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Lax pairs informed neural networks solving integrable systems 求解可积分系统的拉克斯对知情神经网络
Pub Date : 2024-01-10 DOI: arxiv-2401.04982
Juncai Pu, Yong Chen
Lax pairs are one of the most important features of integrable system. Inthis work, we propose the Lax pairs informed neural networks (LPNNs) tailoredfor the integrable systems with Lax pairs by designing novel networkarchitectures and loss functions, comprising LPNN-v1 and LPNN-v2. The mostnoteworthy advantage of LPNN-v1 is that it can transform the solving ofnonlinear integrable systems into the solving of a linear Lax pairs spectralproblems, and it not only efficiently solves data-driven localized wavesolutions, but also obtains spectral parameter and corresponding spectralfunction in Lax pairs spectral problems of the integrable systems. On the basisof LPNN-v1, we additionally incorporate the compatibility condition/zerocurvature equation of Lax pairs in LPNN-v2, its major advantage is the abilityto solve and explore high-accuracy data-driven localized wave solutions andassociated spectral problems for integrable systems with Lax pairs. Thenumerical experiments focus on studying abundant localized wave solutions forvery important and representative integrable systems with Lax pairs spectralproblems, including the soliton solution of the Korteweg-de Vries (KdV)euqation and modified KdV equation, rogue wave solution of the nonlinearSchr"odinger equation, kink solution of the sine-Gordon equation, non-smoothpeakon solution of the Camassa-Holm equation and pulse solution of the shortpulse equation, as well as the line-soliton solution of Kadomtsev-Petviashviliequation and lump solution of high-dimensional KdV equation. The innovation ofthis work lies in the pioneering integration of Lax pairs informed ofintegrable systems into deep neural networks, thereby presenting a freshmethodology and pathway for investigating data-driven localized wave solutionsand Lax pairs spectral problems.
拉克斯对是可积分系统最重要的特征之一。在这项工作中,我们通过设计新颖的网络结构和损失函数,提出了为具有 Lax 对的可积分系统量身定制的 Lax 对知情神经网络(LPNN),包括 LPNN-v1 和 LPNN-v2。LPNN-v1 最显著的优点是能将非线性可积分系统的求解转化为线性 Lax 对谱问题的求解,不仅能高效求解数据驱动的局部波求解,还能获得可积分系统 Lax 对谱问题的谱参数和相应的谱函数。在 LPNN-v1 的基础上,我们在 LPNN-v2 中加入了 Lax 对的相容条件/曲率方程,其主要优势在于能够求解和探索高精度数据驱动的局部波解和 Lax 对可积分系统的相关谱问题。数值实验重点研究了非常重要且具有代表性的拉克斯对可积分系统频谱问题的丰富的局部波解,包括 Korteweg-de Vries (KdV) 公式和修正 KdV 公式的孤子解、非线性薛定谔方程的流氓波解、正弦-高尔基方程的扭结解、非线性薛定谔方程的流氓波解、非线性薛定谔方程的流氓波解、正弦-戈登方程的扭结解、卡马萨-霍尔姆方程的非平滑峰解和短脉冲方程的脉冲解,以及卡多姆采夫-佩特维亚什维利方程的线-孤立子解和高维 KdV 方程的块解。这项工作的创新之处在于开创性地将可积分系统的拉克斯对通报集成到深度神经网络中,从而为研究数据驱动的局部波解和拉克斯对谱问题提供了一种全新的方法和途径。
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引用次数: 0
Unveiling chiral phases: Finite-size scaling as a probe of quantum phase transition in symmetry-enriched $c=1$ conformal field theories 揭示手性相:有限尺寸缩放作为对称富集的 c=1$ 共形场理论中量子相变的探测器
Pub Date : 2023-12-27 DOI: arxiv-2312.16660
Chenan Wei, Vagharsh V. Mkhitaryan, Tigran A. Sedrakyan
We study the low-energy properties of the chiral Heisenberg chain, namely, aone-dimensional spin-1/2 isotropic Heisenberg chain with time-reversalsymmetry-breaking pseudo-scalar chiral interaction. We employ the thermodynamicBethe ansatz to find "chiralization", the response of the ground state versusthe strength of the chiral interaction of a chiral Heisenberg chain. Unlike themagnetization case, the chirality of the ground state remains zero until thetransition point corresponding to critical coupling $alpha_c=2J/pi$ with $J$being the antiferromagnetic spin-exchange interaction. The central-charge $c=1$conformal field theories (CFTs) describe the two phases with zero and finitechirality. We suggest that the difference lies in the symmetry of their groundstate (lightest weight) primary fields, i.e., the two phases aresymmetry-enriched CFTs. At finite but small temperatures, the non-chiralHeisenberg phase acquires a finite chirality that scales with the temperaturequadratically. We show that the finite-size effect around the transition pointprobes the transition.
我们研究了手性海森堡链的低能特性,即具有打破时间逆对称性的伪标量手性相互作用的一维自旋-1/2 各向同性海森堡链。我们利用热力学贝特方差来寻找 "手性化",即基态对手性海森堡链手性相互作用强度的响应。与磁化情况不同,基态的手性在临界耦合$alpha_c=2J/pi$($J$为反铁磁自旋交换相互作用)对应的转换点之前一直为零。中心电荷 $c=1$ 共形场论(CFT)描述了具有零和有限奇异性的两个阶段。我们认为,区别在于它们基态(最轻量级)主场的对称性,即这两个相是对称性富集的 CFT。在有限但较小的温度下,非手性海森堡相获得了有限的手性,这种手性与温度呈正比。我们证明,过渡点附近的有限尺寸效应预示了这一过渡。
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引用次数: 0
Connection between the symmetric discrete AKP system and bilinear ABS lattice equations 对称离散 AKP 系统与双线性 ABS 网格方程之间的联系
Pub Date : 2023-12-25 DOI: arxiv-2312.15669
Jing Wang, Da-jun Zhang, Ken-ichi Maruno
In this paper, we show that all the bilinear Adler-Bobenko-Suris (ABS)equations (except Q2 and Q4) can be obtained from symmetric discrete AKP systemby taking proper reductions and continuum limits. Among the bilinear ABSequations, a simpler bilinear form of the ABS H2 equation is given. Inaddition, an 8-point 3-dimensional lattice equation and an 8-point4-dimensional lattice equation are obtained as by-products. Both of them can beconsidered as extensions of the symmetric discrete AKP equation.
本文证明了所有双线性 Adler-Bobenko-Suris (ABS)方程(Q2 和 Q4 除外)都可以通过适当的还原和连续极限从对称离散 AKP 系统中得到。在双线性 ABS 方程中,给出了 ABS H2 方程更简单的双线性形式。此外,还得到了一个 8 点三维网格方程和一个 8 点四维网格方程作为副产品。这两个方程都可以看作是对称离散 AKP 方程的扩展。
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引用次数: 0
Identifying diffusive length scales in one-dimensional Bose gases 确定一维玻色气体中的扩散长度尺度
Pub Date : 2023-12-21 DOI: arxiv-2312.14007
Frederik Møller, Federica Cataldini, Jörg Schmiedmayer
In the hydrodynamics of integrable models, diffusion is a subleadingcorrection to ballistic propagation. Here we quantify the diffusivecontribution for one-dimensional Bose gases and find it most influential in thecrossover between the main thermodynamic regimes of the gas. Analysing theexperimentally measured dynamics of a single density mode, we find diffusion tobe relevant only for high wavelength excitations. Instead, the observedrelaxation is solely caused by a ballistically driven dephasing process, whosetime scale is related to the phonon lifetime of the system and is thus usefulto evaluate the applicability of the phonon bases typically used in quantumfield simulators.
在可积分模型的流体力学中,扩散是弹道传播的次要校正。在这里,我们对一维玻色气体的扩散贡献进行了量化,发现它在气体主要热力学状态之间的交叉过程中影响最大。通过分析实验测量的单一密度模式的动力学,我们发现扩散只与高波长激发有关。相反,观测到的松弛完全是由弹道驱动的去相过程引起的,其时间尺度与系统的声子寿命有关,因此可以用来评估量子场模拟器中通常使用的声子基础的适用性。
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引用次数: 0
$Tbar{T}$-deformation: a lattice approach $Tbar{T}$ 变形:一种晶格方法
Pub Date : 2023-12-19 DOI: arxiv-2312.12078
Yunfeng Jiang
Integrable quantum field theories can be regularized on the lattice whilepreserving integrability. The resulting theory on the lattice are integrablelattice models. A prototype of such a regularization is the correspondencebetween sine-Gordon model and 6-vertex model on a light-cone lattice. Wepropose an integrable deformation of the light-cone lattice model such that inthe continuum limit we obtain the $Tbar{T}$-deformed sine-Gordon model. Underthis deformation, the cut-off momentum becomes energy dependent while theunderlying Yang-Baxter integrability is preserved. Therefore this deformationis integrable but non-local, similar to the $Tbar{T}$-deformation of quantumfield theory.
可积分量子场论可以在保留可积分性的同时在晶格上正则化。由此产生的晶格理论是可积分的晶格模型。这种正则化的一个原型是正弦-戈登模型与光锥晶格上的 6 顶点模型之间的对应关系。我们提出了光锥晶格模型的可积分变形,这样在连续极限中我们就得到了$Tbar{T}$变形的正弦-戈登模型。在这种变形下,截止动量变得与能量有关,而基本的杨-巴克斯特可积分性却得以保留。因此,这种变形是可积分但非局部的,类似于量子场论的$Tbar{T}$ 变形。
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引用次数: 0
Inverse scattering transform for continuous and discrete space-time shifted integrable equations 连续和离散时空移动可积分方程的反散射变换
Pub Date : 2023-12-19 DOI: arxiv-2312.11780
Mark J. Ablowitz, Ziad H. Musslimani, Nicholas J. Ossi
Nonlocal integrable partial differential equations possessing a spatial ortemporal reflection have constituted an active research area for the pastdecade. Recently, more general classes of these nonlocal equations have beenproposed, wherein the nonlocality appears as a combination of a shift (by areal or a complex parameter) and a reflection. This new shifting parametermanifests itself in the inverse scattering transform (IST) as an additionalphase factor in an analogous way to the classical Fourier transform. In thispaper, the IST is analyzed in detail for several examples of such systems.Particularly, time, space, and space-time shifted nonlinear Schr"odinger (NLS)and space-time shifted modified Korteweg-de Vries (mKdV) equations are studied.Additionally, the semi-discrete IST is developed for the time, space andspace-time shifted variants of the Ablowitz-Ladik integrable discretization ofthe NLS. One soliton solutions are constructed for all continuous and discretecases.
过去十年来,具有空间或时间反射的非局部可积分偏微分方程一直是一个活跃的研究领域。最近,有人提出了这些非局部方程的更一般类别,其中的非局部性表现为移动(通过等值或复数参数)和反射的组合。这种新的位移参数在反向散射变换(IST)中以类似于经典傅立叶变换的方式作为附加相位因子表现出来。本文详细分析了此类系统的几个例子,特别是研究了时间、空间和时空偏移的非线性薛定谔方程(NLS)和时空偏移的修正 Korteweg-de Vries(mKdV)方程。构建了所有连续和离散情况下的一孤子解。
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引用次数: 0
The coupled hirota equation with a 3*3 lax pair: painleve-type asymptotics in transition zone 带有 3*3 拉克斯对的耦合广塔方程:过渡带中的 painleve 型渐近线
Pub Date : 2023-12-12 DOI: arxiv-2312.07185
Xao-Dan Zhao, Lei Wang
We consider the Painleve asymptotics for a solution of integrable coupledHirota equationwith a 3*3 Lax pair whose initial data decay rapidly atinfinity. Using Riemann-Hilbert techniques and Deift-Zhou nonlinear steepestdescent arguments, in a transition zone defined by /x/t-1/(12a)/t^2/3<=C, whereC>0 is a constant, it turns out that the leading-order term to the solution canbe expressed in terms of the solution of a coupled Painleve II equationassociated with a 3*3 matrix Riemann-Hilbert problem.
研究了初始数据在无穷远处迅速衰减的3*3 Lax对可积耦合hirota方程解的painlevel渐近性。利用黎曼-希尔伯特技术和Deift-Zhou非线性最陡下降论证,在/x/t-1/(12a)/t^2/30为常数定义的过渡区内,证明了解的首阶项可以用与3*3矩阵黎曼-希尔伯特问题相关的耦合painleii方程的解来表示。
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引用次数: 0
Reflection Maps Associated with Involutions and Factorization Problems, and Their Poisson Geometry 与卷积和因式分解问题相关的反射图及其泊松几何
Pub Date : 2023-12-08 DOI: arxiv-2312.05164
Luen-Chau Li, Vincent Caudrelier
The study of the set-theoretic solutions of the reflection equation, alsoknown as reflection maps, is closely related to that of the Yang-Baxter maps.In this work, we construct reflection maps on various geometrical objects,associated with factorization problems on rational loop groups and involutions.We show that such reflection maps are smoothly conjugate to the composite ofpermutation maps, with corresponding reduced Yang-Baxter maps. In the case whenthe reduced Yang-Baxter maps are independent of parameters, the latter are justbraiding operators. We also study the symplectic and Poisson geometry of suchreflection maps. In a special case, the factorization problems are associatedwith the collision of N-solitons of the n-Manakov system with a boundary, andin this context the N-body polarization reflection map is a symplectomorphism.
反射方程的集合论解(又称反射映射)的研究与杨-巴克斯特映射的研究密切相关。在这项工作中,我们构建了各种几何对象上的反射映射,这些对象与有理环群和渐开线上的因式分解问题相关。在还原的杨-巴克斯特映射与参数无关的情况下,后者只是制导算子。我们还研究了这种反射图的交映几何和泊松几何。在一种特殊情况下,因式分解问题与 n-Manakov 系统的 N 粒子与边界的碰撞有关,在这种情况下,N 体极化反射图是一种交映射。
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引用次数: 0
Supersymmetric generalization of q-deformed long-range spin chains of Haldane-Shastry type and trigonometric GL(N|M) solution of associative Yang-Baxter equation 哈丹-沙斯特里型 q变形长程自旋链的超对称广义化和联立杨-巴克斯特方程的三角 GL(N|M) 解
Pub Date : 2023-12-07 DOI: arxiv-2312.04525
M. Matushko, A. Zotov
We propose commuting set of matrix-valued difference operators in terms oftrigonometric ${rm GL}(N|M)$-valued $R$-matrices providing quantumsupersymmetric (and possibly anisotropic) spin Ruijsenaars-Macdonald operators.Two types of trigonometric supersymmetric $R$-matrices are used. The first isthe one related to the affine quantized algebra ${hat{mathcal U}}_q({rmgl}(N|M))$. The second is a graded version of the standard $mathbbZ_n$-invariant $A_{n-1}$ type $R$-matrix. We show that being properlynormalized the latter graded $R$-matrix satisfies the associative Yang-Baxterequation. Next, we proceed to construction of long-range spin chains using thePolychronakos freezing trick. As a result we obtain a new family of spinchains, which extend the ${rm gl}(N|M)$-invariant Haldane-Shastry spin chainto q-deformed case with possible presence of anisotropy.
我们用三角${/rm GL}(N|M)$值$R$矩阵提出了矩阵值差分算子的换算集,这些矩阵提供了量子超对称(可能是各向异性的)自旋鲁伊塞纳尔斯-麦当劳算子。第一种是与仿射量化代数 ${hat{mathcal U}}_q({rmgl}(N|M))$ 相关的。第二个是标准 $mathbbZ_n$ 不变 $A_{n-1}$ 类型 $R$ 矩阵的分级版本。我们证明,后者的分级 $R$ 矩阵经过适当归一化后,满足关联杨-巴克斯定理。接下来,我们利用波利切纳科斯冻结技巧来构建长程自旋链。结果,我们得到了一个新的自旋链家族,它将${rm gl}(N|M)$不变的霍尔丹-沙斯特里自旋链扩展到可能存在各向异性的q变形情况。
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引用次数: 0
Schroedinger equation as a confluent Heun equation 作为汇合亨方程的施罗林格方程
Pub Date : 2023-12-06 DOI: arxiv-2312.03569
Bartolomeu Donatila Bonorino Figueiredo
This article deals with two classes of quasi-exactly solvable (QES)trigonometric potentials for which the one-dimensional Schroedinger equationreduces to a confluent Heun equation (CHE) where the independent variable takesonly finite values. Power series for the CHE are used to get finite- andinfinite-series eigenfunctions. Finite series occur only for special sets ofparameters and characterize the quasi-exact solvability. Infinite series occurfor all admissible values of the parameters (even values involving finiteseries), and are bounded and convergent in the entire range of the independentvariable. Moreover, throughout the article we examine other QES trigonometricand hyperbolic potentials. In all cases, for a finite series there is aconvergent infinite series.
本文论述了两类准精确可解(QES)三角势,对于这两类三角势,一维施罗迪格方程简化为自变量只取有限值的汇合海恩方程(CHE)。CHE 的幂级数用于得到有限级数和无限级数特征函数。有限级数只适用于特殊的参数集,是准精确可解性的特征。无穷级数适用于所有可允许的参数值(甚至是涉及有限级数的值),并且在独立变量的整个范围内都是有界和收敛的。此外,我们在文章中还考察了其他 QES 三角势和双曲势。在所有情况下,有限级数都有收敛的无穷级数。
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引用次数: 0
期刊
arXiv - PHYS - Exactly Solvable and Integrable Systems
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