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Exploring Quantum Machine Learning for Weather Forecasting 探索量子机器学习在天气预报中的应用
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-21 DOI: 10.1007/s13538-025-01941-4
Maria Heloísa F. da Silva, Gleydson F. de Jesus, Christiano M. S. Nascimento, Valéria L. da Silva, Clebson S. Cruz

Weather forecasting plays a crucial role in supporting strategic decisions across various sectors, including agriculture, renewable energy production, and disaster management. However, the inherently dynamic and chaotic behavior of the atmosphere presents significant challenges to conventional predictive models. On the other hand, introducing quantum computing simulation techniques to the forecasting problems constitutes a promising alternative to overcome these challenges. In this context, this work explores the emerging intersection between quantum machine learning (QML) and climate forecasting. We present a feasibility study of a Quantum Neural Network (QNN) trained on real meteorological data. Despite observed nonlinearities and architectural sensitivities, the QNN employed demonstrated robustness in handling temporal variability and faster convergence in temperature prediction. The findings highlight the potential of quantum models in short- and medium-term climate prediction, while also revealing key challenges and future directions for optimization and broader applicability.

天气预报在支持农业、可再生能源生产和灾害管理等各个部门的战略决策方面发挥着至关重要的作用。然而,大气固有的动态和混沌行为对传统的预测模式提出了重大挑战。另一方面,将量子计算模拟技术引入预测问题是克服这些挑战的一个有希望的替代方案。在此背景下,本工作探讨了量子机器学习(QML)和气候预测之间的新兴交叉点。本文提出了一种基于真实气象数据训练的量子神经网络的可行性研究。尽管观察到非线性和结构敏感性,所采用的QNN在处理时间变化方面表现出鲁棒性,在温度预测方面收敛速度更快。这些发现突出了量子模型在短期和中期气候预测中的潜力,同时也揭示了优化和更广泛适用性的关键挑战和未来方向。
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引用次数: 0
Revisiting the Jaynes–Cummings Model with Time-dependent Coupling 重新审视具有时间依赖耦合的Jaynes-Cummings模型
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-19 DOI: 10.1007/s13538-025-01949-w
Thiago T. Tsutsui, Danilo Cius, Antonio Vidiella-Barranco, Antonio S. M. de Castro, Fabiano M. Andrade

The Jaynes–Cummings (JC) model stands as a fully quantized, fundamental framework for exploring light–matter interactions, a timely reflection on a century of quantum theory. The time-dependent Jaynes–Cummings (TDJC) model introduces temporal variations in certain parameters, which often require the use of numerical methods. However, under the resonance condition, exact solutions can be obtained, offering insight into a variety of physical scenarios. In this work, we study the resonant TDJC model considering different modulations of the atom–field coupling. The model is presented and an analytical solution derived in a didactic way, allowing us to examine how time-dependent couplings affect atomic population inversion and atom–field entanglement. We also consider an atom traversing a partially cooled cavity, which induces periodicity and reveals the combined effects of atomic motion and thermal fluctuations. The Bloch vector is used to analyze the dynamics of the system, including the atomic state purity, and reveals phenomena such as atomic dipole alignment with the field due to the oscillating coupling, as well as atomic population trapping, which arises by increasing the initial mean thermal photon number.

詹尼斯-卡明斯(JC)模型是一个完全量子化的、探索光-物质相互作用的基本框架,是对一个世纪以来量子理论的及时反思。时变Jaynes-Cummings (TDJC)模型引入了某些参数的时间变化,这通常需要使用数值方法。然而,在共振条件下,可以获得精确的解,从而深入了解各种物理场景。在这项工作中,我们研究了考虑不同原子场耦合调制的谐振TDJC模型。以讲授的方式提出了该模型并推导了解析解,使我们能够研究随时间变化的耦合如何影响原子居群反转和原子场纠缠。我们还考虑了一个原子穿过部分冷却的腔,这引起了周期性,并揭示了原子运动和热波动的综合影响。布洛赫矢量用于分析系统的动力学,包括原子态纯度,并揭示了由于振荡耦合而引起的原子偶极子与场对齐以及增加初始平均热光子数引起的原子居群捕获等现象。
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引用次数: 0
Sub-Wavelength Atomic Localization in a Four-Level Tripod System for Advanced Atomic Manipulation 先进原子操作四能级三脚架系统的亚波长原子定位
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-18 DOI: 10.1007/s13538-025-01950-3
Humaira Kalsoom, Zareen A. Khan

This article presents a theoretical approach for achieving sub-wavelength atomic localization in a four-level tripod-type atomic system. By analyzing the transmission spectrum, we show how the interaction of two orthogonal standing-wave fields with a weak probe field allows precise control over atomic localization. Our results reveal sharply defined one, two and four localized peaks, corresponding to specific atomic positions. We also explore how control fields, probe detuning, and decay rates influence two-dimensional atomic localization. In particular, reducing the decay rates from (0.05gamma) to (0.01gamma) leads to ultra-high precision, with atoms localized to regions as small as (lambda /32 times lambda /32) and a marked increase in localization probability. This enhanced precision arises from the complex interaction between the atom and the standing-wave and probe fields. These findings have important implications for advanced atomic manipulation techniques, such as nano-lithography and laser cooling, where precise control of atomic placement is crucial for improved performance and efficiency.

本文提出了在四能级三脚架型原子系统中实现亚波长原子定位的理论方法。通过分析透射谱,我们展示了两个正交驻波场与弱探测场的相互作用如何精确控制原子定位。我们的结果显示了明确定义的一个、两个和四个局域峰,对应于特定的原子位置。我们还探讨了控制场、探针失谐和衰减率如何影响二维原子定位。特别是,将衰变速率从(0.05gamma)降低到(0.01gamma)可以获得超高精度,原子定位到小到(lambda /32 times lambda /32)的区域,并且定位概率显著增加。这种精度的提高来自于原子与驻波场和探针场之间复杂的相互作用。这些发现对先进的原子操作技术具有重要意义,例如纳米光刻和激光冷却,其中精确控制原子位置对于提高性能和效率至关重要。
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引用次数: 0
Excitation of Ion Bernstein and Ion Cyclotron Waves by an Ion Beam in a Ripple Density Plasma 脉动密度等离子体中离子束对离子伯恩斯坦波和离子回旋波的激发
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-17 DOI: 10.1007/s13538-025-01916-5
Sujeet Kumar, Kaisar Ali, Arvind Kumar, Asheel Kumar, Binod K. Pandey, Sukhdeep Kaur, S. P. Mishra, Ashish Varma

An analytical investigation of the excitation of the ion Bernstein wave and ion cyclotron wave by ion beam in a plasma with density ripple is reported because the ion beams have the potential to excite the ion Bernstein wave and ion cyclotron wave existing in plasma. The density ripple in plasma with a suitable wave vector results in a significant enhancement in the growth rate of the ion Bernstein wave and the ion cyclotron wave via a Cerenkov interaction. We obtain the maximum growth rate of each mode at the inverse of the Larmor radius. We observe that the growth rate of ion Bernstein and ion cyclotron waves is much affected by the variation in beam cyclotron frequency, ion thermal velocity, and rippled density of plasma for Cerenkov resonance and slow cyclotron interactions. The graphical results show that the growth rate of waves increases with an increase in the density ripple and static magnetic field. This theory of excitation of ion Bernstein and ion cyclotron waves might be relevant in fusion plasma, tokamak plasma, and plasma heating.

由于离子束具有激发等离子体中存在的离子伯恩斯坦波和离子回旋波的潜力,本文报道了离子束在具有密度纹波的等离子体中激发离子伯恩斯坦波和离子回旋波的分析研究。在合适的波矢量下,等离子体中的密度纹波通过切伦科夫相互作用显著提高了离子伯恩斯坦波和离子回旋波的增长率。我们在拉莫尔半径的倒数处得到了各模态的最大增长率。我们观察到在切伦科夫共振和慢回旋加速器相互作用中,离子伯恩斯坦波和离子回旋波的生长速率受到束流回旋频率、离子热速度和等离子体纹波密度变化的很大影响。图形结果表明,波的增长率随着密度纹波和静磁场的增大而增大。离子伯恩斯坦和离子回旋波的激发理论可能与聚变等离子体、托卡马克等离子体和等离子体加热有关。
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引用次数: 0
Reply to Comment on “Modulational Instability of Dust-Ion-Acoustic Modulated Envelope Structures in Ultracold Quantum Complex Plasmas: Solitons, Rogue Waves, and Breathers” 关于“超冷量子复合等离子体中尘埃-离子-声学调制包络结构的调制不稳定性:孤子、异常波和呼吸子”的评论回复
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-15 DOI: 10.1007/s13538-025-01939-y
Haifa A. Alyousef, Fazal Wahed,  Ata-ur-Rahman, S. Neelam Naeem, Samir A. El-Tantawy

In response to the recent Comments [1] on our published paper [2], wherein the authors raise questions on the physical realization of quantum dusty plasma, the present reply provides a detailed justification of the validity and novelty of the study carried in [2].

针对最近对我们发表的论文[2]的评论[1],其中作者对量子尘埃等离子体的物理实现提出了质疑,本答复提供了[2]中所进行研究的有效性和新颖性的详细证明。
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引用次数: 0
Comparative Study of Magnetic Characteristics of (CuO, ZnO and CuO-ZnO)/Polyaniline Composite System Using Vibrating Sample Magnetometer 用振动样品磁强计比较(CuO, ZnO和CuO-ZnO)/聚苯胺复合体系的磁特性
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-15 DOI: 10.1007/s13538-025-01944-1
Nikita Korde, Sandeep Waghuley, Kailash Nemade

The current investigation is the first effort to measure the magnetic characteristics of (CuO, ZnO and CuO-ZnO)/Polyaniline Composites. In this study, the elements of composites such as PANI, CuO and ZnO were synthesized chemically, whereas the composite was synthesized using ex-situ method. Fourier transform Infrared Spectroscopy (FTIR), Scanning Electron Microscopy (SEM), Vibrating Sample Magnetometer (VSM) and X-ray Diffraction (XRD) were employed to evaluate the as-prepared composites. Magnetic characteristics parameters such as magnetic saturation (Ms), magnetic remanence (Mr), and coercivity (Hc) were effectively determined using VSM data. Ms = 48.79 emu/g, Mr = 14.7 emu/g, and Hc = 0.38Oe are the highest values of all magnetic properties associated with the CuO-ZnO/Polyaniline composite. We observed that ZnO and CuO doping in PANI nanoparticles leads to enhancement in the magnetization that might be suitable for magnetic sensors, data storage, supercapacitors, spintronics devices.

本研究首次测量了(CuO, ZnO和CuO-ZnO)/聚苯胺复合材料的磁性。本研究采用化学方法合成了聚苯胺、氧化铜和氧化锌等复合材料,采用移位法合成了复合材料。采用傅里叶变换红外光谱(FTIR)、扫描电镜(SEM)、振动样品磁强计(VSM)和x射线衍射(XRD)对制备的复合材料进行了表征。磁饱和(Ms)、剩磁(Mr)、矫顽力(Hc)等磁特性参数均可通过VSM数据有效测定。Ms = 48.79 emu/g, Mr = 14.7 emu/g, Hc = 0.38Oe是与CuO-ZnO/聚苯胺复合物相关的所有磁性能的最高值。我们观察到ZnO和CuO掺杂在聚苯胺纳米颗粒中导致磁化强度增强,可能适用于磁传感器,数据存储,超级电容器,自旋电子器件。
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引用次数: 0
Advancing Topological Robustness in 1D Photonic Crystals via Multi-Material Architectures 基于多材料结构的一维光子晶体拓扑稳健性研究
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-15 DOI: 10.1007/s13538-025-01938-z
Gulzar Ali J, Sanjay Kumar Mohanty, Chittaranjan Nayak

We investigate topological interface states (TISs) in inversion- or mirror-symmetric one-dimensional photonic crystals (PCs) composed of (varvec{n}) dielectric materials, where each unit cell has equal optical thickness ((varvec{lambda /6}) for ternary and (varvec{lambda /8}) for quaternary PCs). Contrary to conventional assumptions that differing outer layers are required for TIS emergence, our results reveal that this is not universally necessary: ternary PCs with identical outer layers and a distinct central material fail to support TISs, while quaternary PCs can exhibit TISs even when the first and last layers are the same, provided that the internal layers differ significantly. This demonstrates that internal structural asymmetry, rather than boundary conditions alone, governs the existence of TISs. Zak phase analysis confirms their topological origin, and we further show that higher refractive index contrast leads to wider bandgaps. These findings establish new design principles for achieving robust and tunable topological states in terahertz photonics and integrated optical applications.

我们研究了由(varvec{n})介电材料组成的反转或镜像对称一维光子晶体(PCs)的拓扑界面态(tis),其中每个单元胞具有相等的光学厚度(三元光子晶体为(varvec{lambda /6}),四元光子晶体为(varvec{lambda /8}))。与传统的假设相反,我们的研究结果表明,这并不是普遍必要的:具有相同外层和独特中心材料的三元pc无法支持TISs,而第四元pc即使在第一层和最后一层相同的情况下也可以表现出TISs,只要内层差异显著。这表明内部结构的不对称性,而不是边界条件,决定了tss的存在。Zak相位分析证实了它们的拓扑来源,并进一步表明更高的折射率对比度导致更宽的带隙。这些发现为在太赫兹光子学和集成光学应用中实现鲁棒和可调谐拓扑状态建立了新的设计原则。
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引用次数: 0
Adiabatic Lapse Rate Estimation Using a Van Der Waals-type Equation of State 用范德华状态方程估计绝热递减率
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-13 DOI: 10.1007/s13538-025-01937-0
J. C. Hernández, M. A. Machucho, J. E. Ramírez

We revisit a family of temperature-dependent van der Waals-type equations of state to improve the estimation of the adiabatic lapse rate in planetary atmospheres. This family of equations of state generalize the classical van der Waals and Berthelot models by introducing a single parameter that modulates the temperature dependence of intermolecular interactions. We analyze their thermodynamic properties, including critical behavior, spinodal and coexistence curves, and entropy. The adiabatic curves are computed by explicitly incorporating the contribution of molecular vibrational and rotational degrees of freedom. Using a generalized expression for the adiabatic lapse rate, we estimate the adiabatic lapse rate in the troposphere of Titan and Venus. Our results show that the van der Waals-type equation of state reproduces the observed lapse rates more accurately than the van der Waals one.

我们重新讨论了一系列与温度有关的范德华状态方程,以改进对行星大气中绝热递减率的估计。这一系列状态方程通过引入单个参数来调节分子间相互作用的温度依赖性,从而推广了经典范德华和贝特洛模型。我们分析了它们的热力学性质,包括临界行为、spinodal曲线和共存曲线以及熵。通过显式地结合分子振动自由度和旋转自由度的贡献来计算绝热曲线。利用绝热递减率的广义表达式,估计了土卫六和金星对流层的绝热递减率。我们的结果表明,范德华状态方程比范德华状态方程更准确地再现了观测到的递减率。
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引用次数: 0
Fifth Order Approximation and Solvent Interaction in Helicoidal Peyrard-Bishop-Dauxois Model of DNA DNA螺旋Peyrard-Bishop-Dauxois模型的五阶近似和溶剂相互作用
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-12 DOI: 10.1007/s13538-025-01933-4
Arnaud Djine, Serge Bruno Yamgoué, Nkeh Oma Nfor

The Peyrard-Bishop-Dauxois (PBD) model is a notable representation of DNA, offering valuable insights due to its helicoidal structure. This configuration brings distant nucleotides into close proximity through hydrogen bonds facilitated by water filaments. This paper focuses on the fifth-order approximation of breather modes and solvent interactions within the helicoidal PBD model. We initiate our study by deriving the discrete nonlinear differential equation governing polynucleotide motion via Hamiltonian formalism. Subsequently, we obtain the linear dispersion law for small-amplitude waves. Utilizing the reductive perturbation method, we then derive the Quintic nonlinear Schrödinger equation (QNLSE), incorporating solvent interaction parameters. A comprehensive modulational instability analysis is conducted, followed by an analytical examination of an exact solution using direct integration. Our findings indicate that solvent interactions significantly influence the amplitude of bright solitons and the breather mode’s pulse.

Peyrard-Bishop-Dauxois (PBD)模型是DNA的一个显著代表,由于其螺旋结构提供了有价值的见解。这种结构通过水丝促进的氢键使远端的核苷酸靠近。本文研究了螺旋PBD模型中呼吸模和溶剂相互作用的五阶近似。我们通过哈密顿形式推导出控制多核苷酸运动的离散非线性微分方程,从而开始了我们的研究。随后,我们得到了小振幅波的线性色散规律。利用约化微扰法,我们推导了包含溶剂相互作用参数的五次非线性Schrödinger方程(QNLSE)。进行了全面的调制不稳定性分析,然后使用直接积分对精确解进行了分析检验。我们的研究结果表明,溶剂相互作用显著影响明亮孤子的振幅和呼吸模式的脉冲。
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引用次数: 0
Deviation from Quadrupole-Only Predictions in Fusion Orientations Due to Hexadecapole Deformation 由于六极体变形导致的聚变方向与四极体预测的偏差
IF 1.7 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-12 DOI: 10.1007/s13538-025-01934-3
Dalip Singh Verma,  Prasann

This study re-examines the influence of quadrupole deformation (beta _2) on optimum fusion orientations and, for the first time in this context, investigates the role of hexadecapole deformation (beta _4) using a microscopic framework. Employing the Skyrme energy density formalism (SEDF) within the semiclassical extended Thomas–Fermi (ETF) approach, we analyse hot-compact and cold-elongated configurations in the fusion of silicon isotopes. While earlier studies based on phenomenological models, such as the Prox77 proximity potential, suggested that optimum orientations depend solely on the sign of (beta _2) and are unaffected by higher-order deformations, our findings show otherwise. We demonstrate that (beta _4) can induce significant deviations, up to 40(^circ), in optimum hot-compact orientations. In contrast, cold-elongated configurations remain unchanged. Moreover, we find that optimum orientations depend on both the sign and the magnitude of (beta _2), particularly when (beta _2) is large. Our results reveal that higher-order multipole deformations are essential for a precise description of orientation-dependent fusion dynamics.

本研究重新研究了四极体变形(beta _2)对最佳融合取向的影响,并在此背景下首次使用微观框架研究了六极体变形(beta _4)的作用。采用半经典扩展Thomas-Fermi (ETF)方法中的Skyrme能量密度形式(SEDF),我们分析了硅同位素聚变中的热致密和冷拉长构型。虽然早期基于现象学模型的研究,如Prox77邻近电位,表明最佳定向仅取决于(beta _2)的符号,并且不受高阶变形的影响,但我们的研究结果显示并非如此。我们证明(beta _4)可以诱导显著的偏差,高达40 (^circ),在最佳的热致密取向。相比之下,冷拉长结构保持不变。此外,我们发现最优方向取决于(beta _2)的符号和大小,特别是当(beta _2)很大时。我们的研究结果表明,高阶多极变形对于精确描述依赖于取向的融合动力学是必不可少的。
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引用次数: 0
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Brazilian Journal of Physics
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