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基于Gaussian软件的高中化学反应机理可视化教学研究——以苯衍生物的硝化反应为例
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作者 吕彩虹 辛景凡 《计算机应用文摘》 2026年第4期27-31,共5页
高斯(Gaussian)软件是一款可视化的计算化学工具。利用该软件辅助中学化学教学,可以将抽象的化学知识具象化,帮助学生理解理论内容,同时体现绿色化学理念在教学中的应用。文章以中学《有机化学》(选修3)中的“思考与讨论”栏目为例,采用... 高斯(Gaussian)软件是一款可视化的计算化学工具。利用该软件辅助中学化学教学,可以将抽象的化学知识具象化,帮助学生理解理论内容,同时体现绿色化学理念在教学中的应用。文章以中学《有机化学》(选修3)中的“思考与讨论”栏目为例,采用Gaussian软件对苯衍生物硝化反应的机理进行设计与研究。项目提供了分子结构的电荷分布、势能剖面图、过渡态能量、静电势图、具体反应变化机理及热效应等可视化教学资源。通过形象直观的图示和模型,学生更容易理解硝化反应的条件和机理,从化学键及基团相互作用的角度学习有机化学知识,激发学习兴趣,并辅助阐释复杂反应机理,提升学生的核心素养。 展开更多
关键词 gaussian软件 可视化教学 硝化反应
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基于3D Gaussian Splatting的小麦植株三维表型构建分析
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作者 杨欣怡 吴春笃 +1 位作者 张波 张爽 《农业工程》 2026年第2期1-8,共8页
针对成熟期小麦三维表型传统获取方法效率低、自动化程度不足,难以兼顾效率与精细度的问题,基于三维高斯泼溅(3D Gaussian Splatting,3DGS)建立全流程表型构建方法,整合3个技术模块:基于多视角图像的3DGS高保真三维重建、以株高为代表... 针对成熟期小麦三维表型传统获取方法效率低、自动化程度不足,难以兼顾效率与精细度的问题,基于三维高斯泼溅(3D Gaussian Splatting,3DGS)建立全流程表型构建方法,整合3个技术模块:基于多视角图像的3DGS高保真三维重建、以株高为代表的宏观表型参数提取与精度验证,以及采用PointNet++模型的植株点云器官分割(叶、茎、穗)。试验结果表明,3DGS能够高效重建出细节丰富的小麦植株三维模型,其峰值信噪比、结构相似性指数和学习感知图像块相似度分别达到36.9594 dB、0.9746和0.1146;提取的株高与人工测量值高度一致(决定系数R2=0.9713,均方根误差1.565 cm);PointNet++模型在最优参数下(最远点采样中心数量10000)器官分割最佳准确率和平均交并比分别为0.78069和0.63954,测试集上穗部分割精度最高,精确率0.8604,交并比0.7547。利用该研究方法生成的小麦三维模型重建质量好、精度高,证明其在三维表型分析中具有高效、精确的优势,具备良好的应用潜力。 展开更多
关键词 小麦 作物表型 表型参数 器官分割 3D gaussian Splatting PointNet++
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Data-driven early warning of Gaussian white noise-induced critical transitions
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作者 Ruifang WANG Minhe JIA +2 位作者 Xuanqi FAN Jinzhong MA Yong XU 《Applied Mathematics and Mechanics(English Edition)》 2026年第2期389-400,共12页
Many complex systems are frequently subject to the influence of uncertain disturbances,which can exert a profound effect on the critical transitions(CTs),potentially resulting in catastrophic consequences.Consequently... Many complex systems are frequently subject to the influence of uncertain disturbances,which can exert a profound effect on the critical transitions(CTs),potentially resulting in catastrophic consequences.Consequently,it is of uttermost importance to provide warnings for noise-induced CTs in various applications.Although capturing certain generic symptoms of transition behaviors from observational and simulated data poses a challenging problem,this work attempts to extract information regarding CTs from simulated data of a Gaussian white noise-induced tri-stable system.Using the extended dynamic mode decomposition(EDMD)algorithm,we initially obtain finite-dimensional approximations of both the stochastic Koopman operator and the generator.Subsequently,the drift parameters and the noise intensity within the system are identified from the simulated data.Utilizing the identified system,the parameter-dependent basin of the unsafe regime(PDBUR)is quantified,enabling data-driven early warning of Gaussian white noise-induced CTs.Finally,an error analysis is carried out to verify the effectiveness of the data-driven results.Our findings may serve as a paradigm for understanding and predicting noise-induced CTs in complex systems based on data. 展开更多
关键词 gaussian white noise critical transition(CT) extended dynamic mode decomposition(EDMD) parameter-dependent basin of the unsafe regime(PDBUR)
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橡胶交联网络非Gaussian链统计力学
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作者 宋义虎 《高分子通报》 北大核心 2025年第7期1161-1172,共12页
"橡胶弹性"是《高分子物理》中联系长链分子构象和熵弹性的重要章节之一.现行《高分子物理》教科书以讲授Gaussian链构象和收缩力以及Gaussian链网络熵变和应力为主,附带讲授Gaussian链统计力学的修正,而很少提及非Gaussian... "橡胶弹性"是《高分子物理》中联系长链分子构象和熵弹性的重要章节之一.现行《高分子物理》教科书以讲授Gaussian链构象和收缩力以及Gaussian链网络熵变和应力为主,附带讲授Gaussian链统计力学的修正,而很少提及非Gaussian链统计力学及其近似表达形式.本文从无规行走问题出发回顾Gaussian链、非Gaussian链统计力学的主要来源与结果,介绍自由连接链、自避无规行走链末端位移分布和统计力学问题,以便让读者认识到Gaussian链网络模型仅是无穷长链Stirling近似结果的特例,而非Gaussian链统计力学在描述交联密度、链刚性、分子间/分子内作用力的贡献方面更有用. 展开更多
关键词 橡胶弹性 gaussian 无规行走问题 自由连接链 排除体积效应
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基于3D Gaussian Splatting的室内环境TIGO-SLAM算法
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作者 王凌峰 刘宏杰 余映 《计算机应用研究》 北大核心 2025年第9期2745-2751,共7页
针对现有SLAM算法在渲染真实感、内存占用和复杂场景适应性方面的不足,提出了一种基于3D Gaussians Splatting的密集SLAM算法——TIGO-SLAM(tensor illumination and Gaussian optimization for indoor SLAM)。该算法集成了基于神经网... 针对现有SLAM算法在渲染真实感、内存占用和复杂场景适应性方面的不足,提出了一种基于3D Gaussians Splatting的密集SLAM算法——TIGO-SLAM(tensor illumination and Gaussian optimization for indoor SLAM)。该算法集成了基于神经网络的张量光照模型、改进的高斯遮罩算法以及网格化神经场的几何和颜色属性表示,具体创新包括:a)基于神经网络的张量光照模型,增强镜面反射与漫反射效果,从而提升了渲染真实感;b)通过冗余高斯剔除机制改进高斯遮罩算法,有效降低了内存消耗并提高了实时性;c)结合网格化神经场的几何与颜色属性表示,采用优化的码本存储方式,显著提高了渲染性能和场景重建精度。实验结果表明,TIGO-SLAM在室内场景渲染、内存优化和复杂场景适应性方面均有显著提升,特别是在动态室内环境中的渲染和重建效果表现突出,为SLAM技术在资源受限设备上的应用提供了新的可能。 展开更多
关键词 密集SLAM 3D gaussian Splatting 张量辐射场 码本 地图构建
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基于Meta-Gaussian模型的陕西省农业干旱风险评估 被引量:2
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作者 闫瀚文 粟晓玲 吴海江 《华北水利水电大学学报(自然科学版)》 北大核心 2025年第1期41-52,共12页
近年来,世界各地高温干旱复合极端气候事件频发,导致农业干旱风险加剧,严重威胁区域的粮食安全和水资源安全。因此,定量评估高温干旱复合事件驱动下的农业干旱风险对防旱减灾具有重要意义。分别以6个月尺度的标准化降水指数(SPI)、3个... 近年来,世界各地高温干旱复合极端气候事件频发,导致农业干旱风险加剧,严重威胁区域的粮食安全和水资源安全。因此,定量评估高温干旱复合事件驱动下的农业干旱风险对防旱减灾具有重要意义。分别以6个月尺度的标准化降水指数(SPI)、3个月尺度的标准化温度指数(STI)和标准化土壤湿度指数(SSI)表征气象干旱、高温事件和农业干旱,并基于Meta-Gaussian模型的多变量条件概率和联合概率评估不同事件组合下陕西省夏季发生农业干旱的风险。结果表明:①随着驱动组合事件变量的增多和严重程度的加剧,陕西省遭受农业干旱的风险增大(条件概率二维>0.30,三维>0.35,四维>0.50)。其中,气象干旱和高温事件条件下,农业干旱发生风险最大的月份分别为8月和6月。②随着并发事件增多和严重程度的加剧,陕西省多变量复合事件的风险减小(联合概率二维<0.30,三维<0.20,四维<0.15)。相比陕北和陕南地区,关中平原遭遇多变量复合事件驱动的农业干旱风险更大。 展开更多
关键词 农业干旱 多变量复合事件 Meta-gaussian模型 风险评估
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基于3D Gaussian Splatting的小型苗木三维重建 被引量:1
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作者 郝瑾艺 徐爱俊 +1 位作者 周素茵 叶俊华 《农业工程学报》 北大核心 2025年第14期194-205,共12页
针对现有苗木三维重建方法存在的图像采集成本高、效率低等问题,该研究提出了一种基于3D高斯溅射(3D gaussian splatting,3DGS)的小型苗木三维重建方法。首先,搭建了一套适用于小型苗木的图像采集装置,通过消费级智能手机获取苗木的多... 针对现有苗木三维重建方法存在的图像采集成本高、效率低等问题,该研究提出了一种基于3D高斯溅射(3D gaussian splatting,3DGS)的小型苗木三维重建方法。首先,搭建了一套适用于小型苗木的图像采集装置,通过消费级智能手机获取苗木的多视图图像序列;其次,采用SAM模型(segment anything model)对苗木图像进行精确分割,去除多视图序列中的背景;将使用运动恢复结构(structure from motion,SfM)算法生成的稀疏点云初始化为三维高斯分布,进行场景优化;最后,利用三维高斯作为场景表示,通过3DGS实现苗木重建。该方法在自建数据集上的评估结果表明,相比使用原始数据,使用SAM分割后的数据进行重建的时间缩短了40.79%;相比神经辐射场(neural radiance fields,NeRF)模型,3DGS模型的峰值信噪比(peak signal-to-noise ratio,PSNR)和结构相似性指数(structural similarity index measure,SSIM)均值分别提高了70.49%和48.64%,学习感知图像块相似度(learned perceptual image patch similarity,LPIPS)均值降低了93.55%,平均重建时间缩短了98.04%。利用该文方法生成的苗木重建图像视觉保真度高,重建的点云能够有效表征苗木的几何结构,可以为小型苗木的低成本和高质量三维重建提供技术参考。 展开更多
关键词 图像分割 三维重建 3DGS 小型苗木 神经辐射场
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一般Gaussian测度Fock空间上对偶Toeplitz算子的紧性
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作者 孙铭浩 邴迪 李然 《吉林大学学报(理学版)》 北大核心 2025年第5期1225-1230,共6页
针对一般Gaussian测度Fock空间上对偶Toeplitz算子的紧性问题,先定义对数型完全平方函数,再通过构造一族函数,利用放缩和乘法算子分解等方法,给出一般Gaussian测度Fock空间上对偶Toeplitz算子有界性和紧性的充要条件,从而将Fock空间上对... 针对一般Gaussian测度Fock空间上对偶Toeplitz算子的紧性问题,先定义对数型完全平方函数,再通过构造一族函数,利用放缩和乘法算子分解等方法,给出一般Gaussian测度Fock空间上对偶Toeplitz算子有界性和紧性的充要条件,从而将Fock空间上对偶Toeplitz算子的研究方法推广到一般Gaussian测度Fock空间上. 展开更多
关键词 FOCK空间 对偶TOEPLITZ算子 gaussian测度 紧性 有界性
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一维对称Pearcey-Gaussian光束在光折变介质中的传输特性
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作者 乔治 杨海雄 宋丽军 《量子光学学报》 北大核心 2025年第1期87-94,共8页
基于非线性薛定谔方程,采用分步傅里叶法数值研究了一维对称皮尔斯-高斯光束在光折变介质中的传输动力学。结果表明:由于光折变介质的非线性作用,光束能够形成类呼吸孤子或孤子对。随着非线性系数的增大,在光折变介质中逐渐形成稳定的... 基于非线性薛定谔方程,采用分步傅里叶法数值研究了一维对称皮尔斯-高斯光束在光折变介质中的传输动力学。结果表明:由于光折变介质的非线性作用,光束能够形成类呼吸孤子或孤子对。随着非线性系数的增大,在光折变介质中逐渐形成稳定的单呼吸孤子。分布因子对光束传输也会产生影响,分布因子越大,呼吸孤子的周期越小,呼吸频率越大。初始振幅的增大会使光束在演化过程中发生分裂,产生多个子光束。线性啁啾影响孤子的偏移角度,啁啾系数的正负影响孤子的偏移方向,啁啾系数的绝对值越大,孤子的偏移角度就越大。二次啁啾影响光束的衍射效应,二次啁啾系数的绝对值越大,衍射效应越强。 展开更多
关键词 皮尔斯-高斯光束 光折变介质 啁啾 光束传输
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Linear-Quadratic-Gaussian控制实现腔频率锁定仿真研究
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作者 宋旭宁 翟泽辉 《量子光学学报》 北大核心 2025年第3期100-107,共8页
本文考虑了Linear-Quadratic-Gaussian(LQG)控制理论在量子光学中腔锁定问题中的应用。锁定光学腔是指将输入激光频率与腔的谐振频率匹配的过程,将腔的频率稳定在激光频率上,以便于在腔内最大限度地积累能量,使得透射光场最强。激光频... 本文考虑了Linear-Quadratic-Gaussian(LQG)控制理论在量子光学中腔锁定问题中的应用。锁定光学腔是指将输入激光频率与腔的谐振频率匹配的过程,将腔的频率稳定在激光频率上,以便于在腔内最大限度地积累能量,使得透射光场最强。激光频率和腔频率之间的误差由“失谐”?表征。本文描述了建立腔体系统的模型,设计了LQG控制器。该控制器已在仿真实验中实现并成功测试。 展开更多
关键词 频率锁定 线性二次高斯控制 最优控制
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Reconnection of magnetic flux ropes driven by two-color Laguerre–Gaussian laser pulses in plasma
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作者 Yin-Hong Liu Su-Ming Weng Zheng-Ming Sheng 《Matter and Radiation at Extremes》 2025年第4期24-34,共11页
The generation and reconnection of magneticflux ropes in a plasma irradiated by two Laguerre–Gaussian laser pulses with different frequen-cies and opposite topological charges are investigated numerically by particle-... The generation and reconnection of magneticflux ropes in a plasma irradiated by two Laguerre–Gaussian laser pulses with different frequen-cies and opposite topological charges are investigated numerically by particle-in-cell simulations.It is shown that twisted plasma currents and hence magneticflux ropes can be effectively generated as long as the laser frequency difference matches the electron plasma frequency.More importantly,subsequent reconnection of magneticflux ropes can occur.Typical signatures of magnetic reconnection,such as magnetic island formation and plasma heating,are identified in the reconnection of magneticflux ropes.Notably,it is found that a strong axial magneticfield can be generated on the axis,owing to the azimuthal current induced during the reconnection of the ropes.This indicates that in the reconnection of magneticflux ropes,the energy can be transferred not only from the magneticfield to the plasma but also from the plasma current back to the magneticfield.This work opens a new avenue to the study of magneticflux ropes,which helps in understanding magnetic topology changes,and resultant magnetic energy dissipation,plasma heating,and particle acceleration found in solarflares,and magnetic confinement fusion devices. 展开更多
关键词 twisted plasma currents laguerre gaussian laser pulses magnetic islands electron plasma frequency Laguerre gaussian laser pulses magnetic ux ropes magnetic flux ropes plasma reconnection
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Precision bounds for quantum phase estimation using two-mode squeezed Gaussian states
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作者 Jian-Dong Zhang Chuang Li +1 位作者 Lili Hou Shuai Wang 《Chinese Physics B》 2025年第1期228-233,共6页
Quantum phase estimation based on Gaussian states plays a crucial role in many application fields.In this paper,we study the precision bound for the scheme using two-mode squeezed Gaussian states.The quantum Fisher in... Quantum phase estimation based on Gaussian states plays a crucial role in many application fields.In this paper,we study the precision bound for the scheme using two-mode squeezed Gaussian states.The quantum Fisher information is calculated and its maximization is used to determine the optimal parameters.We find that two single-mode squeezed vacuum states are the optimal Gaussian inputs for a fixed two-mode squeezing process.The corresponding precision bound is sub-Heisenberg-limited and scales as N^(-1)/2.For practical purposes,we consider the effects originating from photon loss.The precision bound can still outperform the shot-noise limit when the lossy rate is below 0.4.Our work may demonstrate a significant and promising step towards practical quantum metrology. 展开更多
关键词 quantum metrology gaussian state Heisenberg limit
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ON THE GAUSSIAN KINEMATIC FORMULA OF R.ADLER AND J.TAYLOR
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作者 Joseph H.G.Fu 《Acta Mathematica Scientia》 2025年第1期200-214,共15页
We apply methods of algebraic integral geometry to prove a special case of the Gaussian kinematic formula of Adler-Taylor.The idea,suggested already by Adler and Taylor,is to view the GKF as the limit of spherical kin... We apply methods of algebraic integral geometry to prove a special case of the Gaussian kinematic formula of Adler-Taylor.The idea,suggested already by Adler and Taylor,is to view the GKF as the limit of spherical kinematic formulas for spheres of large dimension N and curvature1/N. 展开更多
关键词 integral geometry kinematic formula probability density gaussian density
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Probing the Topology of Fermionic Gaussian Mixed States with U(1)symmetry by Full Counting Statistics
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作者 Liang Mao Hui Zhai Fan Yang 《Chinese Physics Letters》 2025年第6期208-215,共8页
Topological band theory has been studied for free fermions for decades,and one of the most profound physical results is the bulk-boundary correspondence.Recently a focus in topological physics is extending topological... Topological band theory has been studied for free fermions for decades,and one of the most profound physical results is the bulk-boundary correspondence.Recently a focus in topological physics is extending topological classification to mixed states.Here,we focus on Gaussian mixed states for which the modular Hamiltonians of the density matrix are quadratic free fermion models with U(1)symmetry and can be classified by topological invariants.The bulk-boundary correspondence is then manifested as stable gapless modes of the modular Hamiltonian and degenerate spectrum of the density matrix.In this article,we show that these gapless modes can be detected by the full counting statistics,mathematically described by a function introduced as F(θ).A divergent derivative atθ=πcan be used to probe the gapless modes in the modular Hamiltonian.Based on this,a topological indicator,whose quantization to unity senses topologically nontrivial mixed states,is introduced.We present the physical intuition of these results and also demonstrate these results with concrete models in both one-and two-dimensions.Our results pave the way for revealing the physical significance of topology in mixed states. 展开更多
关键词 free fermions quadratic free fermion models modular hamiltonians density matrix gaussian mixed states topological band theory extending topological classification stable gapless fermionic gaussian mixed states
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Physical modeling and statistical characterization of shallowwater seabed reverberation based on Gaussian beam tracing
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作者 Caineng Pan Weihua Jiang +1 位作者 Feng Tong Lingji Xu 《Acta Oceanologica Sinica》 2025年第12期177-187,共11页
Shallow-water seabed reverberation presents a critical disturbance in acoustic propagation,affecting the target detection performance of monostatic sonar.This paper proposes a novel seabed reverberation model integrat... Shallow-water seabed reverberation presents a critical disturbance in acoustic propagation,affecting the target detection performance of monostatic sonar.This paper proposes a novel seabed reverberation model integrating Gaussian beam tracing with seabed scattering physics.The model synthesizes time-domain reverberation signals by superimposing scattering signals received across multiple propagation paths.It accurately resolves scattering signals along distinct paths and enables simulation of reverberation under diverse shallow-water environments by adjusting the marine parameters.Furthermore,we model the seabed reverberation signals in the time domain and the space domain for a cylindrical transceiver array,and provide a detailed statistical characterization of the simulated seabed reverberation signals.Finally,shallow-water seabed reverberation experiments were conducted with a cylindrical transceiver array.Comparisons between shallow-water seabed reverberation measurements and simulation estimates at various sites and transceiver depths demonstrate that the proposed seabed reverberation model can efficiently simulate shallow-water seabed reverberation. 展开更多
关键词 seabed reverberation model gaussian beam tracing SHALLOW-WATER cylindrical array
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Determination of Gaussian curvature modulus and spontaneous curvature via membrane buckling
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作者 Mei-Ting Wang Gao-Xiao Jiang +1 位作者 Rui Ma Chen-Xu Wu 《Communications in Theoretical Physics》 2025年第9期137-148,共12页
The elastic properties of membranes are typically characterized by a few phenomenological parameters,including bending and Gaussian curvature moduli measuring the membrane rigidity against its deformation and topologi... The elastic properties of membranes are typically characterized by a few phenomenological parameters,including bending and Gaussian curvature moduli measuring the membrane rigidity against its deformation and topological change,as well as spontaneous curvature arising from the asymmetry between the two leaflets in the lipid bilayers.Though tether-based and fluctuationbased experiments are commonly utilized to measure the bending modulus,measuring the Gaussian curvature modulus and the spontaneous curvature of the membrane is considered to be much more difficult.In this paper,we study the buckling process of a circular membrane with nonzero spontaneous curvature under compressive stresses.It is found that when the stress exceeds a critical value,the circular membrane will transform from a spherical cap to a buckled shape,with its buckling degree enhanced with the increase of stress until its base is constricted to almost zero.As the stress-strain relationship of the buckled membrane strongly depends on the Gaussian curvature modulus and the spontaneous curvature,we therefore propose a method to determine the Gaussian curvature modulus and the spontaneous curvature simultaneously by measuring its stress-strain relationship during a buckling process. 展开更多
关键词 membrane buckling gaussian curvature modulus spontaneous curvature Helfrich theory
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Validation of a noisy Gaussian boson sampler via graph theory
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作者 Denis Stanev Taira Giordani +1 位作者 NicolòSpagnolo Fabio Sciarrino 《Advanced Photonics Nexus》 2025年第1期105-115,共11页
Quantum photonic processors are emerging as promising platforms to prove preliminary evidence of quantum computational advantage toward the realization of universal quantum computers.In the context of nonuniversal noi... Quantum photonic processors are emerging as promising platforms to prove preliminary evidence of quantum computational advantage toward the realization of universal quantum computers.In the context of nonuniversal noisy intermediate quantum devices,photonic-based sampling machines solving the Gaussian boson sampling(GBS)problem currently play a central role in the experimental demonstration of quantum computational advantage.A relevant issue is the validation of the sampling process in the presence of experimental noise,such as photon losses,which could undermine the hardness of simulating the experiment.We test the capability of a validation protocol that exploits the connection between GBS and graph perfect match counting to perform such an assessment in a noisy scenario.In particular,we use as a test bench the recently developed machine Borealis,a large-scale sampling machine that has been made available online for external users,and address its operation in the presence of noise.The employed approach to validation is also shown to provide connections with the open question on the effective advantage of using noisy GBS devices for graph similarity and isomorphism problems and thus provides an effective method for certification of quantum hardware. 展开更多
关键词 quantum certification noisy quantum optical system gaussian boson sampling
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Comparative Analysis of Weibull and Gaussian Statistical Methods for Assessing the Mechanical Properties of Natural Fibers
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作者 Mokhtar Benarioua Salah Amroune +4 位作者 Said Zergane Barhm Mohamad Amin Houari Khalissa Saada Kouider Madani 《Journal of Harbin Institute of Technology(New Series)》 2025年第6期47-52,共6页
A detailed comparative examination of the Weibull and Gaussian statistical methods is offered to analyze the mechanical properties of natural date palm fibers. Tensile tests were conducted on 35 fiber samples using a ... A detailed comparative examination of the Weibull and Gaussian statistical methods is offered to analyze the mechanical properties of natural date palm fibers. Tensile tests were conducted on 35 fiber samples using a universal testing machine to gather data on stress, strain, and Young's modulus. This data was then analyzed through both statistical approaches to evaluate their ability to model important mechanical characteristics, including tensile strength, strain at break, and Young's modulus. The study identifies the strengths and weaknesses of each statistical method when it is applied to natural fibers, emphasizing their suitability for modeling different mechanical properties. The results of this analysis provide important insights that can guide the selection of the most appropriate statistical method, depending on the type of mechanical property being studied and the specific characteristics of the data. This research makes significant contributions to advancing the understanding of natural fiber mechanics and improving the methods used for their characterization. 展开更多
关键词 Weibull distribution Young modulus gaussian distribution static traction natural fibers
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Research on the unified robust Gaussian filters based on M-estimation
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作者 ZUO Yunlong LYU Xu ZHANG Xiaofeng 《Journal of Systems Engineering and Electronics》 2025年第5期1161-1168,共8页
In this paper,the newly-derived maximum correntropy Kalman filter(MCKF)is re-derived from the M-estimation perspective,where the MCKF can be viewed as a special case of the M-estimations and the Gaussian kernel functi... In this paper,the newly-derived maximum correntropy Kalman filter(MCKF)is re-derived from the M-estimation perspective,where the MCKF can be viewed as a special case of the M-estimations and the Gaussian kernel function is a special case of many robust cost functions.Based on the derivation process,a unified form for the robust Gaussian filters(RGF)based on M-estimation is proposed to suppress the outliers and non-Gaussian noise in the measurement.The RGF provides a unified form for one Gaussian filter with different cost functions and a unified form for one robust filter with different approximating methods for the involved Gaussian integrals.Simulation results show that RGF with different weighting functions and different Gaussian integral approximation methods has robust antijamming performance. 展开更多
关键词 maximum correntropy Kalman filter(MCKF) M-ESTIMATION gaussian filter
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