出关系。该方法的核心思想是告知可解算子关于非线性项的时空结构,这些非线性项相对于平均流充当外源强迫。为了构建基于强迫信息的可解算子,我们从模拟数据中估计由强迫快照张成的输入子空间的基向量,以及输出子空间的基向量。提取的基于强迫信息的响应和强迫模态分别通过输出和输入子空间的估计基表示,并且基于强迫信息的可解算子的奇异值对应于实际输出幅度。这些性质确保提取的模态与实际自持流场一致。此外,强迫快照可用于构建线性算子,从而实现完全数据驱动的基于强迫信息的可解分析。所提出的框架使用Stuart-Landau振荡器进行验证,并针对二维圆柱尾流和三维过渡边界层进行演示。我们成功识别了增益以及相应的强迫和响应模态对,即使在非线性放大机制至关重要的频率下也是如此。此外,利用线性算子的时间平均能量放大/衰减与非线性强迫之间的平衡,我们引入了一个非线性能量传递图,该图识别了提取的强迫模态注入或移除脉动能量的空间域,从而为自持机制提供了关键的物理洞察。

英文摘要

We present a forcing-informed (FI) resolvent analysis framework to identify input-output relations for statistically stationary self-sustained unsteady flows. The central idea of this method is to inform the resolvent operator about the spatiotemporal structures of the nonlinear terms that act as exogenous forcing with respect to the mean flow. To construct the FI resolvent operator, we estimate the basis vectors for the input subspace spanned by forcing snapshots and, similarly, for the output subspace, from simulation data. The extracted FI response and forcing modes are expressed through the estimated bases of the output and input subspaces, respectively, and the singular values of the FI resolvent operator correspond to the actual output amplitudes. These properties ensure that the extracted modes are consistent with the actual self-sustained flow fields. Additionally, the forcing snapshots can be used to construct the linear operator, enabling a fully data-driven FI resolvent analysis. The proposed framework is validated using the Stuart-Landau oscillator and demonstrated for a two-dimensional cylinder wake and a three-dimensional transitional boundary layer. We successfully identify the gains and the corresponding pairs of forcing and response modes, even at frequencies where the nonlinear amplification mechanism is crucial. Furthermore, leveraging the balance between the time-averaged energy amplification/attenuation by the linear operator and nonlinear forcing, we introduce a nonlinear energy transfer map that identifies the spatial domains where the extracted forcing mode injects or removes fluctuation energy, thereby providing key physical insight into the self-sustaining mechanisms.

2606.20066 2026-06-19 hep-th 新提交 70%

Quantization of Brane-Skyrmions via Physics-Informed Neural Networks

基于物理信息神经网络的膜-斯格明子量子化

Jose A. R. Cembranos, Alberto García Martín-Caro, Sergio S. Rentero

专题命中 物理仿真 :用物理信息神经网络求解拓扑孤子量子化

AI总结 通过量子化膜-斯格明子的自旋集体坐标,结合物理信息神经网络求解哈密顿量,研究膜世界拓扑孤子的正则量子化及其在强子谱描述中的应用。

Comments 14 pages, 3 figures

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AI中文摘要

在这项工作中,我们研究了膜世界场景中出现的拓扑孤子的正则量子化。特别地,我们关注膜-斯格明子,即类似于标准斯格明子的拓扑场构型,它们作为由诱导曲率项补充的狄拉克-南部-后藤作用的解而出现。通过量子化膜-斯格明子的(同位)旋集体坐标,我们得到一个哈密顿量,我们通过$J^2$的幂次展开进行微扰求解,这与标准斯格明子模型不同。此外,我们采用物理信息神经网络(PINN)来确定使能量最小化的孤子轮廓,并一致地纳入来自量子化自旋自由度的反作用。最后,我们讨论了该框架在描述强子谱方面的潜在应用。我们的结果既突出了膜缺陷模型的理论潜力,也突出了神经网络方法在理论物理学中日益增长的作用。

英文摘要

In this work, we investigate the canonical quantization of topological solitons appearing in braneworld scenarios. In particular, we focus on Brane-Skyrmions, topological field configurations analogous to standard Skyrmions, which emerge as solutions of the Dirac-Nambu-Goto action supplemented by an induced curvature term. By quantizing the (iso)spin collective coordinates of the Brane-Skyrmion, we obtain a Hamiltonian that we solve perturbatively via an expansion in powers of $J^2$, in contrast to the standard Skyrme model. Furthermore, we implement a Physics-Informed Neural Network (PINN) to determine the soliton profile that minimizes the energy, consistently incorporating the backreaction from the quantized spin degrees of freedom. We conclude with a discussion of the potential applications of this framework to the description of hadronic spectra. Our results highlight both the theoretical potential of brane-defect models and the growing role of neural network methods in theoretical physics.

2606.20284 2026-06-19 gr-qc astro-ph.HE hep-th math-ph math.MP 新提交 70%

Constitutive birefringence and critical curves in the rotating García--Díaz black hole

旋转 García-Díaz 黑洞中的本征双折射与临界曲线

Ariel Guzmán, Mohsen Fathi, J. R. Villanueva

专题命中 物理仿真 :旋转黑洞中电磁传播双折射研究

AI总结 研究旋转 García-Díaz 黑洞中高频电磁传播,通过 Fresnel 问题得到两个光学度量,对应双折射临界曲线 Γ+ 和 Γ-,量化了非线性本构响应引起的分裂。

Comments 26 pages, 2 figures, 3 tables

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AI中文摘要

我们研究了爱因斯坦引力与 NLED 耦合的旋转 García-Díaz 解中的高频电磁传播。在该系统中,光不仅由时空度量的零锥决定,因为 NLED 场也充当光学介质,其本构响应决定了物理光学锥。从混合电磁势出发,我们将场 $F$ 和激发 $P$ 投影到主 tetrad 上,并得到对齐标量 $E$, $B$, $D$ 和 $H$。这些标量使我们能够重建与 Maxwell 理论通过映射 $(D,B)\mapsto(E,H)$ 相连的正则局部本构分支。然后我们将得到的响应矩阵插入 Fresnel 特征问题。在考虑的微扰阶数下,Fresnel 四次式分解为两个二次分支,每个分支定义了一个有效光学度量。两个光学度量都允许 Hamilton-Jacobi 方程的 Carter 型分离,并拥有各自的径向和角向势、临界常数和不稳定临界族。通过将这些族投影到有限距离观测者的天球上,我们得到两个临界轮廓 $\Gamma_+$ 和 $\Gamma_-$,它们在 Maxwell 极限下重合,并在非线性本构响应激活时分裂。我们通过最大角分离、相对直径偏移和归一化双折射宽度来量化这种双折射分裂。对非线性耦合、自旋和观测者倾角的数值扫描表明,分裂由本构响应产生,被旋转重新分布,并在微扰域内局部投影变化下保持稳定。这提供了局部 NLED 响应与观测者屏幕上偏振依赖的临界结构之间的直接几何联系。

英文摘要

We study high-frequency electromagnetic propagation in the rotating García--Díaz solution of Einstein gravity coupled to NLED. In this system, light is not governed only by the null cone of the spacetime metric, because the NLED field also behaves as an optical medium whose constitutive response determines the physical optical cones. Starting from the mixed electromagnetic potentials, we project the field $F$ and the excitation $P$ on a principal tetrad and obtain the aligned scalars $E$, $B$, $D$ and $H$. These scalars allow us to reconstruct the regular local constitutive branch connected with Maxwell theory through the map $(D,B)\mapsto(E,H)$. We then insert the resulting response matrix into the Fresnel characteristic problem. At the perturbative order considered here, the Fresnel quartic factorizes into two quadratic branches, each defining an effective optical metric. Both optical metrics admit Carter-type separation of the Hamilton--Jacobi equation and possess their own radial and angular potentials, critical constants and unstable critical families. By projecting these families onto the celestial sphere of a finite-distance observer, we obtain two critical contours, $Γ_+$ and $Γ_-$, which coincide in the Maxwell limit and split when the nonlinear constitutive response is active. We quantify this birefringent splitting through the maximum angular separation, the relative diameter shift and the normalized birefringent width. Numerical scans over the nonlinear coupling, spin and observer inclination show that the splitting is generated by the constitutive response, redistributed by rotation and stable under local projection changes within the perturbative domain. This provides a direct geometrical link between the local NLED response and a polarization-dependent critical structure on the observer screen.

2606.20019 2026-06-19 astro-ph.SR math-ph math.MP physics.plasm-ph 新提交 70%

Once more: Leaky MHD waves in coronal magnetic flux tubes

再论:日冕磁通量管中的泄漏磁流体动力学波

Hans Goedbloed, Rony Keppens

专题命中 物理仿真 :日冕磁通量管泄漏MHD波分析

AI总结 通过比较日冕磁通量管中的泄漏MHD波与介质中的泄漏电磁波,指出后者可称为准正态模,而前者因磁通量守恒无法正则化,因此不能系统应用于日冕地震学。

Comments accepted for JPP, to appear

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AI中文摘要

通过详细比较日冕磁通量管中的泄漏磁流体动力学波与介质中的泄漏电磁波,表明后者可称为准正态模,因为它们可以通过一种系统截断外部均匀区域贡献的正则化方法进行正则化,而前者由于磁通量守恒,这种可能性被禁止。因此,泄漏磁流体动力学波不能系统应用于日冕地震学,即通过比较谱与观测谱来确定场不同平衡分布的反谱问题。

英文摘要

By a detailed comparison of leaky magnetohydrodynamic waves in coronal magnetic flux tubes with leaky electromagnetic waves in dielectric media it is shown that the latter kind may be called quasi-normal modes, since they can be regularised by a normalisation which systematically cuts off the contribution of the external homogeneous region, whereas such a possibility is forbidden for the former kind by the conservation of magnetic flux. Consequently, leaky magnetohydrodynamic waves cannot be systematically applied to coronal seismology, i.e. to the inverse spectral problem of determining the different equilibrium distributions of the fields by comparing the spectra they produce with the observed ones.

2606.17105 2026-06-19 physics.pop-ph astro-ph.IM gr-qc 新提交 70%

Mass Extinctions by Gravitational Tides

引力潮汐导致的大灭绝

Daniele Fargion

专题命中 物理仿真 :提出引力潮汐导致生物大灭绝的假说

AI总结 本文提出外太阳系天体受引力扰动进入内太阳系,其近地飞越产生的潮汐效应(巨浪、火山、海退等)可能解释了6亿年来多次生物大灭绝,并推测类似事件在地球早期更频繁。

Comments 22 pages, 16 figures, Multi-frequency Behaviour of High Energy Cosmic Sources - XV (MULTIF 2025) 9-14 June, 2025, Mondello, Palermo, Italy

Journal ref PoS(MULTIF2025)009

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AI中文摘要

过去和最近的观测表明,外太阳系可能存在许多行星质量或矮行星天体。引力扰动偶尔会将其中一些带入内太阳系。早期地球与一个火星大小的天体之间的罕见碰撞通常被用来解释月球的形成。比直接撞击更可能的是类似天体的擦边或近地飞越。这样的经过可能留下了强烈的潮汐特征:巨浪、大型火山喷发、海退、连贯的流星雨和重大的气候扰动。这些机制可能在过去6亿年间促成了几次主要的生物大灭绝,正如地质记录中特殊的相关性所暗示的那样。类似事件可能在地球早期历史上发生过多次。在过去的40亿年里,小行星被大行星特别是太阳吸积也可能发生了更多次。可能对行星和地球的温度变化产生了额外的影响。

英文摘要

Past and recent observations suggest that many planetary mass or dwarf planet objects may exist in the outer Solar System. Gravitational perturbations may occasionally bring some of them into the inner Solar System. The early, rare collision between the early Earth and a Mars sized body is generally invoked to explain the formation of the Moon. More probable than a direct impact, are grazing or near Earth flybys of similar objects. Such passages may have left strong tidal signatures: giant waves, large volcanic episodes, sea regressions, coherent meteor showers, and major climatic perturbations. These mechanisms could have contributed to several major biological mass extinctions over the past $600$ million years, as suggested by peculiar correlations in the geological record. Similar events may have occurred several times during the earlier history of Earth. Accretion of mini planets by largest planets and in particular by the Sun may also have occurred many more times over the last four billion years. Possibly producing additional temperature variations on planets and Earth.

2606.16760 2026-06-19 math.CV math.CA 新提交 70%

On the Bloch and $\mathcal Q_p$--Carleson measure problems

关于Bloch-Carleson测度问题

Bingyang Hu, Xiaojing Zhou

专题命中 物理仿真 :研究Bloch-Carleson测度问题

AI总结 本文通过二进容量条件完整刻画了单位圆盘上的Bloch-Carleson测度,给出了嵌入有界性与紧性的特征,证明基于Bergman投影表示与核算子的二进离散化。

Comments 30 pages, 1 figure. Add a new section on the Qp Carleson measure problem. Comments welcome!

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AI中文摘要

在本文中,我们给出了单位圆盘上Bloch-Carleson测度的完整刻画。更精确地说,对于$\mathbb D$上的有限正Borel测度$\mu$,我们根据与$\mu$相关的二进容量条件,刻画了嵌入$$ \operatorname{id}:\mathcal B \longrightarrow L^2(\mu) $$的有界性和紧性。证明基于Bloch函数的Bergman投影表示以及相应核算子的二进离散化。这项工作进一步发展了我们在$\mathcal Q_p$空间上复合算子的近期工作中引入的二进方法,但处于不同的设定,其中嵌入涉及从导数信息恢复函数值。

英文摘要

In this paper, we study the Bloch and $\mathcal Q_p$--Carleson measure problems on the unit disc $\mathbb D$. In the Bloch case, for a positive Borel measure $μ$ on $\mathbb D$, we give a complete characterization of the boundedness and compactness of the embedding $$ \operatorname{id}:\mathcal B \longrightarrow L^2(μ) $$ in terms of the Bloch capacity $\mathfrak B_{\mathcal R}(μ)$ associated with an admissible dyadic resolution $\mathcal R$ of $\mathbb D$. The proof is based on the Bergman projection representation of Bloch functions, conditional expectations on admissible dyadic resolutions, and a finite-dimensional semidefinite programming argument. We also adapt this dyadic framework to the more general $\mathcal Q_p$--Carleson measure problem and obtain a corresponding complete boundedness and compactness characterization for $$ \operatorname{id}:\mathcal Q_p \longrightarrow L^2(μ), \qquad 0<p\le1. $$ This work further develops the dyadic approach introduced in our recent work on composition operators on $\mathcal Q_p$ spaces, but in a different setting where the embedding involves recovering function values from derivative information.

2606.13481 2026-06-19 math.OC 新提交 70%

Towards a Control interpretation of Quantum Advantage

走向量子优势的控制解释

Dario Pighin

专题命中 物理仿真 :量子优势的控制论解释

AI总结 提出控制论框架解释量子优势,通过双线性受控薛定谔方程将量子计算转化为算子可控性问题,并证明量子傅里叶变换和最大独立集问题的可控性及时间上界。

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AI中文摘要

我们开发了一个控制论框架来理解量子优势(QA),提供了一条系统化的途径来刻画量子优势何时以及如何产生。双线性受控薛定谔方程是共同主线:目标量子计算被重新表述为特殊酉群 $SU(N)$ 上的算子可控性问题,而量子优势则与相关最小时间函数的 $n$ 的多项式上界相关联。我们在两个典型问题上说明了该框架:a) 超导数字量子处理器(如 IBM 的 ibm_brisbane)上的量子傅里叶变换(QFT),通过李代数论证证明了算子可控性,并利用门串联引理结合标准 QFT 电路分解推导出最小时间的 $O(n^2)$ 上界;b) 中性原子模拟量子处理器(如 Pasqal 的硬件)上的最大独立集(MIS)问题,将里德伯封锁哈密顿量分析为双线性控制系统,并将量子近似优化算法(QAOA)重新表述为连续时间最优控制问题。通过可控性结果,我们展示了该问题如何在 Pasqal 量子计算机上求解,并引入了基于控制的 MIS 量子优势定义。最后,我们概述了几个开放问题,为控制理论与量子计算交叉领域的未来研究指明了方向。

英文摘要

We develop a control-theoretic framework for understanding Quantum Advantage (QA), providing a systematic route to characterize when and how QA can arise. The bilinear controlled Schrödinger equation is the common thread: the target quantum computation is recast as an operator controllability problem on the special unitary group $SU(N)$, and QA is identified with a polynomial-in-$n$ upper bound on the associated minimal-time function. We illustrate the framework on two paradigmatic problems: a) the Quantum Fourier Transform (QFT) on superconducting digital quantum processors (such as IBM's ibm_brisbane), for which we prove operator controllability by a Lie-algebraic argument and derive an $O(n^2)$ upper bound on the minimal time via a gate-concatenation lemma combined with the standard QFT circuit decomposition; b) the Maximum Independent Set (MIS) problem on neutral-atom analog quantum processors (such as Pasqal's hardware), for which we analyze the Rydberg-blockade Hamiltonian as a bilinear control system and reformulate the Quantum Approximate Optimization Algorithm (QAOA) as a continuous-time optimal control problem. By a controllability result, we show how the problem can be solved on Pasqal Quantum Computers and we introduce a control-based definition of Quantum Advantage for MIS. We conclude by outlining several open problems that chart directions for future research at the intersection of Control Theory and Quantum Computing.

2606.01505 2026-06-19 math.OC 版本更新 70%

Inexactly Smooth Performance Estimation and New Optimized Gradient Methods

非精确光滑性能估计与新的优化梯度方法

Aaron Zoll, Benjamin Grimmer

专题命中 物理仿真 :提出非精确光滑函数优化方法,可用于科学计算。

AI总结 针对非精确光滑凸函数类,提出插值定理并利用性能估计问题(PEP)分析一阶方法,进而设计出最优或最优已知的梯度方法。

Comments 29 pages, 3 figures

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AI中文摘要

我们考虑一类广义的“非精确光滑”凸函数,提供了一个通用模型,将$L$-光滑、$M$-Lipschitz和Hölder光滑函数及其任意组合作为特例。这类函数具有与光滑函数密切相关的微积分性质。我们的主要结果为非精确光滑函数提供了插值定理,这些定理在适度的通用常数范围内是必要且充分的。这使得通过求解凸性能估计问题(PEP)可以分析任何非精确光滑凸问题类的一阶方法。此外,这些结果使得Drori和Taylor的构造性算法设计方法得以扩展。由此,我们推导出针对$(β,0)$-Hölder光滑问题的精确极小极大最优方法,针对任何$(β,p)$-Hölder光滑凸最小化问题具有已知最佳收敛保证(常数范围内)的方法,以及针对任何非精确光滑凸问题的一种新的通用快速回溯方法。

英文摘要

We consider a general class of ``inexactly smooth'' convex functions, providing a universal model capturing as special cases $L$-smooth, $M$-Lipschitz, and Hölder smooth functions, and any combination thereof. Such functions possess a calculus closely following that of smooth functions. Our main results provide inexactly smooth functions with interpolation theorems that are necessary and sufficient up to modest universal constants. These enable analysis of first-order methods for any inexactly smooth convex problem class via solving convex Performance Estimation Problems (PEPs). Further, these enable the extension of Drori and Taylor's constructive approach to algorithm design. From this, we derive an exactly minimax optimal method for $(β,0)$-Hölder smooth problems, methods with the best-known convergence guarantees up to constants for any $(β,p)$-Hölder smooth convex minimization, and a new universal fast backtracking method for any inexactly smooth convex problem.

2605.28393 2026-06-19 math.NT 版本更新 70%

Transformation Formulae and Applications for Double Lambert Series

双Lambert级数的变换公式及其应用

Rong Chen, Tianjian Xu

专题命中 物理仿真 :研究双Lambert级数变换,属于数学。

AI总结 本文研究一类双Lambert级数,建立了若干恒等式和变换关系,用于将双Lambert级数化为单Lambert级数,并应用于证明Andrews等人及Amdeberhan等人的猜想,同时给出Amdeberhan等人结果的新证明。

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AI中文摘要

本文研究了一类双Lambert级数,并建立了它们的若干恒等式和变换关系。这些公式为将某些双Lambert级数化为单Lambert级数提供了有用的工具。作为应用,我们推导了与Andrews、Dixit、Schultz和Yee以及Amdeberhan、Andrews和Ballantine近期猜想相关的恒等式。我们还提出了Amdeberhan、Andrews和Ballantine的一个结果的新证明。

英文摘要

In this paper, we study a class of double Lambert series and establish several identities and transformation relations for them. These formulae provide useful tools for reducing certain double Lambert series to single Lambert series. As applications, we derive identities related to recent conjectures of Andrews, Dixit, Schultz, and Yee, and of Amdeberhan, Andrews, and Ballantine. We also propose a new proof of a result of Amdeberhan, Andrews, and Ballantine.

2604.22449 2026-06-19 math.DG 版本更新 70%

Discrete Einstein metrics on trees

树上的离散爱因斯坦度量

Shuliang Bai, Haoxuan Cheng, Bobo Hua

专题命中 物理仿真 :树上离散爱因斯坦度量研究

AI总结 利用 Perron-Frobenius 理论,证明了在 Lin-Lu-Yau Ricci 曲率下树上离散爱因斯坦度量的存在唯一性,并给出了相关 Ricci 矩阵最大特征值的尖锐上界,同时揭示了正曲率爱因斯坦度量蕴含树为毛虫树以及边权径向单调递减的结构性质。

Comments 27 pages

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AI中文摘要

我们利用 Perron-Frobenius 理论,建立了在 Lin-Lu-Yau Ricci 曲率下树上离散爱因斯坦度量的存在唯一性。我们给出了相关 Ricci 矩阵最大特征值关于最大度的尖锐上界。转向结构性质,值得注意的是,正曲率爱因斯坦度量的存在蕴含该树必须是毛虫树。此外,这些度量表现出径向单调性,边权从最大边向外严格递减。

英文摘要

We establish the existence and uniqueness of discrete Einstein metrics on trees under Lin-Lu-Yau Ricci curvature using Perron-Frobenius theory. We establish a sharp upper bound for the largest eigenvalue of the associated Ricci matrix in terms of the maximum degree. Turning to structural properties, notably, the existence of a positive-curvature Einstein metric implies the tree must be a caterpillar. Furthermore, these metrics exhibit radial monotonicity, with edge weights decreasing strictly away from the maximal edge.

2605.22730 2026-06-19 math.CO 版本更新 70%

Path-Minimality of $p$-Energy for Connected Graphs

$p$-能量的路径极小性对于连通图

Yinchen Liu, Quanyu Tang

专题命中 物理仿真 :图p-能量极小性证明

AI总结 本文研究了连通图的$p$-能量的路径极小性问题,证明了对于$p\geq2$,路径图$P_n$在$p$-能量上是最小的,并且对于$p>2$,当且仅当图与路径图同构时取等号,从而解决了Nikiforov提出的两个问题。

Comments 65 pages, 2 figures. Applications have been moved to a separate companion paper, which will appear shortly

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AI中文摘要

设$G$是一个有$n$个顶点的简单连通图,令$\lambda_1(G),\lambda_2(G),\ldots,\lambda_n(G)$为其邻接矩阵$A(G)$的特征值。对于$p>0$,定义$G$的$p$-能量为$\mathcal E_p(G)=\sum_{i=1}^n |\lambda_i(G)|^p$。我们证明,对于每一个实数$p\geq2$和每一个有$n$个顶点的简单连通图$G$,有$\mathcal E_p(G)\geq\mathcal E_p(P_n)$,其中$P_n$表示有$n$个顶点的路径图。此外,对于每个固定的$p>2$,当且仅当$G\cong P_n$时取等号。结合已知的星形极小性结果,这完成了Nikiforov提出的两个问题的解答。证明结合了两种不同的比较原理。对于$2<p<4$,我们使用二分图的还原、分数幂的 Mellin 表示以及涉及匹配生成多项式和树转移的行列式比较。对于$p\geq4$,我们证明了二分图平方奇异值的二次止损比较,该比较通过秩一谱移估计、删除极小反例和终端稀疏太阳配置的有限认证分析来建立。作为应用,我们获得了正$p$-能量在若干情况下的路径极小性结果,以及拉普拉斯矩阵和无向拉普拉斯矩阵幂和及相关指标的结果。

英文摘要

Let $G$ be a simple connected graph on $n$ vertices, and let $λ_1(G),λ_2(G),\ldots,λ_n(G)$ be the eigenvalues of its adjacency matrix $A(G)$. For $p>0$, define the $p$-energy of $G$ by $\mathcal E_p(G)=\sum_{i=1}^n |λ_i(G)|^p$. We prove that, for every real number $p\ge 2$ and every simple connected graph $G$ on $n$ vertices, $$ \mathcal E_p(G)\ge \mathcal E_p(P_n), $$ where $P_n$ denotes the path on $n$ vertices. Moreover, for each fixed $p>2$, equality holds if and only if $G\cong P_n$. Together with the previously known star-minimality results, this completes the solution of two questions of Nikiforov. The proof combines two different comparison principles. For $2<p<4$, we use a bipartite reduction, a Mellin representation of fractional powers, and a determinant comparison involving matching generating polynomials and tree shifts. For $p\ge4$, we prove a second-order stop-loss comparison for the squared singular values of bipartite graphs. This comparison is established by rank-one spectral-shift estimates, deletion-minimal counterexamples, and a finite certified analysis of the terminal sparse-sun configurations.

2603.19895 2026-06-19 eess.SY cs.SY math.CV math.DG math.DS 版本更新 70%

Complex Frequency as Generalized Eigenvalue

复频率作为广义特征值

Nikolas Sofos, Federico Milano

专题命中 物理仿真 :复频率作为广义特征值研究

AI总结 本文研究了复频率在描述线性时不变系统状态时作为特征值的广义形式,通过几何频率的定义和分解,展示了复频率在二维欧几里得平面中的应用,并证明了线性系统中复频率与特征值的等价性,同时指出非线性系统不具有这一等价性。

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AI中文摘要

本文证明了复频率的概念,最初用于描述复值信号的动力学,当应用于线性时不变(LTI)系统的状态时,构成了特征值的广义形式。从几何频率的定义出发,该定义为电路中的频率提供了几何解释,并自然分解为对称和反称成分,分别对应于幅度变化和旋转运动。我们展示复频率作为其在二维欧几里得平面上的限制。对于LTI系统,证明了通过非等距变换计算的系统状态的复频率与原系统的特征值一致。该等价性在任何阶数的可对角化系统中均成立。本文提供了一个统一的几何解释,将经典线性系统理论与曲线微分几何联系起来。同时指出,这种等价性一般不适用于非线性系统。另一方面,系统的几何频率总能被定义,从而为系统流提供几何解释。基于线性和非线性电路的多种示例展示了所提出的框架。

英文摘要

This paper shows that the concept of complex frequency, originally introduced to characterize the dynamics of signals with complex values, constitutes a generalization of eigenvalues when applied to the states of linear time-invariant (LTI) systems. Starting from the definition of geometric frequency, which provides a geometrical interpretation of frequency in electric circuits that admits a natural decomposition into symmetric and antisymmetric components associated with amplitude variation and rotational motion, respectively, we show that complex frequency arises as its restriction to the two-dimensional Euclidean plane. For LTI systems, it is shown that the complex frequencies computed from the system's states subject to a non-isometric transformation, coincide with the original system's eigenvalues. This equivalence is demonstrated for diagonalizable systems of any order. The paper provides a unified geometric interpretation of eigenvalues, bridging classical linear system theory with differential geometry of curves. The paper also highlights that this equivalence does not generally hold for nonlinear systems. On the other hand, the geometric frequency of the system can always be defined, providing a geometrical interpretation of the system flow. A variety of examples based on linear and nonlinear circuits illustrate the proposed framework.

2605.20541 2026-06-19 math.ST math.PR stat.TH 版本更新 70%

Finite-Sample Bounds for Expected Signature Estimation under Weak Dependence

有限样本下弱依赖条件下期望签名估计的界限

Bryson Schenck

专题命中 物理仿真 :弱依赖下期望签名估计界限

AI总结 本文研究了在弱依赖条件下,从单一长依赖轨迹估计期望签名的有限样本界限,通过块平均估计器证明了非渐近的均方误差界,并探讨了在不同Hurst指数下的收敛性。

Comments 59 pages, 1 figure

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AI中文摘要

期望签名在满足矩增长条件时唯一确定随机粗糙路径的分布,但此前缺乏从单一长依赖轨迹估计其有限样本界限。本文研究了一个平稳随机过程,其样本路径可解释为几何粗糙路径,被划分为等间距观测的块,并证明了块平均估计器的非渐近均方误差界。当路径的Hölder正则性至多为1/2时,需要粗糙路径理论来定义估计量,因为Young积分和Riemann-Stieltjes积分无法定义签名的迭代积分。在矩、平稳性和块签名协方差衰减条件(严格弱于α-混合且适用于长程依赖驱动器)下,误差分为离散化项和波动项,其速率分别由路径正则性和依赖强度决定。通过逐层粗糙因子方差分析,保持有限截断常数显式,并在固定观测预算下获得最优分配规则。本文验证了分数奥本海姆-乌伦贝克过程在三个制度下的假设,即粗糙(Hurst H<1/2)、半鞅(H=1/2)和长程(H>1/2)。蒙特卡罗实验显示经验收敛速率快于理论上界。

英文摘要

The expected signature uniquely determines the law of a random rough path under a moment-growth condition, yet finite-sample bounds for estimating its truncations from a single long dependent trajectory remain unavailable. We study a strictly stationary stochastic process equipped with a geometric rough-path lift, observed in non-overlapping blocks of equally-spaced samples, and prove a non-asymptotic mean-squared error (MSE) bound for the block-averaging estimator of its truncated expected signature. Under moment and stationarity assumptions together with a direct covariance-decay condition on block signatures -- strictly weaker than $α$-mixing and applicable to long-range-dependent processes -- the error separates into a discretization term and a fluctuation term, with rates determined respectively by path regularity and dependence strength. A levelwise rough-factorial variance analysis keeps finite-truncation constants explicit and yields an optimal allocation rule under a fixed observation budget. We verify the assumptions for independent-coordinate fractional Ornstein--Uhlenbeck processes in three regimes: short-range (Hurst $1/4<H<1/2$), semimartingale ($H=1/2$), and long-range ($H>1/2$); in all three, the block-signature covariance is summable, so the fluctuation term decays at the same rate as in the independent-block case, even under long memory at $H>1/2$. Monte Carlo experiments show empirical slopes steeper than the guaranteed upper-bound rates.

2605.18315 2026-06-19 math.OC stat.ML 版本更新 70%

Attention-based PCA

基于注意力的PCA

Rodrigo Maulen-Soto, Claire Boyer

专题命中 物理仿真 :注意力机制与PCA联系的理论分析

AI总结 本文研究了注意力机制在无监督问题PCA中的表现,证明在高斯数据上训练时,softmax和线性注意力层学习的参数与协方差矩阵的主特征向量对齐,建立了与PCA的直接联系,并扩展到上下文设置中。

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AI中文摘要

我们通过一个经典无监督问题——主成分分析(PCA)的视角研究注意力机制。我们证明,当在高斯数据上训练时,softmax和线性注意力层学习的参数与协方差矩阵的主特征向量对齐,从而建立了与PCA的直接且明确的联系。我们的分析涵盖了有限和无限提示范围。在无限提示极限下,我们证明收敛到与主谱方向对齐的全局最优解;而在有限提示设置中,我们显示相同的行为在采样效应范围内出现。我们进一步将分析扩展到具有突出Wishart协方差的上下文设置中,其中注意力成功地恢复了底层信号方向。这些结果表明,在无监督目标下,注意力本质上执行类似于PCA的计算,为其实现表示学习能力提供了理论基础。

英文摘要

We study attention mechanisms through the lens of a canonical unsupervised problem: principal component analysis (PCA). We show that, when trained on Gaussian data, both softmax and linear attention layers learn parameters that align with the principal eigenvectors of the covariance matrix, thereby establishing a direct and explicit connection with PCA. Our analysis covers both finite and infinite prompt regimes. In the infinite-prompt limit, we prove convergence to globally optimal solutions aligned with the leading spectral direction, while in the finiteprompt setting we show that the same behavior emerges up to sampling effects. We further extend the analysis to an in-context setting with spiked Wishart covariances, where attention successfully recovers the underlying signal direction. These results demonstrate that attention inherently performs PCA-like computations under unsupervised objectives, providing a theoretical foundation for its representation-learning capabilities.

2509.14109 2026-06-19 cond-mat.mes-hall cond-mat.supr-con 版本更新 70%

Giant field-free transverse Josephson diode effect in altermagnets

交变磁体中无场横向约瑟夫森二极管效应

Bijay Kumar Sahoo, Abhiram Soori

专题命中 物理仿真 :预测交变磁体中约瑟夫森二极管效应

AI总结 预测在具有Rashba自旋轨道耦合的交变磁体中存在无场横向约瑟夫森二极管效应,二极管效率超过3000%,并在四端结中实现单向横向超电流。

Comments 6 + 2 pages; 6 captioned figures

Journal ref Phys. Rev. B (2026)

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AI中文摘要

我们预测了在具有Rashba自旋轨道耦合的交变磁体(AMs)中存在的无场横向约瑟夫森二极管效应,在四端结中实现了超过3000%的二极管效率和单向横向超电流。在这种几何结构中,纵向相位偏置产生横向超电流,表现出非互易性和有限的反常相移,而纵向电流本身则显示出约瑟夫森二极管效应。两种响应均可通过奈尔矢量方向进行调控。我们进一步表明,该效应对中等程度的无序和不完美界面具有鲁棒性。这些结果确立了交变磁体作为非互易超导输运的有前景平台,并提供了明确的实验实现途径。

英文摘要

We predict a field-free transverse Josephson diode effect in altermagnets (AMs) with Rashba spin--orbit coupling, achieving diode efficiencies exceeding $3000\%$ and unidirectional transverse supercurrents in four-terminal junctions. In this geometry, a longitudinal phase bias generates transverse supercurrents that exhibit nonreciprocity and a finite anomalous phase shift, while the longitudinal current itself displays a Josephson diode effect. Both responses are tunable via the Néel vector orientation. We further show that the effect remains robust against moderate disorder and imperfect interfaces. These results establish AMs as a promising platform for nonreciprocal superconducting transport, with clear routes toward experimental realization.

2604.14600 2026-06-19 math.DG 版本更新 70%

New Asymptotic Geometric Quantities in Riemannian Geometry and Their Geometric and Dynamical Applications

黎曼几何中的新渐近几何量及其几何应用

Xiaoshang Jin, Jiabin Yin

专题命中 物理仿真 :黎曼几何中的渐近几何量研究

AI总结 本文研究完备非紧黎曼流形上p-容量、第一Dirichlet p-特征值和Maz'ya常数的大p渐近行为,引入无穷容量、无穷特征值和Maz'ya极限,并建立它们与体积熵的不等式关系,在几何条件下证明这些量相等,并结合熵刚性定理刻画双曲流形。

Comments 27pages

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AI中文摘要

本文研究了完备非紧黎曼流形上三个几何量的大$p$渐近行为:紧集的$p$-容量、第一Dirichlet $p$-特征值和Maz'ya常数,从而为这类流形的研究提供了新视角。我们引入了无穷容量$\\mathcal{C}(Ω)$、无穷特征值$Λ(M)$和Maz'ya极限$\\mathcal{M}(M)$,并建立了对于任意$Ω\\subset M$的一般不等式:$$ \\\mathcal{V}(M) \\\ge \\\mathcal{C}(Ω) \\\ge Λ(M) = \\\mathcal{M}(M), $$ 其中$\\\mathcal{V}(M)$是体积熵。在几何条件下,如球的等周控制、旋转对称性或曲率界,这些量相等且等于$\\\mathcal{V}(M)$或维数。最后,结合熵刚性定理,我们得到了双曲流形的一个刻画。我们还提供了严格不等式成立的例子。

英文摘要

We introduce large $p$ asymptotic geometric quantities associated with $p$-capacity, the first $p$-eigenvalue, and the Maz'ya constant on complete noncompact Riemannian manifolds. We prove the hierarchy $$ \mathcal{V}(M)\geq \mathcal C(Ω)\geq Λ(M)=\mathcal M(M)\geq0, $$ and show that, under a centered-ball isoperimetric condition or a rotational symmetry condition, these quantities coincide with the volume entropy or the dimension. In the Hadamard nonpositively curved case it also agrees with the topological entropy of the geodesic flow. As an application, combining with the entropy rigidity theorem, we obtain a characterization of hyperbolic manifolds. We also prove a second-order refinement. For a Hadamard manifold with compact quotient, under certain condition, the first-order large $p$ capacitary limit detects volume entropy, whereas the logarithmic second-order correction detects the rank.

2604.06265 2026-06-19 cs.LG cond-mat.stat-mech quant-ph 版本更新 70%

SMT-AD: a scalable quantum-inspired anomaly detection approach

SMT-AD:一种可扩展的量子启发式异常检测方法

Apimuk Sornsaeng, Si Min Chan, Wenxuan Zhang, Swee Liang Wong, Joshua Lim, Jonathan Pan, Dario Poletti

发表机构 * Science, Mathematics and Technology Cluster, Singapore University of Technology and Design(新加坡科技设计大学科学、数学与技术集群) Centre for Quantum Technologies, National University of Singapore(新加坡国立大学量子技术中心) Artificial Intelligence and Data Analytics Strategic Technology Centre, ST Engineering(ST工程人工智能与数据分析战略技术中心) Engineering Product Development Pillar, Singapore University of Technology and Design(新加坡科技设计大学工程产品开发支柱)

专题命中 物理仿真 :量子启发式异常检测方法

AI总结 提出基于多分辨率张量叠加的量子启发式异常检测方法SMT-AD,通过傅里叶辅助特征嵌入和矩阵乘积算子实现线性可扩展,在标准数据集上取得竞争性能。

Comments 12 pages, 5 figures

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AI中文摘要

量子启发的张量网络算法已被证明是机器学习任务(包括异常检测)中有效且高效的模型。在此,我们提出一种高度可并行化的量子启发式方法,称为SMT-AD(Superposition of Multiresolution Tensors for Anomaly Detection)。它基于键维数为1的矩阵乘积算子的叠加,通过傅里叶辅助特征嵌入对输入数据进行变换,其中可学习参数的数量随特征大小、嵌入分辨率和矩阵乘积算子结构中附加组件的数量线性增长。我们展示了在标准数据集(包括信用卡交易)上成功的异常检测,并发现即使采用最小配置,它也能与已建立的异常检测基线相媲美。此外,它提供了一种直接的方法来减少模型权重,甚至通过突出最相关的输入特征来提高性能。

英文摘要

Quantum-inspired tensor networks algorithms have shown to be effective and efficient models for machine learning tasks, including anomaly detection. Here, we propose a highly parallelizable quantum-inspired approach which we call SMT-AD from Superposition of Multiresolution Tensors for Anomaly Detection. It is based upon the superposition of bond-dimension-1 matrix product operators to transform the input data with Fourier-assisted feature embedding, where the number of learnable parameters grows linearly with feature size, embedding resolutions, and the number of additional components in the matrix product operators structure. We demonstrate successful anomaly detection when applied to standard datasets, including credit card transactions, and find that, even with minimal configurations, it achieves competitive performance against established anomaly detection baselines. Furthermore, it provides a straightforward way to reduce the weight of the model and even improve the performance by highlighting the most relevant input features.

2603.19015 2026-06-19 math.DS 版本更新 70%

Enhanced stability of pressure relief valves: mechanistic design and analysis

增强安全阀稳定性:机理设计与分析

Hong Tang, Istvan Erdodi, Alan R. Champneys, Csaba J. Hős

专题命中 物理仿真 :安全阀颤振失稳的动力学分析

AI总结 针对安全阀颤振失稳(Hopf分岔)问题,提出采用超大升程限制阀与增强吹降效应的放气特性设计,通过一维流体管道模型和降阶模态模型分析,证明该设计可消除失稳,实现稳定伪平衡。

Comments 50 pages

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AI中文摘要

安全阀通常是过程工程中关键的最后一道防线,但容易发生阀颤。这种行为已被证明源于其入口管道基本四分之一波声学模式的颤振不稳定性或Hopf分岔。本文提出并分析了一种消除这种不稳定性的新设计概念。该概念涉及使用具有减小升程的超大阀门,并采用增强吹降效应的放气特性,使阀门在达到设定压力后立即打开至其上限升程。通过使用Lax-Wendroff方法求解的更新版一维流体管道动力学数学模型进行数值演示。利用动力系统理论对改进的降阶模态模型进行稳定性分析。结果表明,只要恢复系数不太大,阀门就会与上止点接触并稳定在所谓的伪平衡状态。尽管等效常规阀门对四分之一波Hopf分岔不稳定,但仍能实现这种稳定运行。使用降阶模型的参数研究展示了增强稳定性效应的范围,并通过气体服务阀门的完整模型进行了验证。

英文摘要

Pressure-relief valves, often the critical last line of defence in process engineering, are known to be susceptible to valve chatter. Such behaviour has been shown to arise from a flutter instability, or Hopf bifurcation, associated with the fundamental, quarter-wave acoustic mode of their inlet piping. Here, a novel design concept is proposed and analyzed for eliminating this instability. The concept involves using an oversized valve with reduced lift and adopting a discharge characteristic that enhances the blow-down effect, so that the valve opens immediately to its upper lift limit upon reaching set pressure. The concept is demonstrated numerically using an updated version of a 1D fluid pipe dynamics mathematical model solved using a Lax-Wendroff method. Stability properties are analysed using dynamical systems theory, applied to an improved reduced-order modal model. It is shown how the valve settles to a stable so-called pseudo equilibrium, in contact with the upper stop, provided the coefficient of restitution of is not too large. Such stable operation is reached despite the equivalent regular valve being unstable to the quarter-wave Hopf bifurcation. Parameter studies using the reduced-order model demonstrate the extent of the enhanced stability effect, which is confirmed using the full model for the case of gas service valves.

2407.13234 2026-06-19 math.OC cs.NA math.FA math.MG math.NA 70%

Concrete convergence rates for common fixed point problems under Karamata regularity

常见不动点问题在Karamata正则性下的具体收敛率

Tianxiang Liu, Bruno F. Lourenço

专题命中 物理仿真 :研究不动点问题收敛率,属于数学优化理论。

AI总结 本文引入Karamata正则算子概念,用于获得常见不动点问题的具体收敛率,扩展了Hölderian误差界和Hölder正则算子的框架,通过正则变化函数理论展示了非Hölderian环境下准环形算法的具体收敛率,包括Lambert W函数表达的案例。

Comments 52 pages. Minor fixes. To appear in Mathematical Programming

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AI中文摘要

我们引入了Karamata正则算子的概念,这是一种适合获得常见不动点问题具体收敛率的正则性概念。这提供了一个框架,包括但超越了Hölderian误差界和Hölder正则算子。通过“具体”,我们指获得的收敛率明确地以迭代次数k的函数形式表达,而不是例如迭代点x^k的函数。尽管在Hölderian-like假设下许多算法线性或亚线性收敛(取决于指数),但当底层问题数据不满足Hölderian假设时,即当问题涉及指数和对数时,很少有人知道。我们的主要创新是利用正则变化函数理论,通过在非Hölderian环境下获得准环形算法的具体收敛率来展示。这包括某些既非亚线性也非线性的收敛率,包括一个用Lambert W函数表达的案例。最后,我们将讨论与o-minimal几何联系起来,并显示在温和假设下,任何o-minimal结构中的可定义算子总是Karamata正则的。

英文摘要

We introduce the notion of Karamata regular operators, which is a notion of regularity that is suitable for obtaining concrete convergence rates for common fixed point problems. This provides a broad framework that includes, but goes beyond, Hölderian error bounds and Hölder regular operators. By concrete, we mean that the rates we obtain are explicitly expressed in terms of a function of the iteration number $k$ instead, of say, a function of the iterate $x^k$. While it is well-known that under Hölderian-like assumptions many algorithms converge linearly/sublinearly (depending on the exponent), little it is known when the underlying problem data does not satisfy Hölderian assumptions, which may happen if a problem involves exponentials and logarithms. Our main innovation is the usage of the theory of regularly varying functions which we showcase by obtaining concrete convergence rates for quasi-cylic algorithms in non-Hölderian settings. This includes certain rates that are neither sublinear nor linear but sit somewhere in-between, including a case where the rate is expressed via the Lambert W function. Finally, we connect our discussion to o-minimal geometry and show that, under mild assumptions, definable operators in any o-minimal structure are always Karamata regular.

2603.10945 2026-06-19 math.AP 版本更新 70%

Incompressible Euler Blowup at the $C^{1,\frac{1}{3}}$ Threshold

不可压缩欧拉方程在 $C^{1,\frac{1}{3}}$ 阈值处的爆破

Steve Shkoller

专题命中 物理仿真 :证明欧拉方程爆破,流体力学数学理论。

AI总结 证明三维不可压缩欧拉方程在轴对称无旋类中,初始速度在 $C^{1,\alpha}$ 且 $0<\alpha<1/3$ 时发生有限时间I型爆破,通过拉格朗日时钟-驱动框架揭示轴向应变与子午雅可比行列式的耦合机制。

Comments 159 pages; simplified the proof of the pressure Hessian bounds and improved the exposition

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AI中文摘要

我们证明了三维不可压缩欧拉方程在轴对称无旋类中,对于一类显式的有限能量初始数据,初始速度属于 $C^{1,\alpha}(\mathbb{R}^3)\cap L^2(\mathbb{R}^3)$,在 $z$ 方向具有奇对称性,且 $0<\alpha<\tfrac13$,发生有限时间I型爆破。奇点形成于对称轴上的驻点。轴向应变和全局涡度范数以I型速率爆破:$-\partial_z u_z(0,0,t)\simeq (T^*-t)^{-1}$ 和 $\\|\omega(\cdot,t)\\|_{L^\infty}\simeq (T^*-t)^{-1}$,而子午雅可比行列式按 $J(t)\simeq (T^*-t)^{1/(1-3\alpha)}$ 坍缩。证明围绕拉格朗日时钟-驱动框架展开。时钟是子午雅可比行列式 $J(t)$,驱动是压缩轴向应变 $-\partial_z u_z(0,0,t)$。这些变量在主导阶满足一个封闭的Riccati-时钟系统:轴向应变驱动 $J(t)$ 的坍缩,而 $J(t)$ 的坍缩又放大轴向应变。我们证明欧拉流在奇异时间之前跟踪这个时钟-驱动模型。主要的非局部障碍是压力Hessian;通过一个非微扰的应变-压力Hessian比较来控制,表明压力不能抵消导致坍缩的二次压缩应变。这给出了阈值 $\alpha=\tfrac13$ 的一个动力学解释。爆破机制在结构上是稳定的,并在加权Hölder拓扑中对一组可接受的角函数开集持续存在。

英文摘要

We prove finite-time Type--I blowup for the three-dimensional incompressible Euler equations in the axisymmetric no-swirl class, with initial velocity in $C^{1,α}(\mathbb{R}^3)\cap L^2(\mathbb{R}^3)$, odd symmetry in $z$, and $0<α<\tfrac13$, for an explicit class of finite-energy initial data. The singularity forms at a stagnation point on the symmetry axis. The axial strain and the global vorticity norm blow up at the Type--I rates $-\partial_z u_z(0,0,t)\simeq (T^*-t)^{-1}$ and $\|ω(\cdot,t)\|_{L^\infty}\simeq (T^*-t)^{-1}$, while the meridional Jacobian collapses according to $J(t)\simeq (T^*-t)^{1/(1-3α)}$. The proof is organized around a Lagrangian clock-and-driver framework. The clock is the meridional Jacobian $J(t)$, and the driver is the compressive axial strain $-\partial_z u_z(0,0,t)$. These variables satisfy, to leading order, a closed Riccati-clock system: the axial strain drives the collapse of $J(t)$, while the collapse of $J(t)$ amplifies the axial strain. We prove that the Euler flow tracks this clock-and-driver model up to the singular time. The main nonlocal obstruction is the pressure Hessian; it is controlled by a non-perturbative strain--pressure Hessian comparison showing that pressure cannot cancel the quadratic compressive strain responsible for collapse. This gives a dynamical explanation of the threshold $α=\tfrac13$. The blowup mechanism is structurally stable and persists for an open set of admissible angular functions in a weighted Hölder topology.

2603.08628 2026-06-19 gr-qc hep-th math-ph math.MP 70%

Secondary gravitational waves against a strong gravitational wave in the Bianchi VI universe

二次引力波与强引力波在Bianchi VI宇宙中的相互作用

Konstantin E. Osetrin

专题命中 物理仿真 :研究引力波扰动解,广义相对论理论。

AI总结 本文通过恰当时间方法,构建了动态引力波场的解析模型,研究了强引力波背景下的二次引力波扰动解及其稳定性。

Comments 30 pages

Journal ref Physics Letters B, 2026, 140651

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AI中文摘要

本文提出了一种构造动态引力波场模型的恰当时间方法。利用该方法,在Bianchi VI宇宙的特权波坐标系中,构建了强引力波背景下的二次引力波的解析解,作为线性化场方程的扰动解。通过测试粒子的恰当时间关系,得到了二次引力波的度规分量解析形式,并从场方程中获得了包含小修正度规函数的常微分方程及其解。证明了存在一组连续的引力波参数,使得扰动解是稳定的。

英文摘要

A proper-time method for constructing models of dynamic gravitational-wave fields is presented. Using the proper-time method, analytical (not numerical) models of secondary gravitational waves are constructed as perturbative solutions of linearized field equations against the background of the exact wave solution of Einstein's equations for the vacuum in the Bianchi VI universe in a privileged wave coordinate system. Relations for the proper time of test particles against the background of a strong gravitational wave are used. The analytical form of the metric components for secondary gravitational waves is found from compatibility conditions for the field equations. From the field equations, an explicit form of ordinary differential equations and their solutions is obtained for functions included in small corrections to the metric for secondary gravitational waves. It is shown that there exists a continuum of gravitational wave parameters for which the perturbative solutions are stable.

2603.07124 2026-06-19 physics.optics 版本更新 70%

The Bragg Frequency Convertor: A Meeting Between Spatial and Temporal Periodicities For Selective Parametric Frequency Translation

布拉格频率转换器:时空周期性在选择性参量频率转换中的交汇

Sajjad Taravati

专题命中 物理仿真 :提出布拉格频率转换器,光学物理。

AI总结 提出一种时空周期光栅概念,通过选择性调制高折射率或低折射率层实现定向频率转换,并基于硅脊波导结构进行了理论分析与实验验证。

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AI中文摘要

本研究介绍了布拉格频率转换器,这是一种时空周期光栅概念,将传统布拉格光栅扩展到动态领域,用于纯参量频率转换。通过选择性时间调制四分之一波堆栈的高折射率或低折射率层,该结构实现了定向频率转换:高折射率调制产生高效下转换,而低折射率调制产生上转换。这种层选择性源于不对称的布洛赫模式分布和相关的相位匹配条件。提出并分析了一种基于硅脊波导的实际实现方案,该波导具有周期性侧壁波纹和高折射率段的选择性掺杂。开发了耦合模理论来解释该机制,并通过全波仿真进行了验证。还提出了一种使用光泵浦的实验装置用于实际实现。结果确立了时间布拉格光栅作为一种多功能、可重构的平台,用于无杂散频率转换,在光信号处理和集成光子学中具有应用前景。

英文摘要

This study introduces the Bragg Frequency Converter, a spatiotemporal-periodic grating concept that extends conventional Bragg gratings into the dynamic domain for pure parametric frequency conversion. By selectively time-modulating either the high-index or low-index layers of a quarter-wave stack, the structure achieves directional frequency conversion: high-index modulation yields efficient down-conversion, while low-index modulation produces up-conversion. This layer selectivity stems from the asymmetric Bloch mode distribution and associated phase-matching conditions. One practical realization, based on a silicon rib waveguide with periodic sidewall corrugations and selective doping of the high-index segments, is presented and analyzed. A coupled-mode theory is developed to explain the mechanism and validated through full-wave simulations. An experimental setup using optical pumping is also proposed for practical implementation. The theoretical and numerical results establish temporal Bragg gratings as a versatile, reconfigurable platform for spurious-free frequency conversion with applications in optical signal processing and integrated photonics.