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New Reservoir Computing Kernel Based on Chaotic Chua Circuit and Investigating Application to Post-Quantum Cryptography 基于混沌蔡氏电路的新型水库计算内核及其在后量子密码学中的应用研究
Pub Date : 2024-06-18 DOI: arxiv-2406.12948
Matthew John Cossins, Sendy Phang
The aim of this project was to develop a new Reservoir Computerimplementation, based on a chaotic Chua circuit. In addition to suitableclassification and regression benchmarks, the Reservoir Computer was applied toPost-Quantum Cryptography, with its suitability for this applicationinvestigated and assessed. The cryptographic algorithm utilised was theLearning with Errors problem, for both encryption and decryption. To achievethis, the Chua circuit was characterised, in simulation, and by physicalcircuit testing. The Reservoir Computer was designed and implemented using theresults of the characterisation. As part of this development, noise wasconsidered and mitigated. The benchmarks demonstrate that the Reservoir Computer can achieve currentliterature benchmarks with low error. However, the results with Learning withErrors suggest that a Chua-based Reservoir Computer is not sufficiently complexto tackle the high non-linearity in Post-Quantum Cryptography. Future workwould involve researching the use of different combinations of multiple ChuaReservoir Computers in larger neural network architectures. Such architecturesmay produce the required high-dimensional behaviour to achieve the Learningwith Errors problem. This project is believed to be only the second instance of a Chua-basedReservoir Computer in academia, and it is the first to be applied tochallenging real-world tasks such as Post-Quantum Cryptography. It is alsooriginal by its investigation of hitherto unexplored parameters, and theirimpact on performance. It demonstrates a proof-of-concept for amass-producible, inexpensive, low-power consumption hardware neural network. Italso enables the next stages in research to occur, paving the road for usingChua-based Reservoir Computers across various applications.
该项目的目的是基于混沌 Chua 电路开发一种新的水库计算机实施方案。除了合适的分类和回归基准外,水库计算机还被应用于后量子密码学,并对其适用性进行了调查和评估。使用的加密算法是 "错误学习 "问题,用于加密和解密。为此,通过模拟和物理电路测试对 Chua 电路进行了鉴定。根据特性分析结果,设计并实现了水库计算机。作为开发工作的一部分,噪音问题也得到了考虑和缓解。基准测试表明,水库计算机能够以较低的误差实现当前的文献基准。不过,带误差学习的结果表明,基于 Chua 的水库计算机还不够复杂,无法处理后量子密码学中的高非线性问题。未来的工作将包括研究在更大的神经网络架构中使用多个 Chua 储层计算机的不同组合。这种架构可能会产生所需的高维行为,以实现带误差学习问题。该项目被认为是学术界使用基于 Chua 的水库计算机的第二个实例,也是第一个应用于后量子密码学等具有挑战性的现实世界任务的实例。它的独创性还在于研究了迄今为止尚未探索的参数及其对性能的影响。它展示了一个可生产、廉价、低功耗硬件神经网络的概念验证。它使下一阶段的研究得以展开,为在各种应用中使用基于 Chua 的水库计算机铺平了道路。
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引用次数: 0
PVDF transducer shape optimization for the characterization of anisotropic materials 用于表征各向异性材料的 PVDF 传感器形状优化
Pub Date : 2024-06-18 DOI: arxiv-2406.12749
Diego Cowes, Ignacio Mieza, Martín Gómez
In the context of the ultrasonic determination of mechanical properties, itis common to use oblique incident waves to characterize fluid-immersedanisotropic samples. The lateral displacement of the ultrasonic field owing toleaky guided wave phenomena poses a challenge for data inversion because beamspreading is rarely well represented by plane-wave models. In this study, afinite beam model based on the angular spectrum method was developed toestimate the influence of the transducer shape and position on the transmittedsignals. Additionally, anisotropic solids were considered so that the beamskewing effect was contemplated. A small-emitter large-receiver configurationwas chosen, and the ideal shape and position of the receiving transducer wereobtained through a meta-heuristic optimization approach with the goal ofachieving a measurement system that sufficiently resembles plane-wavepropagation. A polyvinylidene fluoride receiver was fabricated and tested inthree cases: a single-crystal silicon wafer, a lightly anisotropicstainless-steel plate, and a highly anisotropic composite plate. Good agreementwas found between the measurements and the plane-wave model.
在超声波测定机械特性的过程中,通常使用斜入射波来表征浸没在各向异性流体中的样品。由于泄漏导波现象导致的超声波场横向位移给数据反演带来了挑战,因为平面波模型很少能很好地表示波束传播。在这项研究中,基于角频谱法建立了无限波束模型,以估计换能器形状和位置对传输信号的影响。此外,还考虑了各向异性的固体,从而考虑了波束偏转效应。我们选择了一种小发射器大接收器的配置,并通过元启发式优化方法获得了接收换能器的理想形状和位置,目的是实现一种充分类似于平面波传播的测量系统。在三种情况下制作并测试了聚偏氟乙烯接收器:单晶硅片、轻度各向异性不锈钢板和高度各向异性复合板。测量结果与平面波模型之间具有良好的一致性。
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引用次数: 0
Non-Weyl Behavior Induced by Superradiance: A Microwave Graph Study 超辐照诱发的非韦尔行为:微波图研究
Pub Date : 2024-06-14 DOI: arxiv-2406.11606
Junjie Lu, Tobias Hofmann, Hans-Jürgen Stöckmann, Ulrich Kuhl
We study experimentally the manifestation of non-Weyl graph behavior in opensystems using microwave networks. For this a coupling variation to the networkis necessary, which was out of reach till now. The coupling to the environmentis changed by indirectly varying the boundary condition at the coupling vertexfrom Dirichlet to Neumann using a dangling bond with variable length attachedthe coupling vertex. A transformation of equal length spectra to equalreflection phase spectra of the dangling bond allows to create spectra withdifferent fixed coupling strength. This allows to follow the resonances in thecomplex plane as a function of the coupling. While going from closed(Dirichlet) to fully open (Neumann) graph we see resonances escaping via asuperradiant transition leading to non-Weyl behavior if the coupling to theoutside is balanced. The open tetrahedral graph displays a rich parametricdynamic of the resonances in the complex plane presenting loops, regions ofconnected resonances and resonances approaching infinite imaginary parts.
我们利用微波网络对开放系统中的非韦尔图行为表现进行了实验研究。为此,必须改变网络的耦合度,而这是迄今为止无法实现的。通过间接改变耦合顶点的边界条件(从迪里希特到诺伊曼),并使用连接耦合顶点的可变长度悬空键,改变与环境的耦合。通过将等长光谱转换为等反射相位的悬带光谱,可以创建不同固定耦合强度的光谱。这样就可以跟踪作为耦合函数的复合物平面上的共振。从封闭(Dirichlet)图到完全开放(Neumann)图,如果与外部的耦合是平衡的,我们可以看到共振通过上辐射转变逃逸,从而导致非韦尔行为。开放的四面体图显示了复平面内共振的丰富参数动态,呈现出回路、连接共振区域和接近无限虚部的共振。
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引用次数: 0
Envelope vector solitons in nonlinear flexible mechanical metamaterials 非线性柔性机械超材料中的包络矢量孤子
Pub Date : 2024-06-14 DOI: arxiv-2406.09871
Antoine Demiquel, Vassos Achilleos, Georgios Theocharis, Vincent Tournat
In this paper, we employ a combination of analytical and numerical techniquesto investigate the dynamics of lattice envelope vector soliton solutionspropagating within a one-dimensional chain of flexible mechanical metamaterial.To model the system, we formulate discrete equations that describe thelongitudinal and rotational displacements of each individual rigid unit massusing a lump element approach. By applying the multiple-scales method in thecontext of a semi-discrete approximation, we derive an effective nonlinearSchr"odinger equation that characterizes the evolution of rotational andslowly varying envelope waves from the aforementioned discrete motionequations. We thus show that this flexible mechanical metamaterial chainsupports envelope vector solitons where the rotational component has the formof either a bright or a dark soliton. In addition, due to nonlinear coupling,the longitudinal displacement displays kink-like profiles thus forming the2-components vector soliton. These findings, which include specific vectorenvelope solutions, enrich our knowledge on the nonlinear wave solutionssupported by flexible mechanical metamaterials and open new possibilities forthe control of nonlinear waves and vibrations.
本文采用分析和数值技术相结合的方法,研究了在一维柔性机械超材料链中传播的晶格包络矢量孤子解的动力学。通过应用半离散近似背景下的多尺度方法,我们从上述离散运动方程中推导出一个有效的非线性薛定谔方程,该方程描述了旋转波和缓慢变化的包络波的演化过程。因此,我们证明了这种柔性机械超材料链支持包络矢量孤子,其中的旋转分量具有明孤子或暗孤子的形式。此外,由于非线性耦合,纵向位移显示出类似于 "Kink "的曲线,从而形成了双分量矢量孤子。这些发现包括特定的矢量孤子解,丰富了我们对柔性机械超材料支持的非线性波解的认识,为控制非线性波和振动开辟了新的可能性。
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引用次数: 0
Rayleigh surface waves of extremal elastic materials 极弹性材料的瑞利表面波
Pub Date : 2024-06-11 DOI: arxiv-2406.07462
Yu Wei, Yi Chen, Wen Cheng, Xiaoning Liu, Gengkai Hu
Extremal elastic materials here refer to a specific class of elasticmaterials whose elastic matrices exhibit one or more zero eigenvalues,resulting in soft deformation modes that, in principle, cost no energy. Theycan be approximated through artificially designed solid microstructures.Extremal elastic materials have exotic bulk wave properties unavailable withconventional solids due to the soft modes, offering unprecedented opportunitiesfor manipulating bulk waves, e.g., acting as phonon polarizers for elasticwaves or invisibility cloaks for underwater acoustic waves. Despite theirpotential, Rayleigh surface waves, crucially linked to bulk wave behaviors ofsuch extremal elastic materials, have largely remained unexplored so far. Inthis paper, we theoretically investigate the propagation of Rayleigh waves inextremal elastic materials based on continuum theory and verify our findingswith designed microstructure metamaterials based on pantographic structures.Dispersion relations and polarizations of Rayleigh waves in extremal elasticmaterials are derived, and the impact of higher order gradient effects is alsoinvestigated by using strain gradient theory. This study provides a continuummodel for exploring surface waves in extremal elastic materials and maystimulate applications of extremal elastic materials for controlling surfacewaves.
极端弹性材料是指一类特殊的弹性材料,其弹性矩阵显示出一个或多个零特征值,从而产生原则上不耗费能量的软变形模式。由于具有软模式,极端弹性材料具有传统固体所不具备的奇特体波特性,为操纵体波提供了前所未有的机会,例如充当弹性波的声子偏振器或水下声波的隐形斗篷。尽管瑞利表面波具有很大的潜力,但它与这种极弹性材料的体波行为有着至关重要的联系,迄今为止,人们在很大程度上仍未对其进行探索。本文基于连续体理论从理论上研究了瑞利波在极弹性材料中的传播,并利用基于泛谱结构设计的微结构超材料验证了我们的发现。这项研究为探索极弹性材料中的表面波提供了一个连续模型,并可刺激极弹性材料在控制表面波方面的应用。
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引用次数: 0
Using gauge invariance to symmetrize the energy-momentum tensor of electrodynamics 利用量规不变性对称电动力学的能动张量
Pub Date : 2024-06-10 DOI: arxiv-2406.06785
Helmut Haberzettl
It is shown that using Noether's Theorem explicitly employing gaugeinvariance for variations of the electromagnetic four-potential $A^mu$straightforwardly ensures that the resulting electromagnetic energy-momentumtensor is symmetric. The Belinfante symmetrization procedure is not necessary.The method is based on Bessel-Hagen's 1921 clarification of Noether's originalprocedure, suggesting that the symmetry problem arises from an incompleteimplementation of Noether's Theorem.
研究表明,使用诺特定理明确地将规整不变性用于电磁四势 $A^mu$ 的变化,可以直接确保所得到的电磁能量-动量张量是对称的。该方法基于贝塞尔-哈根(Bessel-Hagen)1921 年对诺特原始程序的澄清,表明对称性问题源于对诺特定理的不完全执行。
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引用次数: 0
Classical Models of the Electron Spin -- Comparison of the Electric Current Model and the Magnetic Charge Model 电子自旋的经典模型 -- 电流模型与磁荷模型的比较
Pub Date : 2024-06-09 DOI: arxiv-2406.05919
Bela Schulte Westhoff
Ferromagnetic matter finds its microscopic origin in the intrinsic electronspin, which is considered to be a purely quantum mechanical property of theelectron. To incorporate the influence of the electron spin in the microscopicand macroscopic Maxwell equations -- and thereby in classical physics -- twomodels have been utilized: the electric current and the magnetic charge model.This paper aims to highlight fundamental problems of the commonly used currentloop model, widely employed in textbooks. This work demonstrates that thebehavior of a constant electric current dipole is not described by the laws ofclassical electrodynamics. More precisely, the electric current model isdependent on external forces, not included in Maxwells field and forceequations, in order to maintain the force balance on the electric chargedensity inside the electron. These external forces change dynamically and dowork on the system as the electron interacts with external fields.Consequently, the energies derived from classical physics (gravitationalpotential energy, kinetic energy, electrodynamic field energy) are notconserved in a system including constant electric current dipoles. In contrastto the electric current model, the magnetic charge model employs separatemagnetic charges to model the electron spin, requiring the Maxwell equations tobe extended by magnetic sources. This paper intends to illustrate that themagnetic charge model has significant advantages over the electric currentmodel as it needs no external forces and energies, is a closedelectromechanical system and is fully modeled by the classical laws of physics.This work forms the basis for the derivation and consideration of equivalentproblems in macroscopic systems involving ferromagnetic matter.
铁磁性物质的微观起源是固有的电子自旋,它被认为是电子的纯量子力学特性。为了将电子自旋的影响纳入微观和宏观麦克斯韦方程,从而纳入经典物理学,人们使用了两种模型:电流模型和磁荷模型。这项工作证明,恒定电流偶极子的行为并不是用经典电动力学定律来描述的。更确切地说,电流模型依赖于麦克斯韦场和力方程中未包含的外力,以维持电子内部电荷密度的力平衡。因此,在一个包含恒定电流偶极子的系统中,经典物理学推导出的能量(引力势能、动能、电动场能)是不守恒的。与电流模型相反,磁荷模型采用分离的磁荷来模拟电子自旋,这就要求麦克斯韦方程通过磁源进行扩展。本文旨在说明磁荷模型与电流模型相比具有显著的优势,因为它不需要外力和能量,是一个封闭的机电系统,并且完全由经典物理定律建模。
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引用次数: 0
A hybrid numerical methodology coupling Reduced Order Modeling and Graph Neural Networks for non-parametric geometries: applications to structural dynamics problems 非参数几何图形的还原阶建模与图神经网络耦合混合数值方法:结构动力学问题的应用
Pub Date : 2024-06-03 DOI: arxiv-2406.02615
Victor MatrayLMPS, Faisal AmlaniLMPS, Frédéric FeyelLMPS, David NéronLMPS
This work introduces a new approach for accelerating the numerical analysisof time-domain partial differential equations (PDEs) governing complex physicalsystems. The methodology is based on a combination of a classical reduced-ordermodeling (ROM) framework and recently-introduced Graph Neural Networks (GNNs),where the latter is trained on highly heterogeneous databases of varyingnumerical discretization sizes. The proposed techniques are shown to beparticularly suitable for non-parametric geometries, ultimately enabling thetreatment of a diverse range of geometries and topologies. Performance studiesare presented in an application context related to the design of aircraft seatsand their corresponding mechanical responses to shocks, where the mainmotivation is to reduce the computational burden and enable the rapid designiteration for such problems that entail non-parametric geometries. The methodsproposed here are straightforwardly applicable to other scientific orengineering problems requiring a large number of finite element-based numericalsimulations, with the potential to significantly enhance efficiency whilemaintaining reasonable accuracy.
这项研究引入了一种新方法,用于加速对支配复杂物理系统的时域偏微分方程(PDEs)的数值分析。该方法基于经典的还原秩建模(ROM)框架和最近引入的图神经网络(GNN)的组合,后者在不同数值离散大小的高度异构数据库上进行训练。结果表明,所提出的技术特别适用于非参数几何图形,最终能够处理各种几何图形和拓扑结构。性能研究是在与飞机座椅设计及其对冲击的相应机械响应有关的应用背景下进行的,其主要动机是减轻计算负担,并实现对这类涉及非参数几何的问题的快速设计。本文提出的方法可直接应用于其他需要大量基于有限元的数值模拟的科学或工程问题,并有可能在保持合理精度的同时显著提高效率。
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引用次数: 0
On the covariance of the d'Alembert equation: the cases of sound and light 关于达朗贝尔方程的协方差:声和光的情况
Pub Date : 2024-06-03 DOI: arxiv-2406.02627
Francisco Caruso, Vitor Oguri
The covariance of the d'Alembert equation for acoustic phenomena, describedby mechanical waves in one or three spatial dimensions, under Galileantransformations, is demonstrated without the need to abandon the hypothesisthat time is absolute in Classical Mechanics. This is true only if and only ifthe phase velocity of sound depends on the velocity of the observer. On theother hand, it is also shown that the same d'Alembert equation is covariantunder Lorentz transformations if and only if the phase velocity of light doesnot depend on the observer.
在伽利略变换下,用一维或三维空间的机械波描述的声学现象的达朗贝尔方程的协变性得到了证明,而无需放弃时间在经典力学中是绝对的这一假设。只有当且仅当声音的相位速度取决于观察者的速度时,时间才是绝对的。另一方面,我们还证明了同一个达朗贝尔方程在洛伦兹变换下是协变的,前提是光的相位速度不取决于观察者。
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引用次数: 0
Construction and Observation of Flexibly Controllable High-Dimensional Non-Hermitian Skin Effects 构建和观测灵活可控的高维非赫米提皮肤效应
Pub Date : 2024-06-01 DOI: arxiv-2406.02593
Qicheng Zhang, Yufei Leng, Liwei Xiong, Yuzeng Li, Kun Zhang, Liangjun Qi, Chunyin Qiu
Non-Hermitian skin effect (NHSE) is one of the most fundamental phenomena innon-Hermitian physics. Although it is established that one-dimensional NHSEoriginates from the nontrivial spectral winding topology, the topologicalorigin behind the higher-dimensional NHSE remains unclear so far. This poses asubstantial challenge in constructing and manipulating high-dimensional NHSEs.Here, an intuitive bottom-to-top scheme to construct high-dimensional NHSEs isproposed, through assembling multiple independent one-dimensional NHSEs. Notonly the elusive high-dimensional NHSEs can be effectively predicted from thewell-defined one-dimensional spectral winding topologies, but also thehigh-dimensional generalized Brillouin zones can be directly synthesized fromthe one-dimensional counterparts. As examples, two two-dimensionalnonreciprocal acoustic metamaterials are experimentally implemented todemonstrate highly controllable multi-polar NHSEs and hybrid skin-topologicaleffects, where the sound fields can be frequency-selectively localized at anydesired corners and boundaries. These results offer a practicable strategy forengineering high-dimensional NHSEs, which could boost advanced applicationssuch as selective filters and directional amplifiers.
非ermitian 皮肤效应(NHSE)是非ermitian 物理学中最基本的现象之一。虽然一维 NHSE 起源于非难谱绕组拓扑,但高维 NHSE 背后的拓扑起源至今仍不清楚。在此,我们提出了一种直观的从下到上的方案,通过组装多个独立的一维 NHSE 来构造高维 NHSE。不仅可以从定义良好的一维光谱缠绕拓扑结构中有效预测难以捉摸的高维 NHSE,而且还可以从一维对应物中直接合成高维广义布里渊区。举例来说,我们通过实验实现了两种二维非互易声学超材料,展示了高度可控的多极 NHSE 和混合皮肤拓扑效应,其中声场可以在任何需要的角落和边界进行频率选择性定位。这些结果为设计高维 NHSE 提供了一种切实可行的策略,可促进选择性滤波器和定向放大器等先进应用。
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引用次数: 0
期刊
arXiv - PHYS - Classical Physics
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