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THE A PRIORI ESTIMATES FOR A CLASS OF GENERAL HESSIAN QUOTIENT TYPE EQUATIONS
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作者 Ni XIANG Yuni XIONG Jingyi YAO 《Acta Mathematica Scientia》 2025年第3期867-884,共18页
In this paper, we derive the a priori estimates for a class of more general (k, l)-Hessian quotient type equations involving u and Du on the right hand function. As an application we prove the Liouville theorem depend... In this paper, we derive the a priori estimates for a class of more general (k, l)-Hessian quotient type equations involving u and Du on the right hand function. As an application we prove the Liouville theorem depending on Pogorelov type estimates. On the other hand, we obtain the existence and uniqueness of the k-admissible solution for these general equations with the Neumann boundary condition, based on some growth conditions for the right hand function. 展开更多
关键词 Hessian quotient type equations the a priori estimates Neumann problems Liouville Theorem
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A Priori and A Posteriori Error Estimates of Streamline Diffusion Finite Element Method for Optimal Control Problem Governed by Convection Dominated Diffusion Equation 被引量:5
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作者 Ningning Yan Zhaojie Zhou 《Numerical Mathematics(Theory,Methods and Applications)》 SCIE 2008年第3期297-320,共24页
In this paper,we investigate a streamline diffusion finite element approxi- mation scheme for the constrained optimal control problem governed by linear con- vection dominated diffusion equations.We prove the existenc... In this paper,we investigate a streamline diffusion finite element approxi- mation scheme for the constrained optimal control problem governed by linear con- vection dominated diffusion equations.We prove the existence and uniqueness of the discretized scheme.Then a priori and a posteriori error estimates are derived for the state,the co-state and the control.Three numerical examples are presented to illustrate our theoretical results. 展开更多
关键词 Constrained optimal control problem convection dominated diffusion equation stream-line diffusion finite element method a priori error estimate a posteriori error estimate.
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A PRIORI L_2 ERROR ESTIMATES FOR A NONLINEAR PARABOLIC SYSTEM BASED ON COMBINING THE METHOD OF CHARACTERISTICS WITH MIXED FINITE ELEMENT PROCEDURE 被引量:2
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作者 袁益让 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 1993年第1期11-24,共14页
A nonlinear parabolic system is derived to describe incompressible nuclear waste-disposal contamination in porous media. A sequential implicit tirne-stepping is defined, in which the pressure and Darcy velocity of the... A nonlinear parabolic system is derived to describe incompressible nuclear waste-disposal contamination in porous media. A sequential implicit tirne-stepping is defined, in which the pressure and Darcy velocity of the mixture are approximated simultaneously by a mixed finite element method and the brine, radionuclid and heat are treated by a combination of a Galerkin finite element method and the method of characteristics. Optimal-order convergence in L2 is proved. Time-truncation errors of standard procedures are reduced by time stepping along the characteristics of the hyperbolic part of the brine, radionuclide and heal equalios, temporal and spatial error are lossened by direct compulation of the velocity in the mixed method, as opposed to differentiation of the pressure. 展开更多
关键词 Nonlinear PARABOLIC system mixed FINITE element characlerisitics L2 estimates.
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A Formulation of the Porous Medium Equation with Time-Dependent Porosity: A Priori Estimates and Regularity Results
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作者 Koffi B. Fadimba 《Applied Mathematics》 2024年第10期745-763,共19页
We consider a generalized form of the porous medium equation where the porosity ϕis a function of time t: ϕ=ϕ(x,t): ∂(ϕS)∂t−∇⋅(k(S)∇S)=Q(S).In many works, the porosity ϕis either assumed to be independent of (or to de... We consider a generalized form of the porous medium equation where the porosity ϕis a function of time t: ϕ=ϕ(x,t): ∂(ϕS)∂t−∇⋅(k(S)∇S)=Q(S).In many works, the porosity ϕis either assumed to be independent of (or to depend very little of) the time variable t. In this work, we want to study the case where it does depend on t(and xas well). For this purpose, we make a change of unknown function V=ϕSin order to obtain a saturation-like (advection-diffusion) equation. A priori estimates and regularity results are established for the new equation based in part on what is known from the saturation equation, when ϕis independent of the time t. These results are then extended to the full saturation equation with time-dependent porosity ϕ=ϕ(x,t). In this analysis, we make explicitly the dependence of the various constants in the estimates on the porosity ϕby the introduced transport vector w, through the change of unknown function. Also we do not assume zero-flux boundary, but we carry the analysis for the case Q≡0. 展开更多
关键词 Porous Medium Equation POROSITY Saturation Equation A priori estimates Regularity Results
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A PRIORI ESTIMATES TO THE MAXIMUM MODULUS OF GENERALIZED SOLUTIONS OF A CLASS OF QUASILINEAR ELLIPTIC EQUATIONS WITH ANISOTROPIC GROWTH CONDITIONS
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作者 梁廷 王向东 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1994年第11期1025-1034,共10页
In this paper we give a priori estimates for the maximum modulus of generalizedsolulions of the quasilinear elliplic equations irith anisotropic growth condition.
关键词 quasilinear elliptic equation. nonstandard growth condition.anisotropic Sobolev space. generalized solution. maximum mod-ulus. a priori estimate
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The Volume Estimates of Geodesic Balls on Finsler Gradient Ricci Solitons
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作者 CHENG Xinyue LIANG Zirui NI Qihui 《数学进展》 北大核心 2025年第6期1357-1367,共11页
In this paper,we study and characterize the volume estimates of geodesic balls on Finsler gradient Ricci solitons.We get the upper bounds on the volumes of geodesic balls of all three kinds of Finsler gradient Ricci s... In this paper,we study and characterize the volume estimates of geodesic balls on Finsler gradient Ricci solitons.We get the upper bounds on the volumes of geodesic balls of all three kinds of Finsler gradient Ricci solitons under certain condition about the Laplacian of thedistance function. 展开更多
关键词 Finsler metric measure manifold weighted Ricci curvature gradient Ricci soliton geodesic ball volume estimate
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STRICHARTZ AND SMOOTHING ESTIMATES FOR DISPERSIVE SEMI-GROUP e^(-itP(D)) IN WEIGHTED L^(2) SPACES AND THEIR APPLICATIONS
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作者 Jiecheng CHEN Shaolei RU Chenjing WU 《Acta Mathematica Scientia》 2025年第2期401-415,共15页
Combining TT* argument and bilinear interpolation,this paper obtains the Strichartz and smoothing estimates of dispersive semigroup e^(-itP(D)) in weighted L^(2) spaces.Among other things,we recover the results in[1].... Combining TT* argument and bilinear interpolation,this paper obtains the Strichartz and smoothing estimates of dispersive semigroup e^(-itP(D)) in weighted L^(2) spaces.Among other things,we recover the results in[1].Moreover,the application of these results to the well-posedness of some equations are shown in the last section. 展开更多
关键词 Strichartz estimates smoothing estimates Morrey-Campanato class weighted L^(2)spaces WELL-POSEDNESS
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Space and time estimates of second gradient thermal problems
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作者 J.R.FERNÁNDEZ V.PATA R.QUINTANILLA 《Applied Mathematics and Mechanics(English Edition)》 2025年第7期1403-1416,共14页
We consider the space and time decays of certain problems within the second gradient thermal law.Notably,for this thermal theory,the exponential time decay is precluded.First,the time estimates of polynomial type are ... We consider the space and time decays of certain problems within the second gradient thermal law.Notably,for this thermal theory,the exponential time decay is precluded.First,the time estimates of polynomial type are obtained for both the thermal equation and the one-dimensional thermoelastic system,where the impossibility of localization with respect to time is also established.Then,the space estimates are deduced for the multidimensional thermoelastic problem,which allow to show the exponential decay of the energy. 展开更多
关键词 second gradient theory THERMOELASTICITY spatial estimate polynomial decay
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The estimation method is the primary source of uncertainty in cropland nitrate leaching estimates in China
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作者 Xingshuai Tian Huitong Yu +4 位作者 Jiahui Cong Yulong Yin Kai He Zihan Wang Zhenling Cui 《Journal of Integrative Agriculture》 2025年第6期2425-2437,共13页
Cropland nitrate leaching is the major nitrogen(N) loss pathway, and it contributes significantly to water pollution. However, cropland nitrate leaching estimates show great uncertainty due to variations in input data... Cropland nitrate leaching is the major nitrogen(N) loss pathway, and it contributes significantly to water pollution. However, cropland nitrate leaching estimates show great uncertainty due to variations in input datasets and estimation methods. Here, we presented a re-evaluation of Chinese cropland nitrate leaching, and identified and quantified the sources of uncertainty by integrating three cropland area datasets, three N input datasets, and three estimation methods. The results revealed that nitrate leaching from Chinese cropland averaged 6.7±0.6 Tg N yr^(-1)in 2010, ranging from 2.9 to 15.8 Tg N yr^(-1)across 27 different estimates. The primary contributor to the uncertainty was the estimation method, accounting for 45.1%, followed by the interaction of N input dataset and estimation method at 24.4%. The results of this study emphasize the need for adopting a robust estimation method and improving the compatibility between the estimation method and N input dataset to effectively reduce uncertainty. This analysis provides valuable insights for accurately estimating cropland nitrate leaching and contributes to ongoing efforts that address water pollution concerns. 展开更多
关键词 cropland nitrate leaching UNCERTAINTY cropland area nitrogen input estimation method
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Asymptotically Exact a Posteriori Error Estimates for Non-Symmetric Eigenvalue Problems
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作者 Jun ZHANG Jiayu HAN 《Journal of Mathematical Research with Applications》 2025年第3期411-426,共16页
This paper is devoted to the Polynomial Preserving Recovery (PPR) based a posteriori error analysis for the second-order elliptic non-symmetric eigenvalue problem. An asymptotically exact a posteriori error estimator ... This paper is devoted to the Polynomial Preserving Recovery (PPR) based a posteriori error analysis for the second-order elliptic non-symmetric eigenvalue problem. An asymptotically exact a posteriori error estimator is proposed for solving the convection-dominated non-symmetric eigenvalue problem with non-smooth eigenfunctions or multiple eigenvalues. Numerical examples confirm our theoretical analysis. 展开更多
关键词 Polynomial Preserving Recovery non-symmetric eigenvalue problem a posteriori error estimates
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Estimating the final fatalities using early reported death count from the 2023 Kahramanmaras,Türkiye,M_(S) 8.0-7.9 earthquake doublet and revising the estimates over time
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作者 Yan Liu Zitao Wang Xuemin Zhang 《Earthquake Research Advances》 2025年第2期5-12,共8页
Earthquakes can cause significant damage and loss of life,necessitating immediate assessment of the resulting fatalities.Rapid assessment and timely revision of fatality estimates are crucial for effective emergency d... Earthquakes can cause significant damage and loss of life,necessitating immediate assessment of the resulting fatalities.Rapid assessment and timely revision of fatality estimates are crucial for effective emergency decisionmaking.This study using the February 6,2023,M_(S)8.0 and M_(S)7.9 Kahramanmaras,Türkiye earthquakes as an example to estimate the ultimate number of fatalities.An early Quick Rough Estimate(QRE)based on the number of deaths reported by the Disaster and Emergency Management Presidency of Türkiye(AFAD)is conducted,and it dynamically adjusts these estimates as new data becomes available.The range of estimates of the final number of deaths can be calculated as 31384–56475 based on the"the QRE of the second day multiplied by 2–3" rule,which incorporates the reported final deaths 50500.The Quasi-Linear and Adaptive Estimation(QLAE)method adaptively adjusts the final fatality estimate within two days and predicts subsequent reported deaths.The correct order of magnitude of the final death toll can be estimated as early as 13 hr after the M_(S)8.0 earthquake.In addition,additional earthquakes such as May 12,2008,M_(S)8.1 Wenchuan earthquake(China),September 8,2023,M_(S)7.2 Al Haouz earthquake(Morocco),November 3,2023,M_(S)5.8 Mid-Western Nepal earthquake,December 18,2023,M_(S)6.1 Jishishan earthquake(China),January 1,2024,M_(S)7.2 Noto Peninsula earthquake(Japan)and August 8,2023,Maui,Hawaii,fires are added again to verified the correctness of the model.The fatalities from the Maui fires are found to be approximately equivalent to those resulting from an M_(S)7.4 earthquake.These methods complement existing frameworks such as Quake Loss Assessment for Response and Mitigation(QLARM)and Prompt Assessment of Global. 展开更多
关键词 Kahramanmaras earthquake Earthquake fatality Human loss estimates Seismic risk 2023 Maui fires
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C^(2)estimates for a class of degenerate k-Hessian equations with gradient terms on closed Hermitian manifolds
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作者 WU Hanqing XU Lu 《纯粹数学与应用数学》 2025年第1期25-45,共21页
In this article,we are concerned with the C^(2)estimates for the k-convex solutions of a class of degenerate k-Hessian equations on closed Hermitian manifolds,whose function in the right-hand side is relevant to the u... In this article,we are concerned with the C^(2)estimates for the k-convex solutions of a class of degenerate k-Hessian equations on closed Hermitian manifolds,whose function in the right-hand side is relevant to the unknown function and its gradient.We will get C^(0)estimate by promoting others′results,and get the“HMW estimate”of this equation such that the conditions of using blow-up analysis are satisfied,and the gradient estimate and second-order estimate will be obtained.Such an estimate will be helpful to study the existence for the solution of the equation. 展开更多
关键词 C^(2)estimates degenerate k-Hessian equation closed Hermitian manifold
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ELLIPTIC EQUATION WITH CRITICAL EXPONENT AND DIPOLE POTENTIAL: EXISTENCE AND DECAY ESTIMATES
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作者 Yu SU Zhisu LIU Senli LIU 《Acta Mathematica Scientia》 2025年第2期636-658,共23页
The paper is concerned with a class of elliptic equation with critical exponent and Dipole potential.More precisely,we make use of the refined Sobolev inequality with Morrey norm to obtain the existence and decay prop... The paper is concerned with a class of elliptic equation with critical exponent and Dipole potential.More precisely,we make use of the refined Sobolev inequality with Morrey norm to obtain the existence and decay properties of nonnegative radial ground state solutions. 展开更多
关键词 Dipole potential decay estimation Hardy Sobolev critical exponent Henon Sobolev critical exponent
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GLOBAL WEIGHTED SPACE-TIME ESTIMATES OF SMALL DATA WEAK SOLUTIONS TO 1-D SEMILINEAR WAVE EQUATIONS WITH SCALING INVARIANT DAMPINGS
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作者 Qianqian LI Huicheng YIN 《Acta Mathematica Scientia》 2025年第6期2330-2353,共24页
In this paper,for the 1-D semilinear wave equation∂_(t)^(2)u-∂_(x)^(2)u+μ/t∂_(t)u=|u|~p with scaling invariant damping,where t≥1,p>1 andμ∈(0,1)∪(1,4/3),we establish the global weighted space-time estimates as ... In this paper,for the 1-D semilinear wave equation∂_(t)^(2)u-∂_(x)^(2)u+μ/t∂_(t)u=|u|~p with scaling invariant damping,where t≥1,p>1 andμ∈(0,1)∪(1,4/3),we establish the global weighted space-time estimates as well as the global existence of small data weak solution u when the nonlinearity power p is larger than some critical power p_(crit)(μ).Our proof is based on a class of new weighted Strichartz estimates with the weight t^(θ)|(1-μ)^(2)t^(2/|1-μ|)-x^(2)|^(γ)(θ>0andγ>0 are appropriate constants)for the solution of linear generalized Tricomi equation∂_(t)^(2)φ-t^(m)∂_(x)^(2)φ=0 with m being any fixed positive number. 展开更多
关键词 critical exponent generalized Tricomi equation scale-invariant damping weighted Strichartz estimate Fourier integral operator global existence
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基于轮询协议的可再生能源微网分布式块滚动时域估计
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作者 何德峰 胡爽 穆建彬 《控制理论与应用》 北大核心 2026年第1期129-138,共10页
针对可再生能源微网系统状态监测过程中通信资源有限的问题,本文提出了一种基于轮询协议的分布式块滚动时域估计算法.在分布式滚动时域估计的基础上,通过引入轮询协议减轻传感器网络的通信负担.在该协议下,每个传感器节点依次且周期性... 针对可再生能源微网系统状态监测过程中通信资源有限的问题,本文提出了一种基于轮询协议的分布式块滚动时域估计算法.在分布式滚动时域估计的基础上,通过引入轮询协议减轻传感器网络的通信负担.在该协议下,每个传感器节点依次且周期性地传送其测量值分量,避免了数据拥塞且充分利用了有限带宽资源.再应用块概念设计估计窗口内的扰动序列,减少了优化变量个数,从而降低了在线计算量.通过分析算法在最大分块长度下的可行性与收敛性,建立了保证算法优化问题存在等价解的充分条件,并把结果推广至扰动序列任意分块的情况.仿真结果表明所提算法能够有效估计可再生能源微网系统状态. 展开更多
关键词 可再生能源微网 滚动时域估计 分布式估计 状态估计 轮询协议 扰动块
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无外部信息辅助的主动式声呐时间开窗导航定位模型
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作者 薛树强 杨诚 +2 位作者 卞加超 杨文龙 赵爽 《武汉大学学报(信息科学版)》 北大核心 2026年第2期296-305,共10页
受限于海底导航信标时间同步的固有难度,水下导航通常采用主动式定位模型。然而,该模型总是不适定的,即每个观测对应载体信号收发时刻的两个待定点。若忽略载体运动,可取0.5倍的信号往返程的传播时间作为观测值进行定位,但这必然引入模... 受限于海底导航信标时间同步的固有难度,水下导航通常采用主动式定位模型。然而,该模型总是不适定的,即每个观测对应载体信号收发时刻的两个待定点。若忽略载体运动,可取0.5倍的信号往返程的传播时间作为观测值进行定位,但这必然引入模型误差,特别是在深海场景或载体高速运动的情形下;若使用多普勒测速或惯性导航等航位推算信息,则会导致声呐导航依存于外部信息。因此,提出了一种附加载体运动学参数的主动式声呐时间开窗导航定位模型,实现了载体位置、速度、加速度等信息的联合估计,在实时输出载体当前时刻坐标信息的同时实现了载体任意时刻运动状态信息的获取,解决了主动式定位模型的不适定性问题。同时,提出了时间开窗导航定位精度几何因子(trajectory dilution of precision,TRDOP),以评估时间开窗导航定位构型的强度。结果表明,TRDOP可以很好地刻画时间开窗导航定位构型的优劣,且时间开窗导航定位模型显著优于传统空间交会定位模型。在日本公开数据集上的测试结果显示,主动式声呐时间开窗导航定位模型的导航定位精度优于5 m,且窗口中间时刻的定位精度更高。 展开更多
关键词 海底基准 水下导航 声学导航 状态估计 开窗估计
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连续体机器人显式时间归零动态运动控制
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作者 刘宜成 程靖 +2 位作者 严文 梁斌 陈章 《电光与控制》 北大核心 2026年第3期32-38,45,共8页
针对柔性材料构成的连续体机器人在轨迹跟踪控制中难以快速收敛的问题,提出了一种基于显式时间的归零动态模型。首先,基于显式时间理论设计了归零动态方程,确保误差监视函数能够在显式时间内快速收敛至零。随后,基于此模型,针对连续体... 针对柔性材料构成的连续体机器人在轨迹跟踪控制中难以快速收敛的问题,提出了一种基于显式时间的归零动态模型。首先,基于显式时间理论设计了归零动态方程,确保误差监视函数能够在显式时间内快速收敛至零。随后,基于此模型,针对连续体机器人建模复杂且难以设计控制器的难题,提出了一种通用的雅可比矩阵状态估计器和逆运动学求解器,构建了适用于连续体机器人显式时间运动控制的收敛方法,并通过数值仿真验证了所提方法的可行性。最后,设计搭建了连续体机器人实验平台并验证了所提方法的有效性。 展开更多
关键词 连续体机器人 显式时间 归零动态学 状态估计 逆运动学
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基于特征关键点匹配的机械臂类别级位姿估计与抓取
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作者 吴继春 曹楚源 +1 位作者 杨永达 范大鹏 《机床与液压》 北大核心 2026年第4期1-9,共9页
为解决传统机械臂抓取依赖预设位姿、缺乏实时感知能力的问题,提出一种融合视觉位姿估计与PLC运动控制的抓取系统。采用自监督预训练与跨模态对比学习方法,通过双分支编码器与双向注意力机制融合RGB-D数据,实现类别级物体位姿估计。基于... 为解决传统机械臂抓取依赖预设位姿、缺乏实时感知能力的问题,提出一种融合视觉位姿估计与PLC运动控制的抓取系统。采用自监督预训练与跨模态对比学习方法,通过双分支编码器与双向注意力机制融合RGB-D数据,实现类别级物体位姿估计。基于PLCopen规范开发模块化运动控制功能,结合手眼标定完成系统集成。实验结果表明:视觉位姿估计平均位置误差为(3.68,3.14,4.36)mm,姿态误差为(1.70°,1.41°,1.94°);机械臂实际执行平均位置误差为(0.13,0.15,0.14)mm,姿态误差为(0.35°,0.16°,0.31°);相较StereoSGBM与ELAS算法,平均位置误差分别降低28%与24%,姿态误差分别降低31%与23%,帧率达13 FPS。该系统在少样本条件下实现了毫米级抓取精度,具备良好鲁棒性与应用潜力。 展开更多
关键词 视觉引导 运动控制 位姿估计 PLCopen规范
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基于M估计的广义线性复值改进比例仿射投影水声信道估计算法
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作者 胡欣 王威 +1 位作者 伍飞云 孙霆 《声学学报》 北大核心 2026年第2期626-635,共10页
针对水声信道中非圆信号条件下,传统实值自适应滤波算法信道估计性能受限的问题,提出了一种广义线性复值改进比例仿射投影算法。首先,通过信号及其共轭值的联合建模,充分利用了非圆信号的二阶统计信息;其次,引入比例因子自适应地调整滤... 针对水声信道中非圆信号条件下,传统实值自适应滤波算法信道估计性能受限的问题,提出了一种广义线性复值改进比例仿射投影算法。首先,通过信号及其共轭值的联合建模,充分利用了非圆信号的二阶统计信息;其次,引入比例因子自适应地调整滤波器系数的更新步长,在降低稳态估计误差的同时实现对水声信道的快速跟踪。同时,进一步利用复值修正Huber函数修正后验估计误差向量,构造了一个鲁棒约束最小扰动问题,增强算法在复杂噪声环境中的稳健性。此外,对所提算法的稳态均值和均方收敛性进行了理论分析,推导了确保算法收敛的步长条件及稳态均方偏差表达式。仿真结果表明,在非圆信号及复杂噪声环境中,所提算法相比现有方法具有更快的收敛速度和更低的稳态估计误差,且算法鲁棒性得到了有效提升。 展开更多
关键词 水声信道估计 仿射投影 广义线性复值模型 M估计
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基于高频GNSS和端到端深度学习的大地震震级估计
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作者 钟波 胡星辉 +3 位作者 方荣新 郑佳伟 赵齐乐 刘经南 《地球物理学报》 北大核心 2026年第1期97-112,共16页
传统地震预警系统依赖初至P波与震级间的经验关系,面对大地震(M_(W)>7)易出现震级饱和,进而造成对地震破坏性的低估.高频GNSS技术虽然可以直接测定同震永久位移,在强震环境下具有一定优势,但在地震单侧破裂等情况下仍会出现震级估计... 传统地震预警系统依赖初至P波与震级间的经验关系,面对大地震(M_(W)>7)易出现震级饱和,进而造成对地震破坏性的低估.高频GNSS技术虽然可以直接测定同震永久位移,在强震环境下具有一定优势,但在地震单侧破裂等情况下仍会出现震级估计偏差,并且经验参数的求解严重依赖于历史真实地震记录.相比之下,深度学习具有强大的非线性拟合和端到端学习能力,可适应复杂环境下的震级估计任务.本文基于高频GNSS和TFT(Temporal Fusion Transformer)模型提出了一种具有深度学习功能的大地震震级实时估计方法.以日本东部海沟区域为例,基于断裂带地形模拟超过50000次的M_(W)7.0~9.5地震,并在周围多个GNSS台站上生成相应的位移波形记录.同时,在TFT模型的基础上构造深度学习震级估计模型,输入东向、北向和垂向方向的原始数据,以端到端的方式实现对震级的实时输出,并通过分位数损失函数量化估计结果的不确定性.在测试集模拟地震破裂中,构造的深度学习模型在60 s时估计准确率超过93%,即使限制可用站点数量,准确率最低也维持在~80%,显著优于传统方法70%的水平.在日本东北大地震等多次实测记录中,该深度学习模型在90 s前均能实现最终震级的准确估计,而传统方法有明显的滞后性,在MW9.1地震中至少需要120 s才能给出有效预警.本文研究表明,深度学习可以有效地提取原始波形中表征地震的信息,可为现有地震预警系统提供有益补充. 展开更多
关键词 深度学习 高频GNSS 端到端 大地震 震级估计
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