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Coseismic deformation and fault slip distribution of the 2023 M_(W)7.8 and M_(W)7.6 earthquakes in Türkiye 被引量:1
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作者 Weikang Li Lijiang Zhao +4 位作者 Kai Tan Xiaofei Lu Caihong Zhang Chengtao Li Shuaishuai Han 《Earthquake Science》 2024年第3期263-276,共14页
On February 6,2023,a devastating earthquake with a moment magnitude of M_(W)7.8 struck the town of Pazarcik in south-central Türkiye,followed by another powerful earthquake with a moment magnitude of M_(W)7.6 tha... On February 6,2023,a devastating earthquake with a moment magnitude of M_(W)7.8 struck the town of Pazarcik in south-central Türkiye,followed by another powerful earthquake with a moment magnitude of M_(W)7.6 that struck the nearby city of Elbistan 9 h later.To study the characteristics of surface deformation caused by this event and the influence of fault rupture,this study calculated the static coseismic deformation of 56 stations and dynamic displacement waveforms of 15 stations using data from the Turkish national fixed global navigation satellite system(GNSS)network.A maximum static coseismic displacement of 0.38 m for the M_(W)7.8 Kahramanmaras earthquake was observed at station ANTE,36 km from the epicenter,and a maximum dynamic coseismic displacement of 4.4 m for the M_(W)7.6 Elbistan earthquake was observed at station EKZ1,5 km from the epicenter.The rupture-slip distributions of the two earthquakes were inverted using GNSS coseismic deformation as a constraint.The results showed that the Kahramanmaras earthquake rupture segment was distinct and exposed on the ground,resulting in significant rupture slip along the Amanos and Pazarcik fault segments of the East Anatolian Fault.The maximum slip in the Pazarcik fault segment was 10.7 m,and rupture occurred at depths of 0–15 km.In the Cardak fault region,the Elbistan earthquake caused significant ruptures at depths of 0–12 km,with the largest amount of slip reaching 11.6 m.The Coulomb stress change caused by the Kahramanmaras earthquake rupture along the Cardak fault segment was approximately 2 bars,and the area of increased Coulomb stress corresponded to the subsequent rupture region of the M_(W)7.6 earthquake.Thus,it is likely that the M_(W)7.8 earthquake triggered or promoted the M_(W)7.6 earthquake.Based on the cumulative stress impact of the M_(W)7.8 and M_(W)7.6 events,the southwestern segment of the East Anatolian Fault,specifically the Amanos fault segment,experienced a Coulomb rupture stress change exceeding 2 bars,warranting further attention to assess its future seismic hazard risk. 展开更多
关键词 2023 türkiye earthquake GNSS observation coseismic deformation field slip distribution
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基于混合t Location-Scale分布模型的光伏功率随机性分量波动性分析 被引量:5
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作者 杨茂 孟玲建 +3 位作者 李大勇 苏欣 孙涌 贾云彭 《可再生能源》 CAS 北大核心 2017年第10期1494-1499,共6页
光伏波动性是影响光伏功率稳定并网的关键问题之一。为了更准确地对光伏功率随机性分量进行定量描述,文章首先利用周期图法提取功率的周期性分量,然后提出了混合t Location-Scale分布模型,并对光伏功率随机性分量进行拟合。验证了文章... 光伏波动性是影响光伏功率稳定并网的关键问题之一。为了更准确地对光伏功率随机性分量进行定量描述,文章首先利用周期图法提取功率的周期性分量,然后提出了混合t Location-Scale分布模型,并对光伏功率随机性分量进行拟合。验证了文章所提模型在拟合光伏功率随机性分量波动性上的优越性,讨论该模型在不同采样时间间隔、不同地区的有效性和适用性。并以某地区光伏电站群实测数据为例,验证了混合t Location-Scale分布模型对随机性分量波动性拟合效果的优势。 展开更多
关键词 随机性分量 波动性 周期图 混合t location-scale分布
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Numerical simulation of rock pore-throat structure effects on NMR T_2 distribution 被引量:4
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作者 王克文 李宁 《Applied Geophysics》 SCIE CSCD 2008年第2期86-91,共6页
We built a three-dimensional irregular network model which can adequately describe reservoir rock pore-throat structures. We carried out numerical simulations to study the NMR T2 distribution of water-saturated rocks.... We built a three-dimensional irregular network model which can adequately describe reservoir rock pore-throat structures. We carried out numerical simulations to study the NMR T2 distribution of water-saturated rocks. The results indicate that there is a good correlation between T2 distribution and the pore radius frequency histogram. The total T2 distribution can be partitioned into pore body and pore throat parts. The effect of parameters including throat radius, pore-throat ratio, and coordination number of the micro- pore structure on the T2 distribution can be evaluated individually. The result indicates that: 1 ) with the increase of the pore throat radius, the T2 distribution moves toward longer relaxation times and its peak intensity increases; 2) with the increase of the pore-throat ratio, the T2 distribution moves towards longer T2 with the peak intensity increasing and the overlap between pore body T2 and pore throat T2 decreasing; 3) With the increase of connectivity, the short T2 component increases and peak signal intensity decreases slightly. 展开更多
关键词 Network model NMR t2 distribution Pore structure Microstructure modeling
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融合组织P系统的自适应t分布蜣螂算法 被引量:1
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作者 许家昌 江琳 苏树智 《计算机工程与应用》 北大核心 2025年第4期99-113,共15页
针对原始蜣螂算法(dung beetle optimizer,DBO)易受自身影响,导致局部搜索和全局搜索不平衡,容易陷入局部最优的问题,提出一种结合组织膜的自适应t分布蜣螂算法(adaptive t-distribution DBO with tissue-like membrane,MC-TDBO)。设计... 针对原始蜣螂算法(dung beetle optimizer,DBO)易受自身影响,导致局部搜索和全局搜索不平衡,容易陷入局部最优的问题,提出一种结合组织膜的自适应t分布蜣螂算法(adaptive t-distribution DBO with tissue-like membrane,MC-TDBO)。设计自适应惯性因子改变繁育蜣螂和小偷蜣螂的步长,动态调节蜣螂个体的探索幅度,协调并优化算法的全局搜索和局部开发能力;引入鲸鱼算法改进觅食行为,促使种群向最优位置靠近,提高算法的计算精度;结合成功率和自适应t分布,提升算法跳出局部最优的能力;引入组织P系统与改进后的DBO算法结合,增强算法收敛效率。采用14个基准函数进行仿真测试,实验结果表明,MC-TDBO算法和原始DBO算法等四种算法相比,寻优速度、求解精度和稳定性均得到了显著提升。将MC-TDBO算法在阈值分割中进行应用测试,进一步验证其有效性。 展开更多
关键词 组织P系统 蜣螂算法 自适应t分布 动态惯性权重
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基于自适应t分布的改进麻雀搜索算法及其应用 被引量:1
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作者 赵小强 顾鹏 《兰州理工大学学报》 北大核心 2025年第2期78-87,共10页
针对原始麻雀搜索算法全局搜索能力差、局部开发能力弱、易陷入局部最优等问题,提出一种基于自适应t分布的麻雀搜索算法(ATSSA).首先,通过Tent混沌映射初始化种群,增加初始种群的多样性;其次,利用自适应t分布变异算子对个体位置进行扰动... 针对原始麻雀搜索算法全局搜索能力差、局部开发能力弱、易陷入局部最优等问题,提出一种基于自适应t分布的麻雀搜索算法(ATSSA).首先,通过Tent混沌映射初始化种群,增加初始种群的多样性;其次,利用自适应t分布变异算子对个体位置进行扰动,提高算法的全局搜索能力,同时结合动态选择概率来调节引入的t分布变异算子,平衡算法的全局搜索能力;最后,融合精英反向学习策略,在产生最优解的位置进行扰动,产生新解,促使算法跳出局部最优.仿真实验利用10个基准测试函数进行测试,结果表明ATSSA相较于SSA具有更好的寻优能力.将改进后的算法与深度极限学习机构建预测模型,选用辛烷值数据集进行实验,模型预测精度从87.31%提高到99.32%,验证了改进后的算法具有良好的工程应用前景. 展开更多
关键词 麻雀搜索算法 tent混沌映射 自适应t分布 动态选择策略 精英反向学习
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惩罚矩阵T混合模型及其在省域经济分类中的应用
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作者 李泽安 汪钱荣 赵为华 《统计与决策》 北大核心 2025年第1期41-46,共6页
为充分考虑矩阵数据的特性和数据内部的关联性,文章基于矩阵T分布建立矩阵T混合模型及其惩罚模型来研究聚类问题。在矩阵T混合模型的似然函数上对均值矩阵分量施加自适应核范数低秩惩罚,应用ECM算法提出惩罚似然估计算法,同时提出了一... 为充分考虑矩阵数据的特性和数据内部的关联性,文章基于矩阵T分布建立矩阵T混合模型及其惩罚模型来研究聚类问题。在矩阵T混合模型的似然函数上对均值矩阵分量施加自适应核范数低秩惩罚,应用ECM算法提出惩罚似然估计算法,同时提出了一种改进的BIC模型选择准则来选择最优的混合模型数量和调节参数,进而通过自适应核范数阈值自动实现低秩估计,实现准确聚类。最后,通过数值模拟研究及与已有方法的对比验证了该方法的有用性,且将所建立的惩罚混合模型应用于中国省域经济发展水平划分研究,得到了比较准确的聚类结果。 展开更多
关键词 矩阵t分布 混合模型 自适应核范数 ECM算法 奇异值阈值
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径流预报误差的混合t Location-Scale分布模型及应用 被引量:3
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作者 孙凤玲 李继清 张验科 《水力发电》 北大核心 2020年第12期13-18,共6页
基于混合t Location-Scale分布良好的自适应性,利用k均值聚类法挖掘数据隐含结构、良好的聚类效果特点,建立了不同预见期径流预报误差混合t Location-Scale分布模型。将模型应用于雅砻江流域官地水库,对预见期分别为6、12、18 h和24 h... 基于混合t Location-Scale分布良好的自适应性,利用k均值聚类法挖掘数据隐含结构、良好的聚类效果特点,建立了不同预见期径流预报误差混合t Location-Scale分布模型。将模型应用于雅砻江流域官地水库,对预见期分别为6、12、18 h和24 h的区间径流预报误差进行了分析与建模,结果发现混合t Location-Scale分布模型弥补了单一分布难以描述径流预报误差特征多样性的局限,能更准确地描述不同预见期径流预报误差的统计特征,误差分布与实测径流预报误差的变化规律一致,可为水库水电站的径流预报和调度运行提供更加准确、可靠的来水数据。 展开更多
关键词 径流预报误差 单一分布模型 混合t location-scale分布模型 K均值聚类
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t分布的异步多速率系统迁移学习滤波算法
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作者 王伟 赵顺毅 +3 位作者 张承玺 栾小丽 刘飞 吴荩 《控制理论与应用》 北大核心 2025年第5期947-954,共8页
针对异步多速率传感器在状态估计过程中受异常值影响问题,本文研究了一种基于t分布的迁移学习滤波算法.文中结合全概率设计和多尺度系统理论,设计了新型异步多速率系统的迁移学习方法,源域和目标域具有不同采样速率传感器,通过建立多尺... 针对异步多速率传感器在状态估计过程中受异常值影响问题,本文研究了一种基于t分布的迁移学习滤波算法.文中结合全概率设计和多尺度系统理论,设计了新型异步多速率系统的迁移学习方法,源域和目标域具有不同采样速率传感器,通过建立多尺度模型,将异步多速率系统转化为同步多速率系统.使得文中所设计方法具有异步多速率系统在最小化源域预测分布至目标域理想分布的Kullback-Leibler散度同时,允许传感器采样速率之比为任意正整数的优势.考虑异常值对状态估计的影响,源域和目标域依赖于t分布的重尾性质来对状态和观测过程建模,通过期望最大化和变分贝叶斯进行近似估计.最后,所提出方法被应用于平面位置速度系统的速度位置估计,仿真结果验证了其该方法的有效性. 展开更多
关键词 状态估计 异步多速率传感器 t分布 迁移学习 变分贝叶斯
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重尾噪声环境下的自适应TPMBM滤波器
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作者 李翠芸 赵泽宇 张双武 《系统工程与电子技术》 北大核心 2025年第9期2808-2817,共10页
针对未知重尾噪声统计特性的目标跟踪问题,提出基于伽马学生t分布逆威舍特的轨迹泊松多伯努利混合(trajectory Poisson multi-Bernoulli mixture,TPMBM)滤波算法。该算法利用学生t分布和逆威舍特分布对噪声和扩展目标扩展状态进行建模,... 针对未知重尾噪声统计特性的目标跟踪问题,提出基于伽马学生t分布逆威舍特的轨迹泊松多伯努利混合(trajectory Poisson multi-Bernoulli mixture,TPMBM)滤波算法。该算法利用学生t分布和逆威舍特分布对噪声和扩展目标扩展状态进行建模,并将多元多重滤波器(multivariate multiple filter,MMF)嵌入到TPMBM滤波器中以估计新息特征、自适应调整噪声自由度和尺度矩阵;并采用多窗口融合技术进一步提高MMF的自适应估计能力。仿真结果表明,与现有算法相比所提算法的跟踪精度、质心误差和交并比(intersection over union,IOU)形状拟合度均表现最佳,质心误差降低了15%,IOU形状拟合度提升了10%。在重尾噪声环境下具有更高的估计精度和鲁棒性。 展开更多
关键词 重尾噪声 学生t分布 扩展目标跟踪 轨迹泊松多伯努利混合滤波
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基于SSA-VMD熵和t-SNE的滚动轴承故障诊断
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作者 金志浩 刘庆宝 刘在含 《机械工程师》 2025年第5期13-18,共6页
针对滚动轴承振动信号中故障特征提取困难、导致低诊断识别率的问题,提出一种基于麻雀优化变分模态分解(SSA-VMD)熵特征提取、t-分布随机邻嵌入(t-SNE)和粒子群优化极限学习机PSO-ELM的滚动轴承故障诊断方法。该方法采用麻雀优化技术寻... 针对滚动轴承振动信号中故障特征提取困难、导致低诊断识别率的问题,提出一种基于麻雀优化变分模态分解(SSA-VMD)熵特征提取、t-分布随机邻嵌入(t-SNE)和粒子群优化极限学习机PSO-ELM的滚动轴承故障诊断方法。该方法采用麻雀优化技术寻找最优参数组合[k,α],对滚动轴承振动信号进行VMD分解,获取K个本征模态分量,计算每个分量与原始信号的相关度并选择相关性较高的几个分量,计算其熵值构建特征向量,利用t-SNE算法对特征向量进行降维可视化处理,最后用PSO-ELM方法进行故障识别。试验表明,该方法对滚动轴承的故障诊断准确率达到100%,具有较高的准确性,在与其他降维方法的比较中,该方法表现出更好的性能,能够清晰明确地区分不同的故障类别,具有广泛的应用潜力。 展开更多
关键词 麻雀算法 变分模态分解 熵特征 t-分布随机邻嵌入 模态分量
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基于近红外光谱与t-SNE的机器学习方法对五常稻花香米的快速无损鉴别 被引量:1
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作者 孙鑫悦 李彦龙 +7 位作者 陈明明 宋妍 钱丽丽 左锋 关海鸥 张涛 刘兴泉 周国鑫 《食品科学》 北大核心 2025年第20期318-326,共9页
本研究提出一种基于近红外光谱技术结合机器学习算法快速无损鉴别五常稻花香米的方法。通过采集不同品种的大米近红外光谱数据,使用偏最小二乘回归模型确认一阶导数为最佳预处理方法,对比主成分分析和t-分布邻域嵌入降维方法,构建人工... 本研究提出一种基于近红外光谱技术结合机器学习算法快速无损鉴别五常稻花香米的方法。通过采集不同品种的大米近红外光谱数据,使用偏最小二乘回归模型确认一阶导数为最佳预处理方法,对比主成分分析和t-分布邻域嵌入降维方法,构建人工神经网络、K近邻算法、随机森林、决策树和朴素贝叶斯5种机器学习模型进行品种判别对比。研究结果表明t-分布邻域嵌入在Calinski-Harabasz指数上提升了1 078.005 1,表现出更好的聚类效果。经过t-分布邻域嵌入降维处理后,5种模型的各项评价指标均优于未降维处理的模型,模型平均准确率达到了95.78%,其中朴素贝叶斯模型准确率提高了18.89%,提升效果最佳,随机森林模型的判别效果最好,预测集准确率和精准率分别为98.89%和98.96%。本方法可快速无损鉴别五常稻花香米,助力品牌保护和消费者权益维护,也可为其他地理标志农产品鉴别提供新思路。 展开更多
关键词 五常稻花香米 近红外光谱技术 随机森林 相似大米品种鉴别 t-分布邻域嵌入
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Braided river and distribution patterns of sand bodies of Jurassic Badaowan formation in Block T13 of Junggar basin 被引量:4
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作者 SUN Xiaofang JIN Zhenkui +2 位作者 WANG Zhaofeng HUANG Xiaoping GU Junfeng 《Mining Science and Technology》 EI CAS 2010年第3期446-452,共7页
In order to determine the planar and volume distribution of sand bodies of the Jurassic Badaowan formation in Block T13 of Junggar basin,we used analysis of field outcrop and 3D seismic data,which play an essential ro... In order to determine the planar and volume distribution of sand bodies of the Jurassic Badaowan formation in Block T13 of Junggar basin,we used analysis of field outcrop and 3D seismic data,which play an essential role in areas of sparse well coverage.We describe sedimentary facies characteristics,sand body planforms,width and connectivity patterns of sand bodies,and vertical associations and successions by acoustic impedance inversion technology and sedimentological theory.Results of our study show braided fluvial strata deposits in the Jurassic Badaowan formation.Each sand body is approximately lenticular in shape.The width of each sand body falls in the range 100~800 m,with most between 200 and 400 m.The sand bodies vary in thickness from 4 to 13 m,with most below 9 m.The width/thickness ratios lie in the range 20~55.The connectivity of braided fluvial channel sand bodies is controlled by changes of accommodation space.One fining-upward sedimentary cycle of base-level rise is recognized in Badaowan formation,representing an upward rise of base level.The connectivity of sand bodies was found to be greatest in the early stage of base-level rise,becoming progressively worse with increasing base-level rise. 展开更多
关键词 Block t13 Badaowan formation braided river sand body distribution patterns
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Species abundance distribution models of Toona ciliata communities in Hubei Province,China 被引量:4
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作者 Yang Wang Huoming Zhou +2 位作者 Jingyong Cai Congwen Song Linzhao Shi 《Journal of Forestry Research》 SCIE CAS CSCD 2021年第1期103-117,共15页
The study of plant species abundance distribution(SAD)in natural communities is of considerable importance to understand the processes and ecological rules of community assembly.With the distribution of tree,shrub and... The study of plant species abundance distribution(SAD)in natural communities is of considerable importance to understand the processes and ecological rules of community assembly.With the distribution of tree,shrub and herb layers of eight natural communities of Toona ciliata as research targets,three diff erent ecological niche models were used:broken stick model,overlapping niche model and niche preemption model,as well as three statistical models:log-series distribution model,log-normal distribution model and Weibull distribution model,to fi t SAD of the diff erent vegetation layers based on data collected.Goodness-of-fi t was compared with Chi square test,Kolmogorov–Smirnov(K–S)test and Akaike Information Criterion(AIC).The results show:(1)based on the criteria of the lowest AIC value,Chi square value and K–S value with no signifi cant diff erence(p>0.05)between theoretic and observed SADs.The suitability and goodness-of-fi t of the broken stick model was the best of three ecological niche models.The log-series distribution model did not accept the fi tted results of most vegetation layers and had the lowest goodness-of-fi t.The Weibull distribution model had the best goodness-of-fi t for SADs.Overall,the statistical SADs performed better than the ecological ones.(2)T.ciliata was the dominant species in all the communities;species richness and diversity of herbs were the highest of the vegetation layers,while the diversities of the tree layers were slightly higher than the shrub layers;there were fewer common species and more rare species in the eight communities.The herb layers had the highest community evenness,followed by the shrub and the tree layers.Due to the complexity and habitat diversity of the diff erent T.ciliata communities,comprehensive analyses of a variety of SADs and tests for optimal models together with management,are practical steps to enhance understanding of ecological processes and mechanisms of T.ciliata communities,to detect disturbances,and to facilitate biodiversity and species conservation. 展开更多
关键词 toona ciliata community tree-shrubherb layers Niche models Statistical models Species abundance distribution(SAD) Model fi t
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Carbon Accumulation and Distribution in Ecosystems of Taiwania flousiana Plantation and Successive Rotation Plantation of Cunninghamia lanceolata 被引量:2
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作者 Zhou Gang He Bin +3 位作者 Wei Jiaguo Liu Fansheng Mo Shaozhuang Yang Zhengwen 《Meteorological and Environmental Research》 CAS 2018年第4期11-14,18,共5页
The 23-year-old T. flousiana plantation and successive rotation plantation of C. lanceolata at Shankou Forest Farm of Nandan County, Guangxi were tested by the method of plot investigation combining with biomass m... The 23-year-old T. flousiana plantation and successive rotation plantation of C. lanceolata at Shankou Forest Farm of Nandan County, Guangxi were tested by the method of plot investigation combining with biomass measurement. Carbon storage and spatial distribution of different components in the two forests were analyzed. The results indicated that carbon content in different organs of T. flousiana ranged from 426.0 to 503.9 g/kg, and the order was bark 〉stem 〉 root 〉 branch 〉 leaf. The carbon contents in shrub, herb and litter layers were452.9 , 408.0 and 428.9 g/kg, respectively. Carbon content in the soil (0 -80 cm)was 16.59 g/kg. The carbon content in different organs of C. lanceolata ranged from 464.5 to 508.9 g/kg, and the order was bark 〉 stem 〉 branch 〉 root 〉 leaf. The carbon contents in shrub, herb and litter layers were 456.2, 416.3 and 468.1 g/kg, respectively. Carbon content in the soil (0 -80 cm)was 15.77 g/kg. Total carbon storage amounts of T. flousiana plantation and successive rotation plantation of C. lanceolata were 245.83 and 213.52 t/hm^2, respectively. The carbon storage order of different structure layers from T. flousiana plantation and successive rotation plantation of C. lanceolata was soil layer (0 -8 0 cm) 〉 vegetation layer 〉 litter layer. Annual net productivity in the arbor layers of T. flousiana plantation and successive rotation plantation of C. lanceolata plantations was 10.75 and 17.13 t/(hm^2 · a) ; annual net carbon fixation amounts were estimated as 5.05 and 3.47 t /(hm^2 · a) ; annual net absorption C02 amounts were 18.53 and 12.73 t/(hm^2 · a) respectively. 展开更多
关键词 t. flousiana C. lanceolata Successive rotation Carbon storage Carbon distribution
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基于t-分布随机邻域嵌入融合最优多频带盒维数的牵引整流器故障诊断 被引量:1
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作者 毛向德 董海鹰 梁金平 《电工技术学报》 北大核心 2025年第2期531-543,共13页
针对电力机车牵引变流器中故障率较高的牵引整流器,提出一种基于t-分布随机邻域嵌入(t-SNE)融合最优多频带盒维数特征的故障诊断方法。首先,在最优小波基函数的基础上,利用小波包分解牵引整流器在不同工况、不同运行模式下的故障信号,... 针对电力机车牵引变流器中故障率较高的牵引整流器,提出一种基于t-分布随机邻域嵌入(t-SNE)融合最优多频带盒维数特征的故障诊断方法。首先,在最优小波基函数的基础上,利用小波包分解牵引整流器在不同工况、不同运行模式下的故障信号,得到一系列的最优频带;其次,计算各频带系数的分形盒维数,作为高维故障特征;最后,采用t-SNE流形学习对高维特征进行融合,以减少特征之间的冲突和冗余,得到简单敏感的故障特征。结果表明:信噪比为30 dB时,15种故障模式的最终诊断结果为99.79%,对不同的信噪比仍有较高的准确率。与其他方法相比,所提方法对不同类型开关器件(绝缘栅双极晶体管和电力二极管)的开路故障具有较高的诊断率和较强的鲁棒性。 展开更多
关键词 牵引整流器 能熵比 分形盒维数 t-分布随机邻域嵌入 特征融合
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Modeling and forecasting exchange rate volatility in Bangladesh using GARCH models:a comparison based on normal and Student's t-error distribution 被引量:2
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作者 S.M.Abdullah Salina Siddiqua +1 位作者 Muhammad Shahadat Hossain Siddiquee Nazmul Hossain 《Financial Innovation》 2017年第1期238-256,共19页
Background:Modeling exchange rate volatility has remained crucially important because of its diverse implications.This study aimed to address the issue of error distribution assumption in modeling and forecasting exch... Background:Modeling exchange rate volatility has remained crucially important because of its diverse implications.This study aimed to address the issue of error distribution assumption in modeling and forecasting exchange rate volatility between the Bangladeshi taka(BDT)and the US dollar($).Methods:Using daily exchange rates for 7 years(January 1,2008,to April 30,2015),this study attempted to model dynamics following generalized autoregressive conditional heteroscedastic(GARCH),asymmetric power ARCH(APARCH),exponential generalized autoregressive conditional heteroscedstic(EGARCH),threshold generalized autoregressive conditional heteroscedstic(TGARCH),and integrated generalized autoregressive conditional heteroscedstic(IGARCH)processes under both normal and Student’s t-distribution assumptions for errors.Results and Conclusions:It was found that,in contrast with the normal distribution,the application of Student’s t-distribution for errors helped the models satisfy the diagnostic tests and show improved forecasting accuracy.With such error distribution for out-of-sample volatility forecasting,AR(2)–GARCH(1,1)is considered the best. 展开更多
关键词 Exchange rate VOLAtILItY ARCH GARCH Student’s t Error distribution
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Global Distribution of Thermosteric Contribution to Sea Level Rising Trend 被引量:1
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作者 ZUO Juncheng DU Ling +1 位作者 ZHANG Jianli CHEN Meixiang 《Journal of Ocean University of China》 SCIE CAS 2010年第3期199-209,共11页
The sea level derived from TOPEX/Poseidon (T/P) altimetry data shows prominent long term trend and inter-annual variability. The global mean sea level rising rate during 1993-2003 was 2.9mm a^-1. The T/P sea level t... The sea level derived from TOPEX/Poseidon (T/P) altimetry data shows prominent long term trend and inter-annual variability. The global mean sea level rising rate during 1993-2003 was 2.9mm a^-1. The T/P sea level trend maps the geographical variability. In the Northern Hemisphere (15°-64°N), the sea level rise is very fast at the mid-latitude (20°-40°N) but much slower at the high-latitude, for example, only 0.5 mm a^-1 in the latitude band 40°-50°N. In the Southern Hemisphere, the sea level shows high rising rate both in mid-latitude and high-latitude areas, for example, 5.1 mm a^-1 in the band 40°- 50°S. The global thermosteric sea level (TSL) derived from Ishii temperature data was rising during 1993-2003 at a rate of 1.2 mm a^-1 and accounted for more than 40% of the global T/P sea level rise. The contributions of the TSL distribution are not spatially uniform; for instance, the percentage is 67% for the Northern Hemisphere and only 29% for the Southern Hemisphere (15°-64°S) and the maximum thermosteric contribution appears in the Pacific Ocean, which contributes more than 60% of the global TSL. The sea level change trend in tropical ocean is mainly caused by the thermosteric effect, which is different from the case of seasonal variability in this area. The TSL variability dominates the T/P sea level rise in the North Atlantic, but it is small in other areas, and shows negative trend at the high-latitude area (40°-60°N, and 50°-60°S). The global TSL during 1945-2003 showed obvious rising trend with the rate of about 0.3 mm a-l and striking inter-annual and decadal variability with period of 20 years. In the past 60 years, the Atlantic TSL was rising continuously and remarkably, contributing 38% to the global TSL rising. The TSL in the Pacific and Indian Ocean rose with significant in- ter-annual and decadal variability. The first EOF mode of the global TSL from Ishii temperature data was the ENSO mode in which the time series of the first mode showed steady rising trend. Among the three oceans, the first mode of the Pacific TSL presented the ENSO mode; there was relatively steady rising trend in the Atlantic Ocean, and no dominant mode in the Indian Ocean. 展开更多
关键词 thermosteric effect sea level trend t/P altimeter spatial distribution
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基于t-SNE多特征融合的风力机塔架异常检测方法
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作者 张文韬 秦仙蓉 +2 位作者 杨穹 侯冰柠 张氢 《太阳能学报》 北大核心 2025年第9期91-97,共7页
针对风力发电机塔架的异常状态识别问题,根据监测的结构响应信号,提出一种基于t-分布随机邻域嵌入(t-SNE)多特征融合的结构异常检测方法。该方法通过估计信号的时域、频域和时频域统计指标,提取塔架的高维特征向量;利用t-SNE算法进行降... 针对风力发电机塔架的异常状态识别问题,根据监测的结构响应信号,提出一种基于t-分布随机邻域嵌入(t-SNE)多特征融合的结构异常检测方法。该方法通过估计信号的时域、频域和时频域统计指标,提取塔架的高维特征向量;利用t-SNE算法进行降维融合,得到数据在低维空间的可视化表达;采用聚类算法分析数据状态,构建异常指标定量分析,实现结构异常检测。对风力机塔架在台风期与地震期的工程实际应用表明,所提方法可清晰地识别出因环境因素变化所引起的结构响应异常。 展开更多
关键词 风力发电机 异常检测 数据可视化 特征融合 t-分布随机邻域嵌入(t-SNE)
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Skew t Distribution-Based Nonlinear Filter with Asymmetric Measurement Noise Using Variational Bayesian Inference 被引量:1
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作者 Chen Xu Yawen Mao +2 位作者 Hongtian Chen Hongfeng Tao Fei Liu 《Computer Modeling in Engineering & Sciences》 SCIE EI 2022年第4期349-364,共16页
This paper is focused on the state estimation problem for nonlinear systems with unknown statistics of measurement noise.Based on the cubature Kalman filter,we propose a new nonlinear filtering algorithm that employs ... This paper is focused on the state estimation problem for nonlinear systems with unknown statistics of measurement noise.Based on the cubature Kalman filter,we propose a new nonlinear filtering algorithm that employs a skew t distribution to characterize the asymmetry of the measurement noise.The system states and the statistics of skew t noise distribution,including the shape matrix,the scale matrix,and the degree of freedom(DOF)are estimated jointly by employing variational Bayesian(VB)inference.The proposed method is validated in a target tracking example.Results of the simulation indicate that the proposed nonlinear filter can perform satisfactorily in the presence of unknown statistics of measurement noise and outperform than the existing state-of-the-art nonlinear filters. 展开更多
关键词 Nonlinear filter asymmetric measurement noise skew t distribution unknown noise statistics variational Bayesian inference
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非小细胞肺癌放化疗患者医院感染病原菌与耐药性及T淋巴细胞亚群变化 被引量:1
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作者 朱跃 周建国 +6 位作者 卢文芬 王艳丽 全建 芦苇 俞红林 曹倩 王玉 《中华医院感染学杂志》 北大核心 2025年第7期966-970,共5页
目的 探究非小细胞肺癌放化疗患者医院感染致病菌分布、药敏结果及T淋巴细胞亚群变化,为其及早干预和防控提供依据。方法 选取中国贵航集团302医院2020年1月-2024年3月收治的80例非小细胞肺癌放化疗合并医院感染患者纳入感染组,85例非... 目的 探究非小细胞肺癌放化疗患者医院感染致病菌分布、药敏结果及T淋巴细胞亚群变化,为其及早干预和防控提供依据。方法 选取中国贵航集团302医院2020年1月-2024年3月收治的80例非小细胞肺癌放化疗合并医院感染患者纳入感染组,85例非小细胞肺癌放化疗未合并医院感染患者纳入未感染组;统计感染组致病菌分布及主要致病菌的药敏结果情况;比较两组CD_(3)^(+)、CD_(4)^(+)、CD_(8)^(+)、CD_(4)^(+)/CD_(8)^(+)、辅助性T细胞17(Th17)、调节性T细胞(Treg)、Th17/Treg水平。结果 80例非小细胞肺癌放化疗医院感染患者检出病原菌91株,革兰阴性菌占比最高,肺炎克雷伯菌是主要的革兰阴性菌,金黄色葡萄球菌是主要的革兰阳性菌;肺炎克雷伯菌、金黄色葡萄球菌分别对头孢唑林、青霉素耐药性较高,对美罗培南、万古霉素敏感性较高;感染组CD_(3)^(+)、CD_(4)^(+)、CD_(4)^(+)/CD_(8)^(+)、Treg的水平是(62.37±11.25)%、(36.53±9.61)%、(1.43±0.41)、(1.48±0.37)%均低于未感染组,CD_(8)^(+)、Th17、Th17/Treg的水平是(25.64±4.84)%、(4.67±0.85)%、(3.15±0.78)高于未感染组(P<0.05)。结论 革兰阴性菌为非小细胞肺癌放化疗医院感染患者的主要病原菌,肺炎克雷伯菌、金黄色葡萄球菌引起的感染分别推荐使用美罗培南、万古霉素,非小细胞肺癌放化疗医院感染患者细胞免疫功能较弱。 展开更多
关键词 非小细胞肺癌 放化疗 医院感染 致病菌分布 药敏结果 t淋巴细胞亚群 辅助性t细胞17 调节性t细胞
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