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基于混合t-t Location-scale分布的风电功率波动特性研究
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作者 徐凯 熊国江 《电气工程学报》 北大核心 2026年第1期412-422,共11页
风电功率波动的随机性和不确定性是限制风能消纳的主要原因之一,风电功率的波动会影响风电功率的准确预测。定量描述风电功率的波动特性成为解决这些问题的关键。从风电功率波动“尖峰厚尾”的特征出发,将t分布与t Location-scale分布... 风电功率波动的随机性和不确定性是限制风能消纳的主要原因之一,风电功率的波动会影响风电功率的准确预测。定量描述风电功率的波动特性成为解决这些问题的关键。从风电功率波动“尖峰厚尾”的特征出发,将t分布与t Location-scale分布两者的优势结合,提出混合t-t Location-scale分布。为了避免以往方法参数估计精度不足的问题,引入一种智能优化算法——正余弦优化算法,来进行分布模型的参数估计。将所提模型与正态分布、混合t Location-scale分布等5种模型进行对比,并从15 min、30 min和45 min 3个滑动平均时段长度验证了模型的适用性。通过我国西北地区3个风电场的历史数据进行仿真试验,对比3个评价指标,发现所提模型对风电功率波动具有很好的拟合性能。 展开更多
关键词 混合t-t location-scale分布 风电功率波动 正余弦优化算法 滑动平均法 时间尺度
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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:5
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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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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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Species abundance distribution models of Toona ciliata communities in Hubei Province,China 被引量:5
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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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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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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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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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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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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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An Extended Bivariate T-Distribution Type Symmetry Model for Square Contingency Tables 被引量:1
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作者 Kiyotaka Iki Masayuki Okada Sadao Tomizawa 《Open Journal of Statistics》 2018年第2期249-257,共9页
The purpose of this paper is to propose a new model of asymmetry for square contingency tables with ordered categories. The new model may be appropriate for a square contingency table if it is reasonable to assume an ... The purpose of this paper is to propose a new model of asymmetry for square contingency tables with ordered categories. The new model may be appropriate for a square contingency table if it is reasonable to assume an underlying bivariate t-distribution with different marginal variances having any degrees of freedom. As the degrees of freedom becomes larger, the proposed model approaches the extended linear diagonals-parameter symmetry model, which may be appropriate for a square table if it is reasonable to assume an underlying bivariate normal distribution. The simulation study based on bivariate t-distribution is given. An example is given. 展开更多
关键词 BIVARIAtE t-distribution SQUARE CONtINGENCY table SYMMEtRY UNDERLYING distribution
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T接暂态电流对有源配电网差动保护的影响与解决方法
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作者 林浩然 孔维娜 +3 位作者 褚福亮 袁通 杨明耀 高厚磊 《电力系统保护与控制》 北大核心 2026年第6期83-93,共11页
为应对分布式电源接入带来的保护问题,电流差动保护已开始应用于有源配电网。在配电网馈线区段中,常有T接变压器或感应电动机类型的负荷分支,其产生的非故障暂态电流可能导致电流差动保护误动。针对该问题,分析了T接暂态电流可能引起差... 为应对分布式电源接入带来的保护问题,电流差动保护已开始应用于有源配电网。在配电网馈线区段中,常有T接变压器或感应电动机类型的负荷分支,其产生的非故障暂态电流可能导致电流差动保护误动。针对该问题,分析了T接暂态电流可能引起差动保护误动的多个场景。在此基础上,结合暂态电流波形特点,提出了一种基于差动电流正序分量衰减特征的闭锁方案。该方案采用傅里叶算法提取电流基波幅值,通过正序电流幅值衰减率区分故障差流和非故障暂态差流。仿真结果和现场数据验证表明,所提方案能够在不降低差动保护灵敏度的前提下,有效规避T接变压器或感应电机引起的保护误动风险。 展开更多
关键词 t接负荷分支 暂态电流 闭锁方案 电流差动保护 有源配电网
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基于自适应t分布黑翅鸢优化的多无人机协同路径规划
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作者 杨闰麟 郭正玉 +2 位作者 陈才轶 张建 罗德林 《航空兵器》 北大核心 2026年第1期33-43,共11页
针对山地复杂地形下多无人机协同航路规划中存在的多约束耦合问题,本文提出一种基于自适应t分布黑翅鸢优化算法(IBKA)的协同路径规划方法。该算法引入动态精英反向学习机制以增强种群多样性,结合自适应t分布变异算子实现全局探索与局部... 针对山地复杂地形下多无人机协同航路规划中存在的多约束耦合问题,本文提出一种基于自适应t分布黑翅鸢优化算法(IBKA)的协同路径规划方法。该算法引入动态精英反向学习机制以增强种群多样性,结合自适应t分布变异算子实现全局探索与局部开发的自适应平衡,并利用Levy飞行策略提升跳出局部最优的能力,从而构建高效收敛的优化框架。在路径生成层面,采用空间等分策略降低三维搜索复杂度,设计融合航程代价、飞行高度与时空协同约束的多目标函数,通过协同进化机制实现多机航迹的并行优化。仿真结果表明,IBKA在单机任务中较PSO,EVO和WOA算法的路径长度分别缩短9.3%,12.4%和14.2%;在多机场景下可生成满足安全间隔和时序协同的平滑航迹,平均路径长度缩短约14.1%。研究结果验证了IBKA在复杂约束耦合条件下的优越性能,为山地侦察、应急投送等任务提供了高效可行的智能规划方案。 展开更多
关键词 无人机 协同路径规划 黑翅鸢优化算法 自适应t分布 预计到达时间
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基于自适应T分布鹈鹕算法的电动汽车路径优化
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作者 叶修远 吴冬梅 《汽车工程学报》 2026年第2期334-341,共8页
针对物流行业中电动汽车的普及以及行业提高客户满意度的需求,通过考虑客户时间窗、电动汽车最大续驶里程、载重等多个约束,建立了电动汽车路径优化问题模型,旨在最小化运输成本。为解决该问题,设计了一种基于自适应T分布因子的改进鹈... 针对物流行业中电动汽车的普及以及行业提高客户满意度的需求,通过考虑客户时间窗、电动汽车最大续驶里程、载重等多个约束,建立了电动汽车路径优化问题模型,旨在最小化运输成本。为解决该问题,设计了一种基于自适应T分布因子的改进鹈鹕优化算法。该算法采用Sobol序列初始化种群以提高其多样性,引入自适应T分布变异因子来强化算法跳出局部最优的能力,设计非线性动态惯性因子以加快算法的收敛速度。通过两类客户配送规模的算例验证了改进算法能有效求解电动汽车路径规划问题,与其他3种算法相比,该算法在两种配送规模下都能获得较低的运输成本,展现出了较高的效率和实用性。 展开更多
关键词 鹈鹕优化算法 电动汽车路径优化 物流配送 自适应t分布
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Diameter distributions in Pinus sylvestris L.stands:evaluating modelling approaches including a machine learning technique
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作者 Şükrü Teoman Güner Maria J.Diamantopoulou Ramazan Özçelik 《Journal of Forestry Research》 SCIE CAS CSCD 2023年第6期1829-1842,共14页
The diameter distribution of trees in a stand provides the basis for determining the stand’s ecological and economic value,its structure and stability and appropriate management practices.Scots pine(Pinus sylvestris ... The diameter distribution of trees in a stand provides the basis for determining the stand’s ecological and economic value,its structure and stability and appropriate management practices.Scots pine(Pinus sylvestris L.)is one of the most common and important conifers in Turkey,so a well-planned management schedule is critical.Diameter distribution models to accurately describe the stand structure help improve management strategies,but developing reliable models requires a deep understanding of the growth,output and constraints of the forests.The most important information derived by diameter distribution models is primary data on horizontal stand structure for each diameter class of trees:basal area and volume per unit area.These predictions are required to estimate the range of products and predicted volume and yield from a forest stand.Here,to construct an accurate,reliable diameter distribution model for natural Scots pine stands in the Türkmen Mountain region,we used Johnson’s SBdistribution to represent the empirical diameter distributions of the stands using ground-based measurements from 55 sample plots that included1219 trees in natural distribution zones of the forests.As an alternative,nonparametric approach,which does not require any predefined function,an artificial intelligence model was constructed based on support vector machine methodology.An error index was calculated to evaluate the results.Overall,both Johnson’s SB probability density function with a three-parameter recovery approach and the support vector regression methodology provided reliable estimates of the diameter distribution of these stands. 展开更多
关键词 Diameter distribution Johnson’s S_(B) Support vector regression Scots pine türkmen mountains
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一种自适应t分布扰动策略的粒子群算法
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作者 张新鑫 王宏智 《计算机与数字工程》 2026年第1期7-12,共6页
针对基本粒子群算法在寻优迭代过程中容易陷入局部最优,收敛速度过慢的不足,论文提出一种自适应t分布扰动策略的粒子群算法。首先,根据迭代次数和粒子的适应度对惯性权重进行自适应调整,采用非对称学习因子调节粒子的搜索过程。然后,引... 针对基本粒子群算法在寻优迭代过程中容易陷入局部最优,收敛速度过慢的不足,论文提出一种自适应t分布扰动策略的粒子群算法。首先,根据迭代次数和粒子的适应度对惯性权重进行自适应调整,采用非对称学习因子调节粒子的搜索过程。然后,引入自适应t分布扰动策略,在最优解位置进行扰动产生新解,提高搜索空间的多样性。仿真结果证明,改进后的粒子群算法收敛速度、收敛精度以及跳出局部最优的能力得到了提高,并拥有较好的鲁棒性。 展开更多
关键词 粒子群算法 自适应t分布扰动 收敛速度 收敛精度
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基于t-SNE-LSTM的质量异常诊断研究
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作者 罗强 石宇强 《机械工程与自动化》 2026年第1期148-151,156,共5页
针对目前智能制造动态生产过程质量异常诊断中,实时质量数据呈现出高维非线性等复杂特征导致模型过拟合以及诊断准确率低等问题,提出一种基于t-SNE-LSTM的质量异常诊断方法。该方法首先利用t分布随机近邻嵌入算法(t-SNE)对控制图数据进... 针对目前智能制造动态生产过程质量异常诊断中,实时质量数据呈现出高维非线性等复杂特征导致模型过拟合以及诊断准确率低等问题,提出一种基于t-SNE-LSTM的质量异常诊断方法。该方法首先利用t分布随机近邻嵌入算法(t-SNE)对控制图数据进行降维得到具有聚类效果的低维特征;进而将其输入到长短期记忆神经网络(LSTM)进行训练学习捕捉其特征,从而达到对生产过程质量进行异常诊断的目的。最后进行了仿真实验,结果表明:基于t-SNE-LSTM的质量异常诊断方法能够有效提高质量异常模式的识别精度,验证了方法的有效性。 展开更多
关键词 t分布随机近邻嵌入 长短期记忆神经网络 质量异常 深度学习 质量诊断
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Gaussian-Student's t mixture distribution PHD robust filtering algorithm based on variational Bayesian inference
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作者 HU Zhentao YANG Linlin +1 位作者 HU Yumei YANG Shibo 《High Technology Letters》 EI CAS 2022年第2期181-189,共9页
Aiming at the problem of filtering precision degradation caused by the random outliers of process noise and measurement noise in multi-target tracking(MTT) system,a new Gaussian-Student’s t mixture distribution proba... Aiming at the problem of filtering precision degradation caused by the random outliers of process noise and measurement noise in multi-target tracking(MTT) system,a new Gaussian-Student’s t mixture distribution probability hypothesis density(PHD) robust filtering algorithm based on variational Bayesian inference(GST-vbPHD) is proposed.Firstly,since it can accurately describe the heavy-tailed characteristics of noise with outliers,Gaussian-Student’s t mixture distribution is employed to model process noise and measurement noise respectively.Then Bernoulli random variable is introduced to correct the likelihood distribution of the mixture probability,leading hierarchical Gaussian distribution constructed by the Gaussian-Student’s t mixture distribution suitable to model non-stationary noise.Finally,the approximate solutions including target weights,measurement noise covariance and state estimation error covariance are obtained according to variational Bayesian inference approach.The simulation results show that,in the heavy-tailed noise environment,the proposed algorithm leads to strong improvements over the traditional PHD filter and the Student’s t distribution PHD filter. 展开更多
关键词 multi-target tracking(Mtt) variational Bayesian inference Gaussian-Student’s t mixture distribution heavy-tailed noise
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BODY SURFACE EXPOSURE DISTRIBUTION OF EXAMINEES RECEIVED UPPER G.I.T.X-RAY EXAMINATION
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作者 冯定华 程祺钧 《Nuclear Science and Techniques》 SCIE CAS CSCD 1995年第1期51-53,共3页
A special cloth for keeping LiF(Mg,Cu,P)TL dosimetry elements is worn by examinees. The exposures of 128 examinees .received upper G.I.T (gastro-intestinal tram) X-ray examination are measured. The reference point of ... A special cloth for keeping LiF(Mg,Cu,P)TL dosimetry elements is worn by examinees. The exposures of 128 examinees .received upper G.I.T (gastro-intestinal tram) X-ray examination are measured. The reference point of the maximum body surface exposure given is at the middle of stomach. The average of this point is (4.97±1.94) × 10-4C.kg-1 person-1 examination-1 and (1.33±0.28)×10-4C.kg-1.min-1. 展开更多
关键词 Upper G.I.t. X-ray examination Body surface exposure Radiation dose distribution Reference point of maximum surface exposure
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