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Invariant modules and noninvariant exact solutions for Infeld–Rowlands equation Infeld-Rowlands方程的不变模和非不变精确解
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-12-02 DOI: 10.1140/epjp/s13360-025-07068-4
J. Vašíček

We study the Infeld–Rowlands equation, a nonlinear partial differential equation in three independent variables describing inter alia soliton perturbations for the Ginzburg–Landau equation. First of all, we find a number of invariant modules for the equation under study. These are further employed in order to produce a new class of exact solutions whose generic representatives are not invariant under any Lie point symmetries of the equation  in question. We then proceed to investigate the properties of these solutions.

我们研究了Infeld-Rowlands方程,这是一个描述Ginzburg-Landau方程的孤子扰动的三自变量非线性偏微分方程。首先,对所研究的方程求出若干不变模。这些进一步被用来产生一类新的精确解,其一般表示在方程的任何李点对称下都不是不变的。然后我们继续研究这些解的性质。
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引用次数: 0
Stochastic modeling for an SIVR coronavirus epidemic model with distributed delay: dynamic properties and optimal control 具有分布延迟的SIVR冠状病毒流行模型的随机建模:动态特性和最优控制
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1140/epjp/s13360-025-07097-z
Xin Li, Shufen Wei, Xinze Lian, Feng Rao

This paper develops a stochastic SIVR epidemic model with distributed delay to analyze the dynamics of coronavirus spread. We first derive the basic reproduction number and equilibrium points for the deterministic version of the model. For the stochastic model, we establish sufficient conditions for disease persistence using a Lyapunov approach and define a critical threshold (mathcal {R}_0^c), proving the existence of a unique stationary distribution via Khasminskii theory. Moreover, we obtain the exact probability density function around the quasi-equilibrium by solving the associated Fokker–Planck equation. To support intervention planning, we formulate a stochastic optimal control problem with three targeted strategies for susceptible, vaccinated, and infected subpopulations and characterize optimal controls using the stochastic maximum principle. These analytical results clarify key mechanisms driving disease persistence from an epidemiological standpoint. Theoretical findings are validated through numerical simulations, where key parameters are estimated via the Markov chain Monte Carlo method using real-time data.

本文建立了一种具有分布延迟的随机SIVR流行病模型来分析冠状病毒的传播动力学。我们首先推导出模型的确定性版本的基本再现数和平衡点。对于随机模型,我们使用Lyapunov方法建立了疾病持续的充分条件,并定义了临界阈值(mathcal {R}_0^c),通过Khasminskii理论证明了唯一平稳分布的存在性。此外,通过求解相关的Fokker-Planck方程,我们得到了准平衡周围的精确概率密度函数。为了支持干预计划,我们制定了一个随机最优控制问题,其中包括易感人群、接种疫苗人群和受感染人群的三种目标策略,并使用随机最大值原理表征最优控制。这些分析结果从流行病学角度阐明了导致疾病持续存在的关键机制。通过数值模拟验证了理论结果,其中利用实时数据通过马尔可夫链蒙特卡罗方法估计了关键参数。
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引用次数: 0
Moringa seeds extract-mediated green synthesis of Zn-Cu-Co-doped WO3 photocatalyst for enhanced photocatalytic activity 辣木籽提取物介导绿色合成zn - cu共掺杂WO3光催化剂以增强光催化活性
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1140/epjp/s13360-025-07081-7
Huma Tabassum, Tahir Iqbal
<div><p>A green synthesis approach based on moringa seed extract was utilized to synthesize tungsten oxide (<span>({text{WO}}_{3})</span>) and zinc-copper co-doped tungsten oxide (Zn-Cu-Co-doped <span>({text{WO}}_{3})</span>) for photocatalytic experiments. The synthesized materials were analyzed using X-ray diffraction for structural properties, scanning electron microscopy for morphological analysis, energy-dispersive X-ray spectroscopy for compositional analysis, and Fourier transform infrared spectroscopy for functional group identification. The photocatalytic properties were evaluated using a UV–Vis band gap study. The band gap of <span>({text{WO}}_{3})</span> has been determined to be 2.92 eV, while the <span>({text{Zn}}_{2{%}})</span>-<span>({text{Cu}}_{1{%}})</span>, <span>({text{Zn}}_{2{%}})</span>-<span>({text{Cu}}_{3{%}})</span>, <span>({text{Zn}}_{2{%}})</span>-<span>({text{Cu}}_{5{%}})</span> Co-doped <span>({text{WO}}_{3})</span> photocatalysts displayed band gaps of 3.03, 2.17, and 1.81 eV, respectively. <span>({text{Zn}}_{2{%}})</span>-<span>({text{Cu}}_{5{%}})</span> Co-doped <span>({text{WO}}_{3})</span> has a lower band gap than pure <span>({text{WO}}_{3})</span>. The band gap for <span>({text{Zn}}_{2{%}})</span>-<span>({text{Cu}}_{5{%}})</span> Co-doped <span>({text{WO}}_{3})</span> was found to be reduced in comparison with pure <span>({text{WO}}_{3})</span>. The <span>({text{Zn}}_{2{%}})</span>-<span>({text{Cu}}_{5{%}})</span> Co-doped <span>({text{WO}}_{3})</span> has a lower band gap than pure <span>({text{WO}}_{3})</span>. Methyl red, an organic dye that is frequently found in industrial wastewater and can have detrimental effects on the environment and human health, is to be more readily degraded by photocatalysis with a reduced band gap. The <span>({text{Zn}}_{2{%}})</span>-<span>({text{Cu}}_{5{%}})</span> Co-doped <span>({text{WO}}_{3})</span> had the best photocatalytic activity among the synthesized samples, with a degradation rate of 94%, while the pure <span>({text{WO}}_{3})</span> and <span>({text{Zn}}_{2{%}})</span>-<span>({text{Cu}}_{1{%}})</span>, <span>({text{Zn}}_{2{%}})</span>-<span>({text{Cu}}_{3{%}})</span>, <span>({text{Zn}}_{2{%}})</span>-<span>({text{Cu}}_{5{%}})</span> Co-doped <span>({text{WO}}_{3})</span> photocatalysts exhibited degradation efficiencies of 33%, 68%, and 82%, respectively. The enhanced performance of the Co-doped samples can be attributed to the presence of Zn-Cu, which increases the surface area and raises the efficiency of degradation. Moreover, the photocatalysts showed excellent stability and reusability during degradations, thus proving to be quite promising for practical applications in environmental remediation. Furthermore, the photocatalysts exhibited outstanding stability and reusability, indicating their potential for application to environmental remediation. High degradation efficiency, stability as well as the ease of recovery of the synthesized <span>({text{Zn}}_{2{%}})
以辣木籽提取物为原料,采用绿色合成方法合成氧化钨(({text{WO}}_{3}))和锌铜共掺杂氧化钨(zn - cu -co -掺杂({text{WO}}_{3}))进行光催化实验。利用x射线衍射分析合成材料的结构性质,扫描电镜进行形态分析,能量色散x射线光谱进行成分分析,傅里叶变换红外光谱进行官能团鉴定。通过紫外可见带隙研究对其光催化性能进行了评价。({text{WO}}_{3})的带隙为2.92 eV,而({text{Zn}}_{2{%}}) - ({text{Cu}}_{1{%}})、({text{Zn}}_{2{%}}) - ({text{Cu}}_{3{%}})、({text{Zn}}_{2{%}}) - ({text{Cu}}_{5{%}})共掺杂的({text{WO}}_{3})光催化剂的带隙分别为3.03、2.17和1.81 eV。({text{Zn}}_{2{%}}) - ({text{Cu}}_{5{%}})共掺杂的({text{WO}}_{3})比纯的({text{WO}}_{3})具有更小的带隙。发现与纯({text{WO}}_{3})相比,({text{Zn}}_{2{%}}) - ({text{Cu}}_{5{%}})共掺杂({text{WO}}_{3})的带隙减小了。与纯({text{WO}}_{3})相比,({text{Zn}}_{2{%}}) - ({text{Cu}}_{5{%}})共掺杂的({text{WO}}_{3})具有更小的带隙。甲基红是一种经常出现在工业废水中的有机染料,可对环境和人类健康产生有害影响,它更容易通过减小带隙的光催化降解。在合成的样品中,({text{Zn}}_{2{%}}) - ({text{Cu}}_{5{%}})共掺杂({text{WO}}_{3})的光催化活性最好,降解率为94%, while the pure ({text{WO}}_{3}) and ({text{Zn}}_{2{%}})-({text{Cu}}_{1{%}}), ({text{Zn}}_{2{%}})-({text{Cu}}_{3{%}}), ({text{Zn}}_{2{%}})-({text{Cu}}_{5{%}}) Co-doped ({text{WO}}_{3}) photocatalysts exhibited degradation efficiencies of 33%, 68%, and 82%, respectively. The enhanced performance of the Co-doped samples can be attributed to the presence of Zn-Cu, which increases the surface area and raises the efficiency of degradation. Moreover, the photocatalysts showed excellent stability and reusability during degradations, thus proving to be quite promising for practical applications in environmental remediation. Furthermore, the photocatalysts exhibited outstanding stability and reusability, indicating their potential for application to environmental remediation. High degradation efficiency, stability as well as the ease of recovery of the synthesized ({text{Zn}}_{2{%}})-({text{Cu}}_{1{%}}), ({text{Zn}}_{2{%}})-({text{Cu}}_{3{%}}), ({text{Zn}}_{2{%}})-({text{Cu}}_{5{%}}) Co-doped ({text{WO}}_{3}) nanoparticles make them highly promising to deal with the problems attributed to the industrial pollutants such as methyl red.
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引用次数: 0
Enhancing double-direction controlled cyclic hybrid transmission of arbitrary m-qudit states in noisy environment 增强噪声环境下任意m-qudit状态的双向控制循环混合传输
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1140/epjp/s13360-025-07075-5
Fangru Li, Songya Ma, Jiaming Shen

Interactive hybrid quantum communication plays a crucial role in fulfilling diversity, flexibility and scalability. To address the challenge of large capacity, high success probability and decoherence, we first propose a controlled cyclic and bidirectional communication protocol to achieve the hybrid transmission of arbitrary single-qudit states through selecting a suitable entangled channel and measurement operators. Then, the proposed protocol is generalized to arbitrary multi-qudit states. With the permission of the supervisor, each sender can synchronously teleport an unknown qudit state to her neighbor in the clockwise direction and remotely prepare a known state in the counterclockwise direction with unit success probability. The recipient’s recovery operation is derived from the general expression, which clearly reveals its relationship with the measurement results of the senders and the supervisor. Network coding is ingeniously implemented to decrease the classical communication cost. Moreover, we explore the influence of amplitude damping noise and improve the fidelity by means of weak measurement and environment-assisted measurement. Compared with the existing protocols, our protocols have great advantages in terms of applicability, practicality, resource conservation and so on.

交互混合量子通信在实现多样性、灵活性和可扩展性方面起着至关重要的作用。为了解决大容量、高成功概率和退相干的难题,我们首先提出了一种受控循环双向通信协议,通过选择合适的纠缠信道和测量算子,实现任意单量子位态的混合传输。然后,将该协议推广到任意多量数状态。在获得上级许可的情况下,每个发送方可以同步顺时针方向传送一个未知的qudit状态给她的邻居,并以单位成功概率在逆时针方向远程准备一个已知状态。接收方的恢复操作由一般表达式推导而来,清晰地揭示了其与发送方和监理方测量结果的关系。巧妙地实现了网络编码,降低了传统通信成本。此外,我们还探讨了振幅阻尼噪声的影响,并通过弱测量和环境辅助测量来提高图像的保真度。与现有协议相比,我们的协议在适用性、实用性、资源节约等方面具有很大的优势。
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引用次数: 0
Tuning the optoelectrical properties of spray-deposited ZnO thin films via V and Sr co-doping 通过V和Sr共掺杂调整喷涂ZnO薄膜的光电性能
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1140/epjp/s13360-025-07096-0
Serif Ruzgar, Mujdat Caglar

This study investigates the co-doping effects of transition metal (V) and alkali earth metal (Sr) elements on the crystalline structure, surface morphology, optical properties, and photo-sensing performance of ZnO thin films. Thin films of ZnO, ZnO/V, ZnO/Sr, and ZnO/V/Sr were synthesized using the nebulizer spray pyrolysis (NSP) technique. X-ray diffraction analysis confirmed the hexagonal wurtzite structure ZnO structure in all films. The optical band gap energy (Eg) values were determined to be 3.310 ± 0.008 eV for ZnO, 3.301 ± 0.008 eV for ZnO/V, 3.284 ± 0.008 eV for ZnO/Sr, and 3.310 ± 0.008 eV for ZnO/V/Sr. All the deposited thin films were photosensitized to the light. The ZnO/Sr showed the highest performance with a detection (D*) sensitivity of 3.22 × 109 Jones and a photoresponsivity (R) of 1.6 × 10–2 A/W, measured under a − 4 V bias. This research highlights that doping with transition and alkali earth metal elements is an effective strategy for tailoring the physical properties of semiconducting oxide films.

本文研究了过渡金属(V)和碱土金属(Sr)元素共掺杂对ZnO薄膜的晶体结构、表面形貌、光学性能和光敏性能的影响。采用喷雾热解(NSP)技术合成了ZnO、ZnO/V、ZnO/Sr和ZnO/V/Sr薄膜。x射线衍射分析证实了所有薄膜中ZnO的六方纤锌矿结构。ZnO的光学带隙能(Eg)值为3.310±0.008 eV, ZnO/V为3.301±0.008 eV, ZnO/Sr为3.284±0.008 eV, ZnO/V/Sr为3.310±0.008 eV。所有沉积的薄膜都对光具有光敏性。在−4 V偏置下,ZnO/Sr的检测灵敏度(D*)为3.22 × 109 Jones,光响应度(R)为1.6 × 10-2 a /W,表现出最高的性能。本研究强调了过渡金属和碱土金属元素的掺杂是调整半导体氧化膜物理性质的有效策略。
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引用次数: 0
Computational assessment of entropy generation interaction for gravity-driven Darcy–Forchheimer Casson nanomaterial over a spinning sphere 重力驱动的Darcy-Forchheimer Casson纳米材料在旋转球体上熵产相互作用的计算评估
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1140/epjp/s13360-025-07093-3
Muhammad Naveed Khan, Shafiq Ahmad, Roobaea Alroobaea, N. Ameer Ahammad, Muhammad Yasir

A wide range of thermal transfer applications from an engineering perspective is greatly beneficial from the thermos-physical characteristics of tri-hybrid nanofluid because the heat transport mainly depends on the thermal conductivity and volume concentrations of nanoparticles. The main focus of the analysis is to discuss the mixed convective stagnation point flow with entropy generation investigation on a Casson tri-hybrid nanofluid caused by a spinning sphere with variable fluid properties numerically. Further, the impact of cross diffusion, heat source, and thermal radiation with convective boundary conditions are taken into consideration in the existing work. In this work, a tri-hybrid nano liquid is formed by suspensions of three dissimilar nanoparticles, such as copper (Cu), silver (Ag), and graphene oxide (GO) with base fluid kerosene oil. The mathematical formulation of the flow model is assembled in the form of partial differential equations (PDEs) and altered into the system of ordinary differential equations (ODEs) by using transformation. The MATLAB bvp4c solver is employed to solve the transformed equations numerically. The graphical changes of various emerging parameters are visualized and discussed thoroughly. It is seen from the graphs that stronger values of the variable viscosity parameter decline the linear velocity of the fluid. In contrast, it shows the reverse trend in the case of angular velocity. Moreover, depreciation in the entropy generation is noted for greater values of magnetic parameter because growing values of magnetic parameter produce the stronger resistance force in the momentum of fluid, as a result, the stronger heat transfer rate produced inside the boundary layer.

由于热传递主要取决于纳米颗粒的热导率和体积浓度,因此三杂化纳米流体的热物理特性极大地有利于从工程角度广泛的传热应用。分析的重点是讨论由变流体性质的自旋球引起的卡森三杂化纳米流体的混合对流滞止点流动及其熵产的数值研究。此外,现有工作还考虑了对流边界条件下交叉扩散、热源和热辐射的影响。在这项工作中,三混合纳米液体是由三种不同的纳米颗粒,如铜(Cu),银(Ag)和氧化石墨烯(GO)的悬浮液与基础流体煤油形成的。将流动模型的数学公式以偏微分方程的形式组合起来,通过变换将其转化为常微分方程组。利用MATLAB bvp4c求解器对变换后的方程进行数值求解。对各种新出现的参数的图形变化进行了可视化和深入的讨论。从图中可以看出,变粘度参数越高,流体的线速度越低。相反,在角速度的情况下,它显示出相反的趋势。此外,当磁参数值越大时,熵产会发生衰减,因为磁参数值越大,流体动量中的阻力越大,边界层内产生的换热率越高。
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引用次数: 0
Modulation instability and direct numerical simulation of coherently coupled twin-core fiber with saturable nonlinearity 含饱和非线性的相干耦合双芯光纤的调制不稳定性及直接数值模拟
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1140/epjp/s13360-025-07076-4
Satyabrata Sahu, R. Sivakumar, P. Mohanraj

Modulation instability (MI) in coherently coupled twin-core optical fibers with saturable nonlinearity is investigated. The system is modeled using a modified set of coupled nonlinear Schrodinger equations that incorporate both coherent coupling and nonlinear saturation effects. Linear stability analysis is applied to determine how the dispersion regime, coupling strength, and saturation parameter influence the MI gain spectrum. Our results show that saturation suppresses MI in the normal dispersion regime but enhances it in the anomalous regime. Direct numerical simulations using the split-step Fourier method confirm the analytical predictions, revealing enhanced sideband growth and spectral broadening with increasing saturation. These findings elucidate the competing roles of coherent coupling and saturation in shaping pulse dynamics and provide guidance for the design of coupled fiber systems for controlled nonlinear propagation.

研究了具有可饱和非线性的相干耦合双芯光纤的调制不稳定性。该系统采用一组改进的耦合非线性薛定谔方程,其中包括相干耦合和非线性饱和效应。线性稳定性分析用于确定色散状态、耦合强度和饱和参数如何影响MI增益谱。我们的研究结果表明,饱和度在正常色散状态下抑制MI,而在异常色散状态下增强MI。采用分步傅立叶方法的直接数值模拟证实了分析预测,揭示了随着饱和度的增加,边带增长和光谱展宽增强。这些发现阐明了相干耦合和饱和在形成脉冲动力学中的竞争作用,并为耦合光纤系统的控制非线性传播设计提供了指导。
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引用次数: 0
Energy bandgap and radiative flow of hybrid SiC + CdTe nanofluid based-kerosene via cone in porous material: combined experiment and simulation 多孔材料中SiC + CdTe纳米流体基煤油经锥的能带隙和辐射流:实验与模拟相结合
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1140/epjp/s13360-025-07098-y
Asma Alanazy, Mohamed R. Eid, Ahmed F. Al-Hossainy, Essam M. Elsaid

This study examines energy bandgap and thermal properties of mixed nanofluid flow of [KO/SiC + CdTe]HC passing through solid cone composed of a porous material. We have fabricated microporous-structure thin films from [KO/SiC + CdTe]HC using a physical vapor deposition (PVD) method. The study has considered existence of heat absorption in porous media and radioactive flow. Silicon carbide [SiC]NPs and cadmium telluride [CdTe]NPs are suspended in kerosene oil (KO) to form a hybridized nanofluid. NDsolve in Mathematica software streamlines control equations into ordinary differential equations (ODEs) and computationally resolves them. Effects of various factors, including nanoparticles size, cone angle, heat absorption, radiation, and porosity, are investigated, and results are presented in graphs. We utilize Materials Studio 7.0 software, specifically TDDFT/DMol3 module, to investigate molecular structures and calculate frequencies for both crystal models and individual molecules. We compare DFT-Gaussian09W vibration values with experimental data to assess their structural or optical characteristics. In some cases, results support the relevant numerical findings reported in published research. Adding nanoparticles lowered the energy bandgap from 4.713 to 1.663 eV, and the heat transfer efficiency went up by roughly 30–35%. More porosity made heat distribution better, but thermal radiation made temperature go up but convective efficiency goes down.

本文研究了[KO/SiC + CdTe]HC混合纳米流体通过多孔材料组成的固体锥体时的能带隙和热性能。采用物理气相沉积(PVD)方法制备了[KO/SiC + CdTe]HC微孔结构薄膜。研究考虑了多孔介质吸热和放射性流动的存在。将碳化硅(SiC) NPs和碲化镉(CdTe) NPs悬浮在煤油(KO)中形成杂交纳米流体。Mathematica软件中的NDsolve将控制方程简化为常微分方程(ode),并对其进行计算求解。研究了包括纳米颗粒尺寸、锥角、吸热、辐射和孔隙率在内的各种因素的影响,并将结果以图表形式呈现。我们利用Materials Studio 7.0软件,特别是TDDFT/DMol3模块,研究分子结构并计算晶体模型和单个分子的频率。我们将DFT-Gaussian09W振动值与实验数据进行比较,以评估其结构或光学特性。在某些情况下,结果支持已发表研究报告的相关数值结果。纳米粒子的加入使能隙从4.713 eV降低到1.663 eV,传热效率提高了约30-35%。孔隙度越大,热分布越好,但热辐射使温度升高,对流效率降低。
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引用次数: 0
Leveraging enhanced physics-informed neural networks based on adaptive weight loss for solving inverse problems of nonlinear Sine-Gordon equation 利用基于自适应减重的增强物理信息神经网络求解非线性正弦戈登方程的逆问题
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1140/epjp/s13360-025-07099-x
Alemayehu Tamirie Deresse, Tamirat Temesgen Dufera, Mitiku Daba Firdi

The capacity of physics-informed neural networks (PINNs) to handle various nonlinear problems has attracted considerable attention recently. However, because PINNs rely on data points and physical constraint residuals to infer unknowns, they have a number of challenges and limitations, particularly when it comes to addressing complex inverse problems. The solution may be unstable or inaccurate when dealing with sparse or noisy data. In the current study, we propose adaptive weight loss PINNs (AWL-PINNs) to obtain the solution to inverse problems of a nonlinear space-time hyperbolic sine-Gordon equation. AWL-PINNs are an improved PINNs variant that is intended to increase training accuracy and efficiency. In addition, AWL-PINNs are utilized to balance contributions and enhance convergence by modifying the weights upon training according to the amount and rate of change of each loss term. The effectiveness and resilience of this approach are demonstrated through four computational examples. Different parameter identification and boundary control equations are considered among the types of inverse problems available. Two- and three-dimensional figures are displayed to show the dynamics and physical properties of both predicted solutions by the methods and accurate solutions. A comparison was made between AWL-PINN and standard PINN in terms of training and test losses and various error metrics. The tabular and graphical comparison results show that, compared to conventional PINNs, the proposed adaptive weight loss-based deep learning technique performs better in terms of accuracy, robustness, and computational efficiency for solving various inverse problems of nonlinear sine-Gordon equations. Furthermore, AWL-PINNs provide more dependable and repeatable results with less sensitivity to network initialization and data noise, according to statistical error evaluations. Hence, AWL-PINNs are an adaptable and remarkable machine learning tool to effectively handle similar inverse problems of nonlinear physical issues arising in various disciplines.

物理信息神经网络(pinn)处理各种非线性问题的能力近年来引起了人们的广泛关注。然而,由于pinn依赖于数据点和物理约束残差来推断未知数,因此它们存在许多挑战和局限性,特别是在解决复杂的逆问题时。当处理稀疏或有噪声的数据时,该解决方案可能不稳定或不准确。在目前的研究中,我们提出了自适应减重pinn (awl - pinn)来求解非线性时空双曲正弦-戈登方程的反问题。锥型pin是一种改进的pin变体,旨在提高训练的准确性和效率。此外,根据每个损失项的变化量和速率,在训练时通过修改权值来平衡贡献并增强收敛性。通过四个算例验证了该方法的有效性和弹性。在现有的反问题类型中,考虑了不同的参数辨识和边界控制方程。用二维和三维图形显示了方法预测解和精确解的动力学和物理性质。在训练和测试损失以及各种误差指标方面,对锥子- pin和标准pin进行了比较。表格和图形比较结果表明,与传统的pinn相比,本文提出的基于自适应权重损失的深度学习技术在求解各种非线性正弦戈登方程反问题方面具有更好的准确性、鲁棒性和计算效率。此外,根据统计误差评估,awl - pinn提供了更可靠和可重复的结果,对网络初始化和数据噪声的敏感性更低。因此,awl - pin是一种适应性强且卓越的机器学习工具,可以有效地处理各种学科中出现的非线性物理问题的类似逆问题。
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引用次数: 0
The perturbed Fokas–Lenells equation with Kudryashov’s law of self-phase modulation having the spatiotemporal dispersion 具有时空色散的具有Kudryashov自相位调制定律的扰动Fokas-Lenells方程
IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-29 DOI: 10.1140/epjp/s13360-025-07066-6
Neslihan Ozdemir, Aydin Secer, Muslum Ozisik, Mustafa Bayram

This work focuses on applying the addendum to Kudryashov’s method to generate the soliton solutions of the perturbed Fokas–Lenells equation with Kudryashov’s law of self-phase modulation having the spatiotemporal dispersion. The presence of self-phase modulation offers a nonlinear intensity-dependent refractive index, while the spatiotemporal dispersion accounts for both temporal and spatial effects in wave propagation. We indicate the dark and bright soliton solutions through the three-dimensional, contour, and two-dimensional portraits. The physical importance of these soliton solutions is discussed, offering a greater understanding of the behavior of nonlinear waves in media characterized by both dispersive and nonlinear effects. Modulation instability (MI) analysis has a crucial role in understanding the dynamics and stability properties of nonlinear models. So, the model under consideration is comprehensively examined to assess its spatiotemporal behavior and identify relevant instability conditions. The findings of this study enhance the broader comprehension of soliton dynamics within nonlinear optical and fluid systems. These insights may have significant implications for the development of advanced communication technologies and further applications across various domains of nonlinear wave theory.

本文主要研究了利用Kudryashov具有时空色散的自相位调制定律,利用Kudryashov方法的附录来生成扰动Fokas-Lenells方程的孤子解。自相位调制的存在提供了非线性强度依赖的折射率,而时空色散说明了波传播中的时间和空间效应。我们通过三维、等高线和二维图像来指出暗孤子和亮孤子的解。讨论了这些孤子解的物理重要性,从而更好地理解了以色散和非线性效应为特征的介质中非线性波的行为。调制不稳定性(MI)分析对于理解非线性模型的动力学和稳定性具有重要作用。因此,对所考虑的模型进行全面检查,以评估其时空行为并确定相关的不稳定条件。本研究的发现增强了对非线性光学和流体系统中孤子动力学的更广泛理解。这些见解可能对先进通信技术的发展和非线性波理论在各个领域的进一步应用具有重要意义。
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引用次数: 0
期刊
The European Physical Journal Plus
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