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基于有向无环图的区间覆盖率求解算法
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作者 杜明 庞建成 周军锋 《智能计算机与应用》 2021年第2期23-28,34,共7页
给定一个有向无环图,回答可达性查询是图的基本操作之一。虽然很多方法使用树区间来加速可达查询的处理速度,但并不明确使用多少个区间比较合适。本文提出一种快速计算区间覆盖率的算法,该方法通过使用有效的剪枝策略来支持高效的覆盖... 给定一个有向无环图,回答可达性查询是图的基本操作之一。虽然很多方法使用树区间来加速可达查询的处理速度,但并不明确使用多少个区间比较合适。本文提出一种快速计算区间覆盖率的算法,该方法通过使用有效的剪枝策略来支持高效的覆盖率计算。基于所得到的区间覆盖率,可针对不同数据图确定合适的区间个数,以便在加速查询处理的同时,降低索引规模。基于多个真实数据集的实验验证了本文提出方法的高效性。 展开更多
关键词 有向无环图 可达性查询处理 区间覆盖
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均匀分布独立随机变量和的区间覆盖问题的讨论
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作者 俞渊铭 韩明旭 《高等函授学报(自然科学版)》 2012年第4期93-94,共2页
基于不考虑稳态条件的限制人数的单服务排队系统的对长的问题,文中讨论了定长区间的独立均匀随机和的覆盖问题。通过引进Heaviside函数作Heaviside变换,探讨并证明了其期望的存在性,给出了相应的计算公式。
关键词 均匀分布 随机变量和 区间最小覆盖 Heaviside函数
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基于CNN的轴承剩余寿命区间预测 被引量:1
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作者 周明珠 张艺宝 +2 位作者 吴双 孔丽军 王梓齐 《机电工程》 CAS 北大核心 2023年第8期1225-1230,共6页
针对轴承剩余使用寿命(RUL)预测中的不确定性量化问题,综合考虑数据不确定性与模型不确定性,提出了一种基于卷积神经网络(CNN)的RUL区间预测方法。首先,对轴承输入数据进行了预处理,并提取了轴承振动信号的时域特征,选用有强趋势性的参... 针对轴承剩余使用寿命(RUL)预测中的不确定性量化问题,综合考虑数据不确定性与模型不确定性,提出了一种基于卷积神经网络(CNN)的RUL区间预测方法。首先,对轴承输入数据进行了预处理,并提取了轴承振动信号的时域特征,选用有强趋势性的参数作为模型输入,接着设计了一个在输出层放置正态分布的CNN模型,将其用于点预测及数据不确定性的捕捉;然后,采用集成方法对模型不确定性进行了量化,输出了区间预测结果;最后,采用PHM2012轴承退化公开数据集对基于CNN的区间预测方法的有效性进行了验证,并将结果与采用贝叶斯神经网络(BNN)所得结果进行了比较。实验结果表明:在轴承RUL预测的应用中,基于CNN的区间预测方法的区间覆盖率(PICP)最高,其值比BNN高出了63.9%,点预测结果的均方根误差(RMSE)值最小,其值为0.1997。研究结果表明:基于CNN的区间预测方法可确保点预测估计的准确性,同时,在描述预测不确定性方面具有更大的优越性和实际意义。 展开更多
关键词 滚动轴承 剩余使用寿命 区间预测 不确定性量化 卷积神经网络 区间覆盖
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风电场风电功率预测误差分析及置信区间估计研究 被引量:27
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作者 叶瑞丽 刘建楠 +1 位作者 苗峰显 宋洪磊 《陕西电力》 2017年第2期21-25,共5页
准确预测风电场风电功率有助于减小风电出力波动对电网运行的影响。置信区间估计能够量化不确定性因素弓起的风电功率预测结果变动,向风电场运行决策者提供更多的信息。为此,对风电功率预测误差及其概率分布进行了分析,通过与正态分布... 准确预测风电场风电功率有助于减小风电出力波动对电网运行的影响。置信区间估计能够量化不确定性因素弓起的风电功率预测结果变动,向风电场运行决策者提供更多的信息。为此,对风电功率预测误差及其概率分布进行了分析,通过与正态分布、β分布拟合效果的对比,证明非参数核密度估计对风电功率预测误差概率分布具有较好的拟合效果;采用非参数核密度估计方法对风电功率预测误差进行了置信区间估计,给出了不同置信度条件下风电功率波动区间的确定方法;结合美国德克萨斯州某风电场的风电数据绘制了风电场在不同置信度条件下实际出力的波动区间,计算了对应的预测区间覆盖率,验证了基于非参数核密度估计的风电功率预测误差置信区间估计效果的有效性。 展开更多
关键词 风力发电 风电功率预测误差 非参数核密度估计 置信区间 预测区间覆盖
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复合覆盖粗糙集模型及其应用 被引量:3
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作者 赵静 蒋芸 《计算机工程与应用》 CSCD 北大核心 2017年第12期128-132,共5页
针对覆盖粗糙集仅适用于单一数据类型的论域覆盖的问题,提出复合覆盖粗糙集模型。在研究邻域覆盖粗糙集、集值覆盖粗糙集、区间值覆盖粗糙集的基础上,在复合数据模型下,通过建立多种覆盖关系(邻域覆盖、集值覆盖、区间值覆盖等),提出复... 针对覆盖粗糙集仅适用于单一数据类型的论域覆盖的问题,提出复合覆盖粗糙集模型。在研究邻域覆盖粗糙集、集值覆盖粗糙集、区间值覆盖粗糙集的基础上,在复合数据模型下,通过建立多种覆盖关系(邻域覆盖、集值覆盖、区间值覆盖等),提出复合覆盖粗糙集模型,并给出复合覆盖粗糙集相关概念及性质。该模型适用于多种数据类型(符号数据、区间数据、集合数据、数值数据等)的论域覆盖问题,通过实例说明了该模型在复合信息系统中的应用,进一步加深对复合覆盖粗糙集相关概念的理解。 展开更多
关键词 覆盖粗糙集 邻域覆盖粗糙集 集值覆盖粗糙集 区间覆盖粗糙集 复合覆盖粗糙集
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航段油耗深度学习高质量区间预测算法
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作者 陈静杰 赵华治 《计算机工程与设计》 北大核心 2022年第2期450-457,共8页
为提高给定置信水平下航段油耗区间预测结果的可靠性和稳定性,提出航段油耗深度学习高质量区间预测算法。通过对初级数据源进行按航段分类、无量纲化等预处理,提高预测结果的可靠性和算法的普适性;通过自适应相关参数、柔和化处理优化... 为提高给定置信水平下航段油耗区间预测结果的可靠性和稳定性,提出航段油耗深度学习高质量区间预测算法。通过对初级数据源进行按航段分类、无量纲化等预处理,提高预测结果的可靠性和算法的普适性;通过自适应相关参数、柔和化处理优化损失函数,进一步提高算法的可靠性、稳定性和普适性。训练得到的预测区间覆盖率在设定的置信水平周围,多次训练结果与置信水平的误差不超过1个数据点引起的覆盖率变化;对样本数大于10的、任意分布的航段均能实现区间预测。算法性能分析比较实验结果表明了该算法的有效性,其性能优于其它算法。 展开更多
关键词 置信水平 预测区间覆盖 预测区间平均长度 航段油耗 深度学习 区间预测算法
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区间值犹豫模糊β覆盖粗糙集模型研究
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作者 任浩伟 王青海 《模糊系统与数学》 北大核心 2023年第3期137-147,共11页
本文将β覆盖邻域系统与区间值犹豫模糊集相结合,提出了四种区间值犹豫模糊β覆盖粗糙集模型。文章首先从论域U的区间值犹豫模糊β覆盖诱导出两类新的邻域系统,构造了四种不同类型的区间值犹豫模糊β覆盖粗糙集;其次深入研究了每种区间... 本文将β覆盖邻域系统与区间值犹豫模糊集相结合,提出了四种区间值犹豫模糊β覆盖粗糙集模型。文章首先从论域U的区间值犹豫模糊β覆盖诱导出两类新的邻域系统,构造了四种不同类型的区间值犹豫模糊β覆盖粗糙集;其次深入研究了每种区间值犹豫模糊β覆盖粗糙集的模型结构及数学特征,并建立了该类模型之间及其与其他相关模型的关联关系;最后,通过基于该模型的决策算法设计应用实例,表明区间值犹豫模糊β覆盖粗糙集在多属性决策问题中的可用性及有效性。 展开更多
关键词 区间值犹豫模糊β覆盖 邻域系统 β覆盖粗糙集 多属性决策
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有向移动异构传感网分布式部署策略 被引量:2
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作者 余颖华 李艳 +1 位作者 吴德恩 秦宁宁 《传感技术学报》 CAS CSCD 北大核心 2016年第8期1273-1279,共7页
针对移动异构有向传感网的覆盖增强问题,提出了一种基于虚拟全向感知圆的节点分布式部署策略DDS(Distributed Deployment Strategy)。DDS采用等面积虚拟全向感知圆替代有向节点感知扇形,根据不同感知圆之间的位置与半径大小关系为每个... 针对移动异构有向传感网的覆盖增强问题,提出了一种基于虚拟全向感知圆的节点分布式部署策略DDS(Distributed Deployment Strategy)。DDS采用等面积虚拟全向感知圆替代有向节点感知扇形,根据不同感知圆之间的位置与半径大小关系为每个有向节点合理构建区域覆盖子区间,最后由该子区间多边形的形心确定节点的候选位置坐标。同时,DDS策略充分利用有向节点的旋转特性,计算节点视角方向使其面向检测区域外侧。节点通过视角调整和合理移动,不断提高网络覆盖率。仿真结果表明,DDS在提高网络覆盖率,增强节点分布均衡性方面具有明显的优势。 展开更多
关键词 有向传感网 虚拟全向感知圆 覆盖区间 覆盖
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一种完全数据驱动的众数回归模型估计方法
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作者 李胜男 杨联强 +1 位作者 潘东辉 沈燕 《合肥学院学报(综合版)》 2020年第5期1-6,共6页
众数回归是比均值回归更稳健的回归模型,该模型的PMS估计方法基于核密度估计及梯度上升算法,求解过程存在边界效应差、非全局最优、效率低等缺陷。给出一种完全数据驱动的众数回归模型估计方法。通过搜索最优覆盖区间,进而估计条件众数... 众数回归是比均值回归更稳健的回归模型,该模型的PMS估计方法基于核密度估计及梯度上升算法,求解过程存在边界效应差、非全局最优、效率低等缺陷。给出一种完全数据驱动的众数回归模型估计方法。通过搜索最优覆盖区间,进而估计条件众数。该方法不借助核密度估计,超参数选择、迭代过程完全由数据驱动,无需交叉验证的计算负担。模拟和实际应用结果显示该方法计算效率高,拟合效果良好,比PMS算法易于应用。 展开更多
关键词 众数回归 数据驱动 PMS算法 覆盖区间
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关于图G-v,G-e和W_(2n+1)的星色数
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作者 邬家邦 黄国麟 《华中理工大学学报》 CSCD 北大核心 1997年第6期100-102,共3页
讨论了图G-v与G-e的星色数的一些基本性质,得到了一些不等式和等式.给出了等式χ*(G)=χ(G)成立的图G的一个特征,并进一步证明了χ*(W2n+1)=χ(W2n+1)=4,从而回答了A.Vince提出的某些问题.
关键词 图论 星色数 着色 覆盖 区间覆盖 简单图
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深圳地铁9号线公用移动电话引入方案分析 被引量:1
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作者 赵娟 《电子测试》 2013年第10期122-123,66,共3页
基于地铁通信的特点,为促进公众移动电话系统与地铁专用通信系统更好的结合及合理布置。本文采用现场调研勘察,结合相关通信标准要求,对深圳地铁9号线公用移动电话引入设计方案进行研究。
关键词 无线多网接入 光纤射频拉远 漏泄同轴电缆 区间隧道覆盖TN92
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Influence of groundwater level change on vegetation coverage and their spatial variation in arid regions 被引量:6
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作者 苏里坦 宋郁东 玛丽娜 《Journal of Geographical Sciences》 SCIE CSCD 2004年第3期323-329,共7页
Sampling and testing are conducted on groundwater depth and vegetation coverage in the 670 km2 of the Sangong River Basin and semi-variance function analysis is made afterwards on the data obtained by the application ... Sampling and testing are conducted on groundwater depth and vegetation coverage in the 670 km2 of the Sangong River Basin and semi-variance function analysis is made afterwards on the data obtained by the application of geo-statistics. Results showed that the variance curve of the groundwater depth and vegetation coverage displays an exponential model. Analysis of sampling data in 2003 indicates that the groundwater depth and vegetation coverage change similarly in space in this area. The Sangong River Basin is composed of upper oasis, middle ecotone and lower sand dune. In oasis and ecotone, influenced by irrigation of the adjoining oasis, groundwater level has been raised and soil water content also increased compared with sand dune nearby, vegetation developed well. But in the lower reaches of the Sangong River Basin, because of descending of groundwater level, soil water content decreased and vegetation degenerated. From oasis to abandoned land and desert grassland, vegetation coverage and groundwater level changed greatly with significant difference respectively in spatial variation. Distinct but similar spatial variability exists among the groundwater depth and vegetation coverage in the study area, namely, the vegetation coverage decreasing (increasing) as the groundwater depth increases (decreases). This illustrates the great dependence of vegetation coverage on groundwater depth in arid regions and further implies that among the great number of factors affecting vegetation coverage in arid regions, groundwater depth turns out to be the most determinant one. 展开更多
关键词 geo-statistics groundwater level groundwater depth arid regions vegetation coverage semi-variance function spatial variation KRIGING
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Spatial and Quantitative Comparison of Satellite-Derived Land Cover Products over China 被引量:5
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作者 GAO Hao JIA Gen-Suo 《Atmospheric and Oceanic Science Letters》 2012年第5期426-434,共9页
Because land cover plays an important role in global climate change studies, assessing the agreement among different land cover products is critical. Significant discrepancies have been reported among satellite-derive... Because land cover plays an important role in global climate change studies, assessing the agreement among different land cover products is critical. Significant discrepancies have been reported among satellite-derived land cover products, especially at the regional scale. Dif- ferent classification schemes are a key obstacle to the comparison of products and are considered the main fac- tor behind the disagreement among the different products. Using a feature-based overlap metric, we investigated the degree of spatial agreement and quantified the overall and class-specific agreement among the Moderate Resolution Imaging Spectoradiometer (MODIS), Global Land Cover 2000 (GLC2000), and the National Land Cover/Use Data- sets (NLCD) products, and the author assessed the prod- ucts by ground reference data at the regional scale over China. The areas with a low degree of agreement mostly occurred in heterogeneous terrain and transition zones, while the areas with a high degree of agreement occurred in major plains and areas with homogeneous vegetation. The overall agreement of the MODIS and GLC2000 products was 50.8% and 52.9%, and the overall accuracy was 50.3% and 41.9%, respectively. Class-specific agree- ment or accuracy varied significantly. The high-agreement classes are water, grassland, cropland, snow and ice, and bare areas, whereas classes with low agreement are shru- bland and wetland in both MODIS and GLC2000. These characteristics of spatial patterns and quantitative agree- ment could be partly explained by the complex landscapes, mixed vegetation, low separability of spectro-temporal- texture signals, and coarse pixels. The differences of class definition among different the classification schemes also affects the agreement. Each product had its advantages and limitations, but neither the overall accuracy nor the class-specific accuracy could meet the requirements of climate modeling. 展开更多
关键词 land cover COMPARISON spatial pattern quantitative agreement
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上海公交925路到站时刻表化运行可行性探讨 被引量:1
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作者 陈玥祺 朱昊 《交通与运输》 2013年第H07期58-61,共4页
对公交时刻表的类型以及影响公交准时到站的因素作了介绍,通过上海市925路公交车的到站时刻信息,统计得出相应的区间标准差和95%置信区间,对各站的到站情况进行了分析,研究发布站点时刻表的可行性,并提出了保障时刻表可行性的一些建议。
关键词 站点时刻表 行程时间 标准差 绿信比 置信区间覆盖
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浅议西安地铁二号线民用无线通信系统
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作者 武斌 《科技信息》 2012年第2期363-363,共1页
本文结合西安地铁二号线民用无线通信系统的实际功能和地铁运营的特点,以民用无线通信系统的构成和功能为基础,重点阐述了民用无线通信系统不同网络制式在地铁内的接入及信号覆盖技术。
关键词 POI 民用信号合路 民用信号区间覆盖 越区切换
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Northern-Hemisphere Snow Cover Patterns and Formation Conditions in Winter 2007 and 2012
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作者 CUI Hongyan QIAO Fangli +1 位作者 SHU Qi YU Long 《Journal of Ocean University of China》 SCIE CAS 2016年第3期407-413,共7页
The Arctic sea ice minimum records appeared in the Septembers of 2007 and 2012, followed by high snow cover areas in the Northern Hemisphere winters. The snow cover distributions show different spatial patterns in the... The Arctic sea ice minimum records appeared in the Septembers of 2007 and 2012, followed by high snow cover areas in the Northern Hemisphere winters. The snow cover distributions show different spatial patterns in these two years: increased snow cover in Central Asia and Central North America in 2007, while increased snow cover in East Asia and northwestern Europe in 2012. The high snow cover anomaly shifted to higher latitudes in winter of 2012 compared to 2007. It is noticed that the snow cover had positive anomaly in 2007 and 2012 with the following conditions: the negative geopotential height and the related cyclonic wind anomaly were favorable for upwelling, and, with the above conditions, the low troposphere and surface air temperature anomaly and water vapor anomaly were favorable for the formation and maintenance of snowfalls. The negative geopotential height, cyclonic wind and low air temperature conditions were satisfied in different locations in 2007 and 2012, resulting in different spatial snow cover patterns. The cross section of lower air temperature move to higher latitudes in winter of 2012 compared to 2007. 展开更多
关键词 snow cover anomaly atmospheric circulation cyclonic wind anomaly low air temperature
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Spatial distribution rules and affecting factors of BIF in Anshan-Benxi area
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作者 WANG Wenqi ZHANG Wei +2 位作者 PENG Chong ZHU Ming XUE Linfu 《Global Geology》 2015年第2期109-116,121,共9页
A detailed investigation on 3D spatial distribution rules of Banded Iron-bearing Formation(BIF) with methods of gravity-magnetic inversion and 3D modeling of iron mine is presented based on the former analysis in the ... A detailed investigation on 3D spatial distribution rules of Banded Iron-bearing Formation(BIF) with methods of gravity-magnetic inversion and 3D modeling of iron mine is presented based on the former analysis in the Anshan-Benxi area.Three dimension spatial distribution types of BIF are concluded as hook-like,tabularlike and "W"-like.BIF was mainly developed in three types of space including(1) the syncline cores,(2)cover coverage area,and(3) the deeper buried area where the range of tectonic uplift is small.The influences of tectonism,magmatic intrusion and uplift-erosion on the spatial distribution shapes of BIF are clarified. 展开更多
关键词 Anshan-Benxi area BIF geometric types iron ore bodies affecting factors
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Land cover classification of remote sensing imagery based on interval-valued data fuzzy c-means algorithm 被引量:4
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作者 YU XianChuan HE Hui +1 位作者 HU Dan ZHOU Wei 《Science China Earth Sciences》 SCIE EI CAS 2014年第6期1306-1313,共8页
There is a certain degree of ambiguity associated with remote sensing as a means of performing earth observations.Using interval-valued data to describe clustering prototype features may be more suitable for handling ... There is a certain degree of ambiguity associated with remote sensing as a means of performing earth observations.Using interval-valued data to describe clustering prototype features may be more suitable for handling the fuzzy nature of remote sensing data,which is caused by the uncertainty and heterogeneity in the surface spectral reflectance of ground objects.After constructing a multi-spectral interval-valued model of source data and defining a distance measure to achieve the maximum dissimilarity between intervals,an interval-valued fuzzy c-means(FCM)clustering algorithm that considers both the functional characteristics of fuzzy clustering algorithms and the interregional features of ground object spectral reflectance was applied in this study.Such a process can significantly improve the clustering effect;specifically,the process can reduce the synonym spectrum phenomenon and the misclassification caused by the overlap of spectral features between classes of clustering results.Clustering analysis experiments aimed at land cover classification using remote sensing imagery from the SPOT-5 satellite sensor for the Pearl River Delta region,China,and the TM sensor for Yushu,Qinghai,China,were conducted,as well as experiments involving the conventional FCM algorithm,the results of which were used for comparative analysis.Next,a supervised classification method was used to validate the clustering results.The final results indicate that the proposed interval-valued FCM clustering is more effective than the conventional FCM clustering method for land cover classification using multi-spectral remote sensing imagery. 展开更多
关键词 fuzzy c-means cluster interval-valued data remote sensing imagery land cover classification
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