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基于改进MLE参数辨识ARMAX模型的电力系统节点惯量评估
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作者 赵伟 武家辉 +1 位作者 买力哈巴 李伟 《电力系统保护与控制》 北大核心 2025年第16期39-49,共11页
随着风电渗透率的持续上升,电力系统的惯量水平显著下降,对系统频率稳定性构成了新的挑战。为有效评估风电并网情况下电力系统节点惯量的变化,提出了一种基于受控自回归滑动平均(autoregressive moving average with exogenous variable... 随着风电渗透率的持续上升,电力系统的惯量水平显著下降,对系统频率稳定性构成了新的挑战。为有效评估风电并网情况下电力系统节点惯量的变化,提出了一种基于受控自回归滑动平均(autoregressive moving average with exogenous variable,ARMAX)模型的改进最大似然估计(maximum likelihood estimation,MLE)参数辨识方法对系统机组直接相连节点进行惯量评估。首先,构建ARMAX模型对发电机组直接相连节点的动态特性进行建模,并利用改进MLE对模型参数进行辨识,以评估与机组直接相连的节点惯量。然后,基于k-means聚类算法对发电机组节点惯量进行分区,计算得到系统区域惯量和中心频率,并进一步对非发电机组节点频率进行自适应多项式拟合计算,得到其系统节点惯量。最后,搭建IEEE39含风力发电机组节点系统,绘制热力图直观展示电力系统节点和区域的惯量分布,验证了所提改进方法的有效性。该方法有助于精准识别系统中不同节点的动态响应特性,为风电并网系统的分析和规划提供了有力支持。 展开更多
关键词 最大似然 参数辨识 节点惯量 惯量分区 多项式拟合
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度拉糖肽对脂多糖诱导的MLE-12细胞损伤的保护作用
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作者 范星宇 段皓 +4 位作者 闫洁 王跃 杜益君 潘天荣 钟兴 《安徽医科大学学报》 北大核心 2025年第8期1439-1444,共6页
目的探讨度拉糖肽对脂多糖(LPS)引起的MLE-12细胞损伤的保护作用。方法脂多糖(1μg/mL)诱导MLE-12细胞构建急性肺损伤体外模型,度拉糖肽处理24 h。细胞分成4组:CON、LPS、LPS+100 nmol/L度拉糖肽、LPS+200 nmol/L度拉糖肽组,提取各组细... 目的探讨度拉糖肽对脂多糖(LPS)引起的MLE-12细胞损伤的保护作用。方法脂多糖(1μg/mL)诱导MLE-12细胞构建急性肺损伤体外模型,度拉糖肽处理24 h。细胞分成4组:CON、LPS、LPS+100 nmol/L度拉糖肽、LPS+200 nmol/L度拉糖肽组,提取各组细胞蛋白和RNA,qRT-PCR检测细胞中炎症因子白细胞介素(IL)-6、肿瘤坏死因子-α(TNF-α)、IL-1β、单核细胞趋化因子1(CCL2)、C-X-C基序趋化因子配体(CXCL)1、CXCL2水平,TUNEL法检测细胞凋亡,Western blot检测各组细胞磷酸化蛋白激酶B(P-Akt)与磷酸化细胞外信号调节酶(P-Erk)的表达水平。结果与CON组比较,LPS组细胞炎症介质TNF-α、IL-6、IL-1β、CCL2、CXCL1、CXCL2的mRNA水平升高,TUNEL阳性细胞数增加,P-Akt与P-Erk蛋白表达增加。与LPS组相比,LPS+100 nmol/L度拉糖肽组的TNF-α、IL-6、IL-1β、CCL2、CXCL1、CXCL2的mRNA水平下降,TUNEL阳性细胞数减少,P-Akt与P-Erk蛋白表达下降;而LPS+200 nmol/L度拉糖肽组对炎症因子的改善作用没有LPS+100 nmol/L度拉糖肽组明显。结论度拉糖肽对LPS诱导的MLE-12细胞损伤具有保护作用,其作用机制可能是通过抑制Akt与Erk磷酸化来减少炎性介质的表达,使炎性损伤进一步减轻,从而达到保护肺脏的作用。 展开更多
关键词 度拉糖肽 脂多糖 急性肺损伤 mle-12细胞 炎症反应
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基于上下文信息和MLE机制的视频异常检测算法
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作者 焦雪 高立青 《现代电子技术》 北大核心 2025年第9期8-14,共7页
针对现有的视频异常检测方法缺乏对前景对象的自主选择性,使模型对背景等无关信息的敏感性增加,进而导致重构或预测误差与前景目标数量成正比,造成误报的问题,提出一种基于上下文信息和最大局部误差机制的视频异常检测算法。该算法设计... 针对现有的视频异常检测方法缺乏对前景对象的自主选择性,使模型对背景等无关信息的敏感性增加,进而导致重构或预测误差与前景目标数量成正比,造成误报的问题,提出一种基于上下文信息和最大局部误差机制的视频异常检测算法。该算法设计了一种基于生成对抗网络的检测框架,并提出SSPCAB-UNet生成器模型,通过在UNet中加入自监督预测卷积关注块来增强模型对局部特征和全局上下文信息的理解能力,减少对无关信息的关注,从而降低了误报的可能性。此外,使用最大局部误差机制来关注局部异常区域的预测程度,缓解因前景目标数量增多造成的较大预测误差问题。通过双模块的协同工作可以有效减少由于缺乏对前景对象的自主选择性而产生的误报问题。所提方法在CUHK Avenue、UCSD Ped2和Shanghai Tech三个数据集上的检测精度分别达到87.5%、98.2%和75.4%,验证了所提模型的有效性。 展开更多
关键词 异常检测 自监督预测卷积关注块 最大局部误差机制 自动编码器 深度学习 生成对抗网络
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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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基于K-MLE的宽浓度范围气体吸收光谱反演方法研究
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作者 俞沁怡 范博强 +5 位作者 尤坤 何莹 张世奇 蔡傲雪 韩泠然 张玉钧 《光谱学与光谱分析》 北大核心 2025年第9期2475-2483,共9页
基于朗伯-比尔定律的气体吸收光谱技术被广泛运用于各类污染气体的排放检测研究中,然而在进行高浓度气体测量时,由于设备局限性、气体饱和吸收等因素影响,光谱吸光度与浓度间出现的非线性偏移将使待测气体浓度的测量结果出现严重偏差。... 基于朗伯-比尔定律的气体吸收光谱技术被广泛运用于各类污染气体的排放检测研究中,然而在进行高浓度气体测量时,由于设备局限性、气体饱和吸收等因素影响,光谱吸光度与浓度间出现的非线性偏移将使待测气体浓度的测量结果出现严重偏差。利用待测光谱与标准光谱间的线性信号相关性反映两者浓度间的关系,提出对差分光密度谱间线性相关系数K值进行极大似然估计(K-MLE)来实现宽浓度范围内的气体浓度反演。基于移动区间法计算了气体吸收波段内不同波长处、不同区间大小内的线性相关系数,对相关系数集合进行区间估计后分段构建似然函数并求解最佳系数估计值,能够有效避免因信号扰动等问题引起的测量结果波动,最终结合浓度阈值与补偿方程实现宽范围内浓度反演。以对二氧化硫(SO_(2))气体的浓度检测为例,对不同浓度气体样品获得的30组光谱信号数据进行处理,用30组浓度均值的相对误差表征反演方法的准确性,用浓度测量值的标准差衡量反演方法的稳定性。在相同的低浓度条件下,宽带法、窄带法和K-MLE法计算得出的反演浓度均值误差分别为6.14%、22.13%和0.11%,在保证结果较好稳定性的前提下,K-MLE法实现了最佳测量精度;在0~508μL·L^(-1)的宽浓度范围内,K-MLE法浓度反演结果最大均值误差为0.98%,最大标准差为1.25,反演效果明显优于其他两种经典方法。结果表明,K-MLE法提供了一种有效的非线性偏移补偿方法,能够准确且稳定地实现宽浓度范围内的气体浓度反演。 展开更多
关键词 信号相关分析 极大似然估计 宽浓度范围 浓度反演方法
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Efficient One-Way Time Synchronization for VANET withMLE-Based Multi-Stage Update
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作者 Hyeontae Joo Sangmin Lee +1 位作者 Kiseok Kim Hwangnam Kim 《Computers, Materials & Continua》 2025年第8期2789-2804,共16页
As vehicular networks become increasingly pervasive,enhancing connectivity and reliability has emerged as a critical objective.Among the enabling technologies for advanced wireless communication,particularly those tar... As vehicular networks become increasingly pervasive,enhancing connectivity and reliability has emerged as a critical objective.Among the enabling technologies for advanced wireless communication,particularly those targeting low latency and high reliability,time synchronization is critical,especially in vehicular networks.However,due to the inherent mobility of vehicular environments,consistently exchanging synchronization packets with a fixed base station or access point is challenging.This issue is further exacerbated in signal shadowed areas such as urban canyons,tunnels,or large-scale indoor hallswhere other technologies,such as global navigation satellite system(GNSS),are unavailable.One-way synchronization techniques offer a feasible approach under such transient connectivity conditions.One-way schemes still suffer from long convergence times to reach the required synchronization accuracy in these circumstances.In this paper,we propose a WLAN-based multi-stage clock synchronization scheme(WMC)tailored for vehicular networks.The proposed method comprises an initial hard update stage to rapidly achieve synchronization,followed by a high-precision stable stage based on Maximum Likelihood Estimation(MLE).By implementing the scheme directly at the network driver,we address key limitations of hard update mechanisms.Our approach significantly reduces the initial period to collect high-quality samples and offset estimation time to reach sub-50μs accuracy,and subsequently transitions to a refined MLE-based synchronization stage,achieving stable accuracy at approximately 30μs.The windowed moving average stabilized(reaching 90%of the baseline)in approximately 35 s,which corresponds to just 5.1%of the baseline time accuracy.Finally,the impact of synchronization performance on the localization model was validated using the Simulation of Urban Mobility(SUMO).The results demonstrate that more accurate conditions for position estimation can be supported,with an improvement about 38.5%in the mean error. 展开更多
关键词 One-way time synchronization maximum likelihood estimation hybrid clock update
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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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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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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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对数正态分布下基于MLE的红外LED的寿命预测 被引量:4
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作者 张建平 武文丽 +1 位作者 周廷君 朱文清 《液晶与显示》 CAS CSCD 北大核心 2011年第1期68-72,共5页
为了获得红外LED的寿命信息,采用对数正态分布函数描述了红外LED的寿命分布,利用极大似然法(MLE)估计了对数均值和对数标准差,完成了恒定及步进应力实验数据的统计和分析,并自行开发了寿命预测软件。数值结果表明,红外LED的寿命服从对... 为了获得红外LED的寿命信息,采用对数正态分布函数描述了红外LED的寿命分布,利用极大似然法(MLE)估计了对数均值和对数标准差,完成了恒定及步进应力实验数据的统计和分析,并自行开发了寿命预测软件。数值结果表明,红外LED的寿命服从对数正态分布,其加速模型符合逆幂定律。精确计算的加速参数使得快速估算红外LED寿命成为可能。 展开更多
关键词 红外LED 寿命预测 对数正态分布 mle
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Weibull分布下基于MLE的红外发光二极管寿命预测 被引量:8
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作者 张建平 武文丽 朱文清 《半导体光电》 CAS CSCD 北大核心 2011年第1期47-51,共5页
为了对红外发光二极管(LED)恒定及步进应力加速寿命试验的数据进行统计分析,应用Weibull分布函数描述了其寿命分布,利用极大似然法(MLE)及其迭代流程图估计出形状参数和尺度参数,通过最小二乘法确定了红外LED加速寿命方程,对红外LED寿... 为了对红外发光二极管(LED)恒定及步进应力加速寿命试验的数据进行统计分析,应用Weibull分布函数描述了其寿命分布,利用极大似然法(MLE)及其迭代流程图估计出形状参数和尺度参数,通过最小二乘法确定了红外LED加速寿命方程,对红外LED寿命是否符合威布尔分布进行了Kolmogorov-Smirnov检验,并利用自行开发的寿命预测软件计算出平均寿命和中位寿命。数值结果表明,红外LED的寿命服从Weibull分布,加速寿命方程符合逆幂定律,所估计出的红外LED的寿命对生产厂商和用户有很强的指导意义。 展开更多
关键词 红外发光二极管 加速寿命试验 Weibull mle
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基于MLE阈值规则的小波特征提取技术在气阀故障诊断中的应用 被引量:9
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作者 魏中青 马波 +2 位作者 窦远 江志农 马日红 《振动与冲击》 EI CSCD 北大核心 2011年第1期237-241,共5页
气阀故障是往复压缩机最常见的故障类型之一,占故障总数的60%以上,如果不及时发现并解决,往复压缩机的压缩效率将大大降低。针对目前往复压缩机气阀故障诊断中存在的问题,结合小波降噪技术,提出了采用基于最大似然估计(MLE:Maximum Like... 气阀故障是往复压缩机最常见的故障类型之一,占故障总数的60%以上,如果不及时发现并解决,往复压缩机的压缩效率将大大降低。针对目前往复压缩机气阀故障诊断中存在的问题,结合小波降噪技术,提出了采用基于最大似然估计(MLE:Maximum Likelihood Estimation)阈值规则对气阀早期故障弱冲击变化信号进行特征提取的方法,实现了气阀故障的早期预警。 展开更多
关键词 气阀 故障诊断 最大似然估计 特征提取 往复压缩机
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基于内窥镜视觉的机器人辅助手术中力估计方法
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作者 邢元 王建敏 +3 位作者 马剑雄 唐吉思 马志康 史靖 《天津大学学报(自然科学与工程技术版)》 北大核心 2026年第1期99-110,共12页
在机器人辅助微创手术中,精确的力反馈对于提高手术操作的安全性与质量至关重要.然而,现有的解决方案在实际应用场景中仍面临着如小型化、精准化和普适性等多重挑战,限制了其在复杂临床场景中的广泛应用.因此,如何实现高精度、低成本且... 在机器人辅助微创手术中,精确的力反馈对于提高手术操作的安全性与质量至关重要.然而,现有的解决方案在实际应用场景中仍面临着如小型化、精准化和普适性等多重挑战,限制了其在复杂临床场景中的广泛应用.因此,如何实现高精度、低成本且适用于多种组织类型的力估计成为研究重点.为此,基于手术机器人配备的内窥镜系统,构建了包含多种材料和丰富力学信息数据集,并提出了结合注意力机制的深度学习模型,以优化内窥镜视觉信息的特征提取,从而提升力估计的准确性和鲁棒性.模型以材料变形的内窥镜图像作为输入,结合卷积神经网络的特征提取能力和循环神经网络的时序建模能力,实现对手术器械与组织之间交互力的精确估计.此外,为进一步探究注意力机制在力估计任务中的作用和优化策略,提出了3种不同的注意力模块引入方案.实验结果表明:采用DenseNet-BiLSTM结构并引入SENet模块的模型在3种材料上取得了最佳性能,显著提升了模型的整体表现;同时,注意力模块的位置对不同组织材料的力估计效果具有差异性影响.研究验证了基于内窥镜视觉的深度学习方法在精确估计手术过程中器械与组织间的交互力方面的有效性和可行性,为未来机器人辅助微创手术系统的发展和优化提供了新的方向与理论依据. 展开更多
关键词 机器人辅助微创手术 视觉反馈 交互力估计 注意力机制 深度学习
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