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A new edge recognition technology based on the normalized vertical derivative of the total horizontal derivative for potential field data 被引量:95
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作者 Wang Wanyin Pan Yu Qiu Zhiyun 《Applied Geophysics》 SCIE CSCD 2009年第3期226-233,299,共9页
Edge detection and enhancement techniques are commonly used in recognizing the edge of geologic bodies using potential field data. We present a new edge recognition technology based on the normalized vertical derivati... Edge detection and enhancement techniques are commonly used in recognizing the edge of geologic bodies using potential field data. We present a new edge recognition technology based on the normalized vertical derivative of the total horizontal derivative which has the functions of both edge detection and enhancement techniques. First, we calculate the total horizontal derivative (THDR) of the potential-field data and then compute the n-order vertical derivative (VDRn) of the THDR. For the n-order vertical derivative, the peak value of total horizontal derivative (PTHDR) is obtained using a threshold value greater than 0. This PTHDR can be used for edge detection. Second, the PTHDR value is divided by the total horizontal derivative and normalized by the maximum value. Finally, we used different kinds of numerical models to verify the effectiveness and reliability of the new edge recognition technology. 展开更多
关键词 potential field data edge recognition edge enhancement total horizontal derivative normalized vertical derivative
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基于深度卷积神经网络的网络流量分类方法 被引量:68
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作者 王勇 周慧怡 +2 位作者 俸皓 叶苗 柯文龙 《通信学报》 EI CSCD 北大核心 2018年第1期14-23,共10页
针对传统基于机器学习的流量分类方法中特征选取环节的好坏会直接影响结果精度的问题,提出一种基于卷积神经网络的流量分类算法。首先,通过对数据进行归一化处理后映射成灰度图片作为卷积神经网络的输入数据,然后,基于LeNet-5深度卷积... 针对传统基于机器学习的流量分类方法中特征选取环节的好坏会直接影响结果精度的问题,提出一种基于卷积神经网络的流量分类算法。首先,通过对数据进行归一化处理后映射成灰度图片作为卷积神经网络的输入数据,然后,基于LeNet-5深度卷积神经网络设计适于流量分类应用的卷积层特征面及全连接层的参数,构造能够实现流量的自主特征学习的最优分类模型,从而实现网络流量的分类。所提方法可以在避免复杂显式特征提取的同时达到提高分类精度的效果。通过公开数据集和实际数据集的系列仿真实验测试结果表明,与传统分类方法相比所提算法基于改进的CNN流量分类方法不仅提高了流量分类的精度,而且减少了分类所用的时间。 展开更多
关键词 流量分类 卷积神经网络 归一化 特征选择
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Spatial pattern of impervious surfaces and their impacts on land surface temperature in Beijing,China 被引量:48
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作者 XIAO Rong-bo OUYANG Zhi-yun +3 位作者 ZHENG Hua LI Wei-feng SCHIENKE Erich W WANG Xiao-ke 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2007年第2期250-256,共7页
Land surface temperature (LST), which is heavily influenced by urban surface structures, is a significant parameter in urban environmental analysis. This study examined the effect impervious surfaces (IS) spatial ... Land surface temperature (LST), which is heavily influenced by urban surface structures, is a significant parameter in urban environmental analysis. This study examined the effect impervious surfaces (IS) spatial patterns have on LST in Beijing, China. A classification and regression tree model (CART) was adopted to estimate IS as a continuous variable using Landsat images from two seasons combined with QuickBird. LST was retrieved from the Landsat Thematic Mapper (TM) image to examine the relationships between IS and LST. The results revealed that CART was capable of consistently predicting LST with acceptable accuracy (correlation coefficient of 0.94 and the average error of 8.59%). Spatial patterns of IS exhibited changing gradients across the various urban-rural transects, with LST values showing a concentric shape that increased as you moved from the outskirts towards the downtown areas. Transect analysis also indicated that the changes in both IS and LST patterns were similar at various resolution levels, which suggests a distinct linear relationship between them. Results of correlation analysis further showed that IS tended to be positively correlated with LST, and that the correlation coefficients increased from 0.807 to 0.925 with increases in IS pixel size. The findings identified in this study provide a theoretical basis for improving urban planning efforts to lessen urban temperatures and thus dampen urban heat island effects. 展开更多
关键词 urban heat islands urban land cover normalized difference vegetation index (NDVI) climate mitigation regression tree
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西南典型喀斯特地区石漠化时空演变特征--以贵州省普定县为例 被引量:38
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作者 习慧鹏 王世杰 +10 位作者 白晓永 唐红 吴路华 陈飞 肖建勇 王明明 李汇文 操玥 陈欢 冉晨 罗旭玲 《生态学报》 CAS CSCD 北大核心 2018年第24期8919-8933,共15页
为揭示我国西南典型喀斯特地区石漠化时空演变特征,选取贵州省普定县为研究对象,基于Landsat、DEM等影像数据,提取了坡度和4期植被覆盖度、岩石裸露率分布图,并利用地理探测器获得各自的贡献率,反演了1990—2015年4期石漠化空间分布信息... 为揭示我国西南典型喀斯特地区石漠化时空演变特征,选取贵州省普定县为研究对象,基于Landsat、DEM等影像数据,提取了坡度和4期植被覆盖度、岩石裸露率分布图,并利用地理探测器获得各自的贡献率,反演了1990—2015年4期石漠化空间分布信息,进而讨论了石漠化时空演变特征。结果表明:(1)在1990—2015年间,普定县石漠化演变复杂,经历了由好转到恶化再到好转的阶段,总体趋势在好转,局部恶化,石漠化治理仍需加大力度;(2)中度以上石漠化集中分布在三岔河沿岸附近,轻度以下石漠化则分布较散乱;(3)潜在和轻度石漠化演变方向复杂,潜在石漠化平均变化速率最大(2.75 km2/a),在1997—2006年间更是达到了16.5 km2/a;(4)植被覆盖度与岩石裸露率的变化主要呈负相关,前者的增加主导了石漠化的好转,而后者的增加则控制了石漠化的恶化;(5)石漠化演变存在突变,在三岔河沿岸附近,存在无/潜在石漠化突变为重度以上石漠化的现象;在靠近城乡居民地附近,存在重度以上石漠化突变为无/潜在石漠化的现象;(6)植被覆盖度、岩石裸露率、坡度能较准确反演石漠化,贡献率分别为44%、42%、14%。本文提供的石漠化反演方法快速高效,制作的图件、数据为同行提供了参考,得出的结论为石漠化治理提供了科学支撑。 展开更多
关键词 石漠化 normalized DIFFERENCE ROCK INDEX 地理探测器 时空演变
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A New Monsoon Index and the Geographical Distribution of the Global Monsoons 被引量:34
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作者 李建平 曾庆存 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2003年第2期299-302,共4页
A new monsoon index, the dynamical normalized seasonality (DNS), is introduced to study the issue of monsoons. This DNS index can describe both seasonal variation and interannual variability of different monsoon regio... A new monsoon index, the dynamical normalized seasonality (DNS), is introduced to study the issue of monsoons. This DNS index can describe both seasonal variation and interannual variability of different monsoon regions. It can also be used to delimit the geographical distribution of the global monsoon systems. Furthermore, it is pointed out that the index is very useful for understanding deeply the monsoons to study the difference, relationship, and interactions among the classical monsoon, ordinary monsoon and monsoon-like system. 展开更多
关键词 dynamical normalized seasonality monsoon index global monsoon system
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基于分水岭变换和图论的图像分割方法 被引量:28
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作者 冯林 孙焘 +1 位作者 吴振宇 管慧娟 《仪器仪表学报》 EI CAS CSCD 北大核心 2008年第3期649-653,共5页
提出了一种融合分水岭变换和图论的图像分割方法。利用图像的局部灰度信息进行分水岭变换后,将图像分割成多个小区域,再结合各小区域的灰度和空间信息从全局角度用Normalized Cut方法在区域之间进行分割,产生最终的分割结果。实验结果表... 提出了一种融合分水岭变换和图论的图像分割方法。利用图像的局部灰度信息进行分水岭变换后,将图像分割成多个小区域,再结合各小区域的灰度和空间信息从全局角度用Normalized Cut方法在区域之间进行分割,产生最终的分割结果。实验结果表明,该方法可以消除分水岭变换后所产生的过分割现象,是一种有效的图像自动分割方法。 展开更多
关键词 图像分割 分水岭 图论 normalized CUT
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Seasonal Dynamics of Terrestrial Net Primary Production in Response to Climate Changes in China 被引量:32
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作者 朴世龙 方精云 陈安平 《Acta Botanica Sinica》 CSCD 2003年第3期269-275,共7页
Study on seasonal responses of terrestrial net primary production (NPP) to climate changes is to help understand feedback between climate systems and terrestrial ecosystems and mechanisms of increased NPP in the north... Study on seasonal responses of terrestrial net primary production (NPP) to climate changes is to help understand feedback between climate systems and terrestrial ecosystems and mechanisms of increased NPP in the northern middle and high latitudes. In this study, time series dataset of normalized difference vegetation index (NDVI) and corresponding ground-based information on vegetation, climate, soil, and solar radiation, together with an ecological process model, were used to explore the seasonal trends of terrestrial NPP and their geographical differences in China from 1982 to 1999. As the results,. seasonal total NPP in China showed a significant increase for all four seasons (spring, summer, autumn and winter) during the past 18 years. The spring NPP indicated the largest increase rate, while the summer NPP was with the largest increase in magnitude. The response of NPP to climate changes varied with different vegetation types. The increased NPP was primarily led by an advanced growing season for broadleaf evergreen forest, needle-leaf evergreen forest, and needle-leaf deciduous forest, whilst that was mainly due to enhanced vegetation activity (amplitude of growth cycle) during growing season for broadleaf deciduous forest, broadleaf and needle-leaf mixed forest, broadleaf trees with groundcover, perennial grasslands, broadleaf shrubs with grasslands, tundra, desert, and cultivation. The regions with the largest increase in spring NPP appeared mainly in eastern China, while the areas with the largest increase in summer NPP occurred in most parts of Northwestern China, Qinghai-Xizang Plateau, Mts. Xiaoxinganling-Changbaishan, Sanjiang Plain, Songliao Plain, Sichuan Basin, Leizhou Peninsula, part of the middle and lower Yangtze River, and southeastern mountainous areas of China. In autumn, the largest NPP increase appeared in Yunnan Plateau-Eastern Xizang and the areas around Hulun Lake. Such different ways of the NPP responses depended on regional climate attributes and their changes. 展开更多
关键词 Carnegie-Ames-Stanford-Approach (CASA) model net primary production (NPP) seasonal change normalized difference vegetation index (NDVI) climate change
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基于标准化区间权重向量的层次分析法研究 被引量:20
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作者 郭均鹏 吴育华 李汶华 《系统工程与电子技术》 EI CSCD 北大核心 2004年第7期900-902,944,共4页
AHP(analytichierarchyprocess)的判断矩阵不满足一致性时 ,传统方法导出的权向量只能近似反应排序结果 ,有时甚至可能出错。针对这一问题 ,对传统的AHP进行了扩展 ,提出了具有标准化区间权重的层次分析法 ,结果更具柔性。首先通过建立... AHP(analytichierarchyprocess)的判断矩阵不满足一致性时 ,传统方法导出的权向量只能近似反应排序结果 ,有时甚至可能出错。针对这一问题 ,对传统的AHP进行了扩展 ,提出了具有标准化区间权重的层次分析法 ,结果更具柔性。首先通过建立线性规划模型求解判断矩阵的区间权向量 ,然后在分析以往通过区间数运算计算组合权重可能存在错误的基础上 ,再次通过建立线性规划模型 ,自下而上计算各方案相对于各指标的组合区间权重 ,计算结果比较合理。 展开更多
关键词 屡次分析法 区间数 区间权 标准化 线性规划
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Interannual Variability of the Normalized Difference Vegetation Index on the Tibetan Plateau and Its Relationship with Climate Change 被引量:25
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作者 周定文 范广洲 +3 位作者 黄荣辉 方之芳 刘雅勤 李洪权 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2007年第3期474-484,共11页
The Qinghai-Xizang Plateau, or Tibetan Plateau, is a sensitive region for climate change, where the manifestation of global warming is particularly noticeable. The wide climate variability in this region significantly... The Qinghai-Xizang Plateau, or Tibetan Plateau, is a sensitive region for climate change, where the manifestation of global warming is particularly noticeable. The wide climate variability in this region significantly affects the local land ecosystem and could consequently lead to notable vegetation changes. In this paper, the interannual variations of the plateau vegetation are investigated using a 21-year normalized difference vegetation index (NDVI) dataset to quantify the consequences of climate warming for the regional ecosystem and its interactions. The results show that vegetation coverage is best in the eastern and southern plateau regions and deteriorates toward the west and north. On the whole, vegetation activity demonstrates a gradual enhancement in an oscillatory manner during 1982-2002. The temporal variation also exhibits striking regional differences: an increasing trend is most apparent in the west, south, north and southeast, whereas a decreasing trend is present along the southern plateau boundary and in the central-east region. Covariance analysis between the NDVI and surface temperature/precipitation suggests that vegetation change is closely related to climate change. However, the controlling physical processes vary geographically. In the west and east, vegetation variability is found to be driven predominantly by temperature, with the impact of precipitation being of secondary importance. In the central plateau, however, temperature and precipitation factors are equally important in modulating the interannual vegetation variability. 展开更多
关键词 Tibetan Plateau normalized difference vegetation index (NDVI) ECOSYSTEM climate change interannual variability
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基于分水岭算法和图论的图像分割 被引量:15
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作者 杨卫莉 郭雷 《计算机工程与应用》 CSCD 北大核心 2007年第7期28-30,44,共4页
提出一种新的基于分水岭算法和图论的图像分割方法FWTN(First Watershed Then Normalized cut),以克服传统的分水岭算法造成的图像过度分割。FWTN方法在分水岭算法之后,用Normalized Cut方法在区域之间进行分割,产生最终所分割的图像。F... 提出一种新的基于分水岭算法和图论的图像分割方法FWTN(First Watershed Then Normalized cut),以克服传统的分水岭算法造成的图像过度分割。FWTN方法在分水岭算法之后,用Normalized Cut方法在区域之间进行分割,产生最终所分割的图像。FWTN成功地解决了过分割问题,同时还对Normalized Cut方法中的NP-hard问题有所改进。实验结果表明该算法是一种切实可行的图像分割方法。 展开更多
关键词 图像分割 分水岭 normalized CUT 图论
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清华大学科技查新系统的开发与实践 被引量:25
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作者 李凤侠 战玉华 +2 位作者 赵军平 孟颖 周媛莎 《大学图书馆学报》 CSSCI 北大核心 2014年第2期33-38,共6页
为更好地开展科技查新服务,提高科技查新的规范化、信息化、网络化管理水平,清华大学图书馆自主开发了科技查新系统。该系统基于B/S结构进行灵活的人性化设计,囊括科技查新工作的所有业务流程和管理流程,并通过严格的权限管理加以保障... 为更好地开展科技查新服务,提高科技查新的规范化、信息化、网络化管理水平,清华大学图书馆自主开发了科技查新系统。该系统基于B/S结构进行灵活的人性化设计,囊括科技查新工作的所有业务流程和管理流程,并通过严格的权限管理加以保障。系统分为用户模块和工作模块,其中工作模块包括五个子模块:查新管理、系统管理、查新统计、查新助手、我的信息,具有自动生成报告号、自动生成查新报告、自动计费等全新功能。 展开更多
关键词 科技查新 管理系统 规范化 信息化
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地球化学异常下限不同确定方法及合理性探讨 被引量:24
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作者 姚涛 陈守余 廖阮颖子 《地质找矿论丛》 CAS CSCD 2011年第1期96-101,共6页
地球化学异常下限的确定对于圈定有利的成矿带,指导找矿非常关键。文章以甘肃省白银市白银矿区及外围水系沉积物Cu,Pb,Zn,Ag等4个元素为例,分别运用传统方法、归一化法和分形方法对数据进行处理。将3种方法圈定的异常进行比较发现:传统... 地球化学异常下限的确定对于圈定有利的成矿带,指导找矿非常关键。文章以甘肃省白银市白银矿区及外围水系沉积物Cu,Pb,Zn,Ag等4个元素为例,分别运用传统方法、归一化法和分形方法对数据进行处理。将3种方法圈定的异常进行比较发现:传统方法圈出的异常有限,主要是在矿区出现异常;而归一化法可以圈出更多的异常,并且与矿化集中区吻合较好,但还是会漏掉弱异常;分形方法圈出的异常更客观,与已知矿化集中区吻合最好,异常范围大,对弱小异常的识别也比较理想。 展开更多
关键词 地球化学 异常下限 归一化 分形 白银矿区 甘肃省
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Spatial-temporal Changes of Vegetation Cover in Guizhou Province, Southern China 被引量:23
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作者 TIAN Yichao BAI Xiaoyong +2 位作者 WANG Shijie QIN Luoyi LI Yue 《Chinese Geographical Science》 SCIE CSCD 2017年第1期25-38,共14页
Guizhou Province is an important karst area in the world and a fragile ecological area in China. Ecological risk assessment is very necessary to be conducted in this region. This study investigates different character... Guizhou Province is an important karst area in the world and a fragile ecological area in China. Ecological risk assessment is very necessary to be conducted in this region. This study investigates different characteristics of the spatial-temporal changes of vegetation cover in Guizhou Province of Southern China using the data set of SPOT VEGETATION(1999–2015) at spatial resolution of 1-km and temporal resolution of 10-day. The coefficient of variation, the Theil-Sen median trend analysis, and the Mann-Kendall test are used to investigate the spatial-temporal change of vegetation cover and its future trend. Results show that: 1) the spatial distribution pattern of vegetation cover in Guizhou Plateau is high in the east whereas low in the west. The average annual normalized difference vegetation index(NDVI) from west to east is higher than that from south to north. 2) Average annual NDVI improved obviously in the past 17 years. The growth rate of average annual NDVI is 0.028/10 yr, which is slower than that of vegetation in the country(0.048/10 yr) from 1998 to 2007. Average annual NDVI in karst area is lower than that in non-karst area. However, the growing rate of average annual NDVI in karst area(0.030/10 yr) is faster than that in non-karst area(0.023/10 yr), indicating that vegetation coverage increases more rapidly in karst area. 3) Vegetation coverage in the study area is stable overall, but fluctuates in the local scales. 4) Vegetation coverage presents a continuous increasing trend. The Hurst exponent of NDVI in different vegetation types has an obvious threshold in various elevations. 5) The proportion of vegetation cover with sustainable increase is higher than that of vegetation cover with sustainable decrease. The improvement in vegetation cover may expand to most parts of the study area. 展开更多
关键词 vegetation cover spatial-temporal change trends analysis normalized difference vegetation index(NDVI) Hurst exponent Guizhou Province China
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Land use/land cover classification and its change detection using multi-temporal MODIS NDVI data 被引量:21
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作者 M USMAN R LIEDLI +1 位作者 M A SHAHID A ABBAS 《Journal of Geographical Sciences》 SCIE CSCD 2015年第12期1479-1506,共28页
Detailed analysis of Land Use/Land Cover (LULC) using remote sensing data in complex irrigated basins provides complete profile for better water resource management and planning. Using remote sensing data, this stud... Detailed analysis of Land Use/Land Cover (LULC) using remote sensing data in complex irrigated basins provides complete profile for better water resource management and planning. Using remote sensing data, this study provides detailed land use maps of the Lower Chenab Canal irrigated region of Pakistan from 2005 to 2012 for LULC change detection. Major crop types are demarcated by identifying temporal profiles of NDVI using MODIS 250 m × 250 m spatial resolution data. Wheat and rice are found to be major crops in rabi and kharif seasons, respectively. Accuracy assessment of prepared maps is performed using three dif- ferent techniques: error matrix approach, comparison with ancillary data and with previous study. Producer and user accuracies for each class are calculated along with kappa coeffi- cients (K). The average overall accuracies for rabi and kharif are 82.83% and 78.21%, re- spectively. Producer and user accuracies for individual class range respectively between 72.5% to 77% and 70.1% to 84.3% for rabi and 76.6% to 90.2% and 72% to 84.7% for kharif. The K values range between 0.66 to 0.77 for rabi with average of 0.73, and from 0.69 to 0.74 with average of 0.71 for kharif. LULC change detection indicates that wheat and rice have less volatility of change in comparison with both rabi and kharif fodders. Transformation be- tween cotton and rice is less common due to their completely different cropping conditions. Results of spatial and temporal LULC distributions and their seasonal variations provide useful insights for establishing realistic LULC scenarios for hydrological studies. 展开更多
关键词 land use/land cover remote sensing normalized difference vegetation index accuracy assessment change detection hydrological modeling
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香蕉根系均一化全长cDNA文库的构建和鉴定 被引量:19
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作者 王卓 殷晓敏 +2 位作者 王家保 徐碧玉 金志强 《园艺学报》 CAS CSCD 北大核心 2011年第9期1667-1674,共8页
以香蕉幼苗根系为材料,利用DSN(duplex-specific nuclease)均一化技术与SMART(switching mechanismat5′end of RNA transcript)技术相结合,构建香蕉根系均一化全长cDNA文库。经检测,初级文库滴度1.1×106cfu·mL-1,库容5×... 以香蕉幼苗根系为材料,利用DSN(duplex-specific nuclease)均一化技术与SMART(switching mechanismat5′end of RNA transcript)技术相结合,构建香蕉根系均一化全长cDNA文库。经检测,初级文库滴度1.1×106cfu·mL-1,库容5×106个独立克隆,重组率大于95%,插入片段平均长度大于1kb,表明文库质量较好。随机挑取192个克隆进行EST(expressed sequencetags)测序,成功获得179个高质量EST,含5个conting和174个singlet,冗余度仅为2.35%。小规模测序拼接后获得145个unigenes,对unigenes分析结果表明文库的可靠性好。从序列比对结果中挑选3个与其它植物同源的抗逆基因,利用RT-PCR方法进行了干旱、低温及盐胁迫条件下基因表达分析,结果显示这3个基因在不同的逆境下差异表达。 展开更多
关键词 香蕉 根系 均一化 CDNA文库 基因 表达
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Obstructive Sleep Apnea Hypopnea Syndrome as a Reason for Active Management of Pulmonary Embolism 被引量:17
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作者 Jiang Xie Yong-Xiang Wei +3 位作者 Shuang Liu Wei Zhang Xiang-Feng Zhang Jie Li 《Chinese Medical Journal》 SCIE CAS CSCD 2015年第16期2147-2153,共7页
Background:Obstructive sleep apnea hypopnea syndrome (OSAHS) constitutes an independent factor for high warfarin dose for patients with pulmonary embolism (PE).The aim of this study was to investigate whether the... Background:Obstructive sleep apnea hypopnea syndrome (OSAHS) constitutes an independent factor for high warfarin dose for patients with pulmonary embolism (PE).The aim of this study was to investigate whether the 6-month anticoagulation treatment by warfarin is enough for patients with PE complicated by OSAHS.Methods:We investigated 97 PE patients,32 of them had OSAHS and 65 non-OSAHS.Warfarin was administered for 6-month if no abnormal circumstances occurred.All patients were followed up for 18 months.Adverse events (AE) included death,major bleeding,hospitalization due to heart failure or pulmonary hypertension,and recurrence or aggravation of PE (including deep vein thrombosis).Recurrence rate of PE after warfarin cessation was compared between the two groups.Results:OSAHS patients required a significantly higher dose of warfarin than their non-OSAHS counterparts (4.73 mg vs.3.61 mg,P 〈 0.001).During warfarin treatment,no major bleeding and aggravation of PE occurred among OSAHS patients,and the rates of various AE were not significantly different between the OSAHS and non-OSAHS groups.PE recurrence was higher in OSAHS than non-OSAHS groups after withdrawal of warfarin (21.43% vs.6.78%,P =0.047).Compared with non-OSAHS patients,OSAHS group had lower international normalized ratio (INR) value but higher plasminogen on baseline and INR resumed to a relatively low level after warfarin discontinuation.Conclusions:OSAHS patients may present with hypercoagulation and relatively high-risk of recurrence of PE after cessation of 6-month warfarin treatment. 展开更多
关键词 International normalized Ratio Pulmonary Embolism Obstructive Sleep Apnea Hypopnea Syndrome RECURRENCE WARFARIN
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Satellite-based Studies on Large-Scale Vegetation Changes in China 被引量:17
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作者 Xia Zhao Daojing Zhou Jingyun Fang 《Journal of Integrative Plant Biology》 SCIE CAS CSCD 2012年第10期713-728,共16页
Remotely-sensed vegetation indices, which indicate the density and photosynthetic capacity of vegetation, have been widely used to monitor vegetation dynamics over broad areas. In this paper, we reviewed satellite-bas... Remotely-sensed vegetation indices, which indicate the density and photosynthetic capacity of vegetation, have been widely used to monitor vegetation dynamics over broad areas. In this paper, we reviewed satellite-based studies on vegetation cover changes, biomass and productivity variations, phenological dynamics, desertification, and grassland degradation in China that occurred over the past 2-3 decades. Our review shows that the satellite-derived index (Normalized Difference Vegetation Index, NDVI) during growing season and the vegetation net primary productivity in major terrestrial ecosystems (for example forests, grasslands, shrubs, and croplands) have significantly increased, while the number of fresh lakes and vegetation coverage in urban regions have experienced a substantial decline. The start of the growing season continually advanced in China's temperate regions until the 1990s, with a large spatial heterogeneity. We also found that the coverage of sparsely-vegetated areas declined, and the NDVI per unit in vegetated areas increased in arid and semi-arid regions because of increased vegetation activity in grassland and oasis areas. However, these results depend strongly not only on the periods chosen for investigation, but also on factors such as data sources, changes in detection methods, and geospatial heterogeneity. Therefore, we should be cautious when applying remote sensing techniques to monitor vegetation structures, functions, and changes. 展开更多
关键词 normalized Difference Vegetation Index (NDVI) PHENOLOGY remote sensing vegetation coverage vegetation degradation vegetation productivity
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山东南四湖上级湖水质变化评价(2008—2014年)及成因分析 被引量:18
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作者 解文静 王松 +4 位作者 娄山崇 曹升乐 孙秀玲 王月敏 林洁 《湖泊科学》 EI CAS CSCD 北大核心 2016年第3期513-519,共7页
基于南四湖上级湖6个监测点2008—2014年42个奇数月份的水质资料,选取溶解氧、化学需氧量(COD)、高锰酸盐指数(COD_(Mn))、五日生化需氧量(BOD_5)、氨氮、总磷和氟化物作为水质评价的指标.对水质指标的归一化方法进行了改进,采用主成分... 基于南四湖上级湖6个监测点2008—2014年42个奇数月份的水质资料,选取溶解氧、化学需氧量(COD)、高锰酸盐指数(COD_(Mn))、五日生化需氧量(BOD_5)、氨氮、总磷和氟化物作为水质评价的指标.对水质指标的归一化方法进行了改进,采用主成分分析法对6个监测点的水质综合状况进行评价,根据得出的各月综合得分序列分析水质变化趋势.与2000—2007年南四湖上级湖的水质综合状况进行比较,2008—2014年水质明显变好.评价结果表明,同一监测点的水质在不同时间点上有明显变化,同一时间序列不同监测点的水质状况也有不同变化.此外,分析得出南四湖上级湖的主要水质影响指标为COD、COD_(Mn)和BOD_5.结合评价结果,分析水质变化原因,入湖河流水质状况和湖区底泥是其重要影响因素. 展开更多
关键词 主成分分析法 归一化 南四湖上级湖 水质时间序列 水质评价
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快速收敛变换域自适应滤波算法 被引量:18
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作者 宁小玲 刘忠 +1 位作者 冯成旭 罗钦发 《电子测量与仪器学报》 CSCD 2011年第3期240-245,共6页
为了提高LMS算法均衡相关信号时的收敛性能,提出了一种新的快速收敛变换域自适应滤波算法(VS-DCTLMS)。该算法融合了归一化离散余弦变换LMS算法和变步长离散余弦变换LMS算法的优点,具有结构简单,收敛速度快,稳态误差小的特点。仿真结果... 为了提高LMS算法均衡相关信号时的收敛性能,提出了一种新的快速收敛变换域自适应滤波算法(VS-DCTLMS)。该算法融合了归一化离散余弦变换LMS算法和变步长离散余弦变换LMS算法的优点,具有结构简单,收敛速度快,稳态误差小的特点。仿真结果表明,该算法计算量和变步长归一化LMS(VS-NLMS)算法、解相关LMS(DescorrLMS)等算法相当,但在收敛速度上具有很大优势;收敛性能和最小二乘回归算法(RLS)接近,却克服了RLS计算量大、不利于硬件实现的实际问题,是一种性能优良的可实现方法。 展开更多
关键词 离散余弦变换 变步长 归一化 收敛速度 均方误差
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北方地区小麦蚜虫气象适宜度预报模型构建 被引量:17
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作者 王纯枝 霍治国 +3 位作者 张蕾 郭安红 黄冲 陆明红 《应用气象学报》 CSCD 北大核心 2020年第3期280-289,共10页
根据1958-2015年我国北方地区8个主产省(市)小麦蚜虫分省发生面积和发生程度资料、1958-2015年601个气象站点相应逐日气象资料和农业气象站小麦发育期资料,采用相关分析、主成分分析和逐步回归等方法,并利用相关系数法进行因子普查,结... 根据1958-2015年我国北方地区8个主产省(市)小麦蚜虫分省发生面积和发生程度资料、1958-2015年601个气象站点相应逐日气象资料和农业气象站小麦发育期资料,采用相关分析、主成分分析和逐步回归等方法,并利用相关系数法进行因子普查,结合小麦蚜虫适宜生理气象指标和华北、黄淮小麦生育期规律,筛选影响小麦蚜虫年发生程度的关键气象因子,构建分区域的小麦蚜虫气象适宜度预报模型,并将气象适宜度指数划分为非常适宜、适宜、较适宜、不适宜4个等级,以反映气象条件对小麦蚜虫发生发展的适宜程度。结果表明:筛选出影响华北小麦蚜虫年发生程度的8个关键气象因子,影响黄淮小麦蚜虫年发生程度的6个关键气象因子。建立的华北、黄淮模型回代检验等级准确率分别为91.2%,93.1%,2016-2018年3年外推预报平均准确率均在75%以上;利用黄淮模型反演苏皖两省2016-2018年小麦蚜虫发生等级、异地检验3年预报效果均较理想。模型适用于从气象角度对华北、黄淮及江淮地区小麦蚜虫发生等级进行监测和预报。 展开更多
关键词 华北 黄淮 小麦蚜虫 归一化 气象适宜度 预报模型
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