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Q-factor estimation in CMP gather and the continuous spectral ratio slope method 被引量:4
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作者 Wu Zong-Wei Wu Yi-Jia +1 位作者 Guo Si Xu Ming-Hua 《Applied Geophysics》 SCIE CSCD 2018年第3期481-490,共10页
The attenuation factor or quality factor(Q-factor or Q) has been used to measure the energy attenuation of seismic waves propagating in underground media. Many methods are used to estimate the Q-factor. We propose a m... The attenuation factor or quality factor(Q-factor or Q) has been used to measure the energy attenuation of seismic waves propagating in underground media. Many methods are used to estimate the Q-factor. We propose a method to calculate the Q-factor based on the prestack Q-factor inversion and the generalized S-transform. The proposed method specifies a standard primary wavelet and calculates the cumulative Q-factors; then, it finds the interlaminar Q-factors using the relation between Q and offset(QVO) and the Dix formula. The proposed method is alternative to methods that calculate interlaminar Q-factors after horizon picking. Because the frequency spectrum of each horizon can be extracted continuously on a 2D time–frequency spectrum, the method is called the continuous spectral ratio slope(CSRS) method. Compared with the other Q-inversion methods, the method offers nearly effortless computations and stability, and has mathematical and physical significance. We use numerical modeling to verify the feasibility of the method and apply it to real data from an oilfield in Ahdeb, Iraq. The results suggest that the resolution and spatial stability of the Q-profile are optimal and contain abundant interlaminar information that is extremely helpful in making lithology and fluid predictions. 展开更多
关键词 Quality FACTOR PREsTACK Q estimation generalized s transform spectral ratio slope method Q versus offset
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基于Sen+Mann-Kendall的北京植被变化趋势分析 被引量:68
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作者 王佃来 刘文萍 黄心渊 《计算机工程与应用》 CSCD 2013年第5期13-17,共5页
基于1998年到2011年长时序SPOTVEGETATION归一化植被指数数据,采用一元线性回归斜率变化法和Sen+Mann-Kendall法对北京地区的植被变化趋势做了时空分析。实验结果表明:在1998年到2011年期间,北京市城区、延庆县、怀柔区和平谷区的植被... 基于1998年到2011年长时序SPOTVEGETATION归一化植被指数数据,采用一元线性回归斜率变化法和Sen+Mann-Kendall法对北京地区的植被变化趋势做了时空分析。实验结果表明:在1998年到2011年期间,北京市城区、延庆县、怀柔区和平谷区的植被变化趋势显著上升;而植被恶化区则集中在北京市城区北部、东部和南部,并以马蹄形包围北京市区。两种方法实验结果在植被上升(下降)区域具有一致性。同时,Sen+Mann-Kendall法以其良好的抗噪性和对数据分布无要求性可广泛应用到其他区域的植被变化趋势分析中。 展开更多
关键词 sPOT VEGETATION 植被变化趋势分析 一元线性回归 sen趋势度估计法 MANN-KENDALL检验
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Sen’s斜率估计与Mann-Kendall法在设备运行趋势分析中的应用 被引量:36
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作者 汪攀 刘毅敏 《武汉科技大学学报》 CAS 2014年第6期454-457,472,共5页
基于某企业设备运行时轴承状态自上次检修以来的历史数据,采用Sen’s斜率估计与Mann-Kendall检验相结合的方法对其运行趋势进行分析,并与一元线性回归法分析结果相比较。结果表明,Sen’s斜率估计与Mann-Kendall法相结合,适用于设备运行... 基于某企业设备运行时轴承状态自上次检修以来的历史数据,采用Sen’s斜率估计与Mann-Kendall检验相结合的方法对其运行趋势进行分析,并与一元线性回归法分析结果相比较。结果表明,Sen’s斜率估计与Mann-Kendall法相结合,适用于设备运行状态的趋势分析,可在基于状态监测的预防性维修工作中推广应用。 展开更多
关键词 设备检修 预防性维修 状态监测 sen’s斜率估计 MANN-KENDALL法
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Trend Analysis of Rainfall in Ganga Basin, India during 1901-2000 被引量:3
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作者 Suman Bera 《American Journal of Climate Change》 2017年第1期116-131,共16页
Shortage of water in the river in relation to rainfall change plays a pivotal role in water sharing like Ganga. In attempt to understand the rainfall changes, Mann-Kendall test and Sen’s slope estimation on hundred y... Shortage of water in the river in relation to rainfall change plays a pivotal role in water sharing like Ganga. In attempt to understand the rainfall changes, Mann-Kendall test and Sen’s slope estimation on hundred years’ (1901-2000) rainfall data of 236 districts in entire Ganga basin were run. Half of the districts showed a decreasing trend in annual rainfall in which 39 districts were statistically significant. During pre-monsoon (Jan.-May), 78% of the total districts showed the decreasing trend with the significance of 54 districts. A majority of the districts under the Kosi, Gandak and Sone sub-basins showed the significant negative trend in annual, pre-monsoon and post-monsoon season. So, there need some districts’ and sub-basins’ wise strategies to cope with the situation in the context of climate change. 展开更多
关键词 MANN-KENDALL Test sen’s slope estimATOR CLIMATE Change
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Trend in Observed and Projected Maximum and Minimum Temperature over N-W Himalayan Basin 被引量:1
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作者 Dharmaveer SINGH Sanjay K JAIN Rajan Dev GUPTA 《Journal of Mountain Science》 SCIE CSCD 2015年第2期417-433,共17页
Recently, study in past trends of climate variables gained significant consideration because of its contribution in adaptions and mitigation strategies for potential future changes in climate, primarily in the area of... Recently, study in past trends of climate variables gained significant consideration because of its contribution in adaptions and mitigation strategies for potential future changes in climate, primarily in the area of water resource management. Future interannual and inter-seasonal variations in maximum and minimum temperature may bring significant changes in hydrological systems and affect regional water resources. The present study has been performed to observe past(1970-2010) as well as future(2011-2100)spatial and temporal variability in temperature(maximum and minimum) over selected stations of Sutlej basin located in North-Western Himalayan region in India. The generation of future time series of temperature data at different stations is done using statistical downscaling technique. The nonparametric test methods, modified Mann-Kendall test and Cumulative Sum chart are used for detecting monotonic trend and sequential shift in time series of maximum and minimum temperature. Sen's slope estimator test is used to detect the magnitude of change over a period of time on annual and seasonal basis. The cooling experienced in annual TMax and TMin at Kasol in past(1970-2010) would be replaced by warming in future as increasing trends are detected in TMax during 2020 s and 2050 s and in TMin during 2020 s, 2050 s and 2080 s under A1 B and A2 scenarios. Similar results of warming are also predicted at Sunnifor annual TMin in future under both scenarios which witnessed cooling during 1970-2010. The rise in TMin at Rampur is predicted to be continued in future as increasing trends are obtained under both the scenarios. Seasonal trend analysis reveals large variability in trends of TMax and TMin over these stations for the future periods. 展开更多
关键词 statistical downscaling model Canadian Coupled Global Climate Model Temperature MannKendall test sen’s slope estimator
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A Trend Analysis of Temperature and Rainfall to Predict Climate Change for Northwestern Region of Bangladesh 被引量:1
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作者 Md. Didarul Islam Bhuyan Md. Mohymenul Islam Md. Ebrahim Khalil Bhuiyan 《American Journal of Climate Change》 2018年第2期115-134,共20页
Bangladesh is one in all the foremost climate vulnerable countries of the world. In recent years, climate change studies over the country get plenty of attention by the researchers and policy makers. A substantial qua... Bangladesh is one in all the foremost climate vulnerable countries of the world. In recent years, climate change studies over the country get plenty of attention by the researchers and policy makers. A substantial quantity of global climate change studies over the country use climate models to estimate future projections and uncertainties. Maximum temperature, precipitation and their potential future changes are evaluated in an ensemble of the 5th Phase Coupled Model Inter-comparison Project (CMIP5) within the Intergovernmental Panel on Climate Change (IPCC) diagnostic exercise for the Fifth Assessment Report (AR5) and the available historical data collected by the Bangladesh Meteorological Department (BMD) during the period 1981-2008 in the north-western region of Bangladesh and also the comparison between these two values. It has been found that average maximum temperature shows a positive trend of increase at a rate of 0.29°C and 5.3°C per century respectively, for BMD data and MPI-ESM-LR (CMIP5) model data. But the rainfall is decreasing at a rate of 8.8 mm and 40.1 mm per century respectively for BMD data and MPI-ESM-LR (CMIP5) model data. It is seen that July was the maximum monsoon rainfall month and January was the lowest rainfall month. The peak frequency is slightly smaller than 12 months, which indicates that the major events are occurring before ending a year compared to the previous year. According to MPI-ESM-LR (CMIP5) model data, future normal temperature on north-western region will be increased at a rate of 1.62°C during the period 2040-2100. 展开更多
关键词 Trend Analysis MANN-KENDALL TEsT sen’s slope estimATOR Z-Test CMIP5 Model and PERIODICITY
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Mediterranean Sea level trends from long-period tide gauge time series
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作者 Haddad Mahdi Taibi Hebib 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2020年第1期157-165,共9页
The main purpose of this study is to highlight, on the basis of statistical tests, the significant long-term changes of the Mediterranean Sea level, through the analysis of historical tide gauge records. In this frame... The main purpose of this study is to highlight, on the basis of statistical tests, the significant long-term changes of the Mediterranean Sea level, through the analysis of historical tide gauge records. In this framework, 14 tide gauge monthly series selected from the Permanent Service of the Mean Sea Level(PSMSL) database were used. The search for the presence or not of trends within these series, that have a temporal coverage from 59 to 142 years, was carried out using the Mann-Kendall test and the Sen’s slope estimator. The obtained results show that the Split Rt Marjana series are the only ones which does not exhibit a significant trend. The other 13 series show significant increasing trends. This result seems sufficient to suppose the presence, in the past century, of a new climatic phase on the scale of the Mediterranean basin, where the rising sea level is one of the consequences. 展开更多
关键词 sea level tidal heights trend analysis Mann-Kendall test sen’s slope estimates
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四川省近60年降水时空演变规律 被引量:3
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作者 刘福平 杨晨 刘颖 《华北水利水电大学学报(自然科学版)》 北大核心 2023年第2期16-23,共8页
根据四川省30个气象站点1958—2017年的逐日降水资料,采用滑动平均法、Mann-Kendall趋势检验法、Sen′s坡度估算法、小波分析法和相对重要性分析法,研究了年际尺度和年内尺度上的降水变化特征及影响年际降水变化的主导因素。结果表明:... 根据四川省30个气象站点1958—2017年的逐日降水资料,采用滑动平均法、Mann-Kendall趋势检验法、Sen′s坡度估算法、小波分析法和相对重要性分析法,研究了年际尺度和年内尺度上的降水变化特征及影响年际降水变化的主导因素。结果表明:①降水量的年际分布不均匀,降水序列波动性较大,并以每年0.198 mm的速率减少。②年际间丰枯年份交替变化且分配较为均匀,变化主周期为28年,同时存在13年和8年两个次周期。③降水量空间分布差异大,整体上东多西少、南多北少,且由东南向西北逐渐减少;降水中心位于乐山市西部。④年降水集中于夏季,秋季次之,其中春夏两季降水量呈上升趋势,秋冬两季降水量呈下降趋势,总体上看四季降水量变化趋势不明显;7月降水量最大,相应尺度上的月降水量与日降水量呈对称分布。⑤降水年际变化主要受降水强度和降水频率的共同影响,以降水频率影响占主导的区域分布在西部的高山高原地区,以降水强度影响占主导的区域则集中于东部盆地地区。 展开更多
关键词 降水时空分布 MANN-KENDALL检验 sens坡度估算 小波分析 相对重要性分析 四川省
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软件失效时间数据相关性研究 被引量:5
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作者 楼俊钢 江建慧 《计算机应用》 CSCD 北大核心 2010年第3期600-602,624,共4页
通过考虑失效时间依赖于在它之前的m个失效时间数据,使用相关向量机(RVM)对软件失效时间数据进行学习从而捕捉失效时间内在的依赖关系。采用Mann-Kendall方法和Sen提出的非参数化方法,来检测m值不同时SVM软件可靠性模型预测值的变化趋势... 通过考虑失效时间依赖于在它之前的m个失效时间数据,使用相关向量机(RVM)对软件失效时间数据进行学习从而捕捉失效时间内在的依赖关系。采用Mann-Kendall方法和Sen提出的非参数化方法,来检测m值不同时SVM软件可靠性模型预测值的变化趋势,在可靠性预测时,判断现时失效时间数据是否能比较久之前观测的失效时间数据更好地用以预测未来,最后运用实验方法得到了m的合理取值范围。 展开更多
关键词 软件可靠性预测 相关向量机 Mann-Kendall方法 sen的非参数化方法
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福建省蒸发量变化趋势及其敏感性分析 被引量:5
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作者 丘永杭 孙晓航 +2 位作者 黄奇晓 陈晓瑜 林玉蕊 《福建农林大学学报(自然科学版)》 CSCD 北大核心 2020年第2期256-265,共10页
基于福建省气象站1998-2017年的蒸发皿蒸发量(简称蒸发量)观测资料,通过线性倾向估计、Sen′s斜率估计、相关性分析以及Sobol′s敏感性分析方法,分析蒸发量的季节、年际和空间变化特征及其敏感因子.结果表明:福建省近20年的蒸发量呈下... 基于福建省气象站1998-2017年的蒸发皿蒸发量(简称蒸发量)观测资料,通过线性倾向估计、Sen′s斜率估计、相关性分析以及Sobol′s敏感性分析方法,分析蒸发量的季节、年际和空间变化特征及其敏感因子.结果表明:福建省近20年的蒸发量呈下降趋势,其速率为4.99 mm·a-1,以秋季下降最快,夏季次之;蒸发量地域分布不均,总体上呈现东南多、西北少的分布格局;Sobol′s敏感性分析和相关系数分析结果表明,蒸发量的主要敏感因子为平均风速和相对湿度,次要敏感因子分别为春季最高温度、夏季太阳辐射、秋季太阳辐射、冬季最低温度;蒸发量与平均风速呈显著正相关,与相对湿度呈显著负相关,它们均是影响福建省蒸发量的主要因子.其中内陆地区蒸发量的主要敏感因子为相对湿度,沿海地区蒸发量的主要敏感因子为平均风速. 展开更多
关键词 蒸发皿蒸发量 sens斜率估计 sobolvs敏感性分析 气象因子
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衢江水沙变化趋势分析 被引量:7
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作者 宋逸云 黄峰 《水资源保护》 CAS CSCD 2017年第4期40-46,共7页
以衢州水文站以上流域为研究区域,基于衢江衢州水文站1958—2006年径流量和输沙量序列,采用Mann-Kendall趋势检验法、Sen's坡度检验法、累加滤波器法与双累积曲线法,探讨近50年来衢江径流量和输沙量的变化趋势以及水沙关系的变化特... 以衢州水文站以上流域为研究区域,基于衢江衢州水文站1958—2006年径流量和输沙量序列,采用Mann-Kendall趋势检验法、Sen's坡度检验法、累加滤波器法与双累积曲线法,探讨近50年来衢江径流量和输沙量的变化趋势以及水沙关系的变化特征,并分析引起水沙序列变化的可能影响因素。结果表明:衢江年径流量无明显的变化趋势,而枯水月份(8月至次年1月)的径流量呈现显著增大的趋势,丰水月份中5月的径流量则呈现减小的趋势。输沙量变化趋势较为明显,自1980年以来衢江输沙量呈显著减小的趋势。从降水情况、水库拦沙和水土流失的治理状况等方面分析了引起衢江水沙变化的原因,提出衢江流域内水库所发挥的"蓄丰补枯"补水调节作用可能造成了径流量的变化,而水库建设与水土保持措施可能是流域输沙量减小的重要原因。 展开更多
关键词 水沙变化 Mann-Kendall趋势检验法 sen's坡度检验法 累加滤波器法 双累积曲线法 趋势分析 衢江
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2001-2100年中国降水时空格局及其趋势分析 被引量:4
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作者 苏艳丽 吴璿 +3 位作者 郭辰昱 陈笑蝶 刘力 彭守璋 《兰州大学学报(自然科学版)》 CAS CSCD 北大核心 2022年第5期641-649,共9页
使用长时间序列高空间分辨率的降水数据集,基于突变检测和趋势分析方法,揭示2001-2100年中国的降水时空格局及其变化趋势.结果表明,历史时期(2001-2020年)中国的降水量呈小幅度上升趋势,未来时期(2021-2100年)SSP119、SSP245和SSP585气... 使用长时间序列高空间分辨率的降水数据集,基于突变检测和趋势分析方法,揭示2001-2100年中国的降水时空格局及其变化趋势.结果表明,历史时期(2001-2020年)中国的降水量呈小幅度上升趋势,未来时期(2021-2100年)SSP119、SSP245和SSP585气候情景下中国的降水量均呈上升趋势.历史时期中国40.4%的区域年降水量在2008年发生显著突变,未来时期3个气候情景下,年降水量分别在2055、2065和2075年前后发生显著突变.历史时期中国中部及东北部年降水量显著上升,云南东部、广西南部年降水量显著下降,在年降水量突变前、后,显著上升的区域分别占6.75%和3.73%,显著下降的区域分别占2.64%和0.31%.未来时期3个气候情景下年降水量显著上升的区域占比分别为19.61%、79.75%和84.18%, SSP119情景下新疆西部年降水量显著下降, SSP245和SSP585情景下未检测到年降水量显著下降区域.在年降水量突变前, SSP585情景下年降水量显著上升的区域最大, SSP245情景下未检测到年降水量显著上升区域, SSP245情景下年降水量显著下降的区域最大;在年降水量突变后, SSP585情景下年降水量显著上升的区域最大, SSP119情景下年降水量显著下降的区域最大. 展开更多
关键词 降水 突变检验 Mann-Kendall趋势检验 sen’s斜率估计 ssP气候情景
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基于数据趋势分析的导弹重要性能参数提取方法 被引量:1
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作者 雷瑶 赵建印 姜普涛 《舰船电子工程》 2022年第6期131-134,共4页
能最直接反映导弹性能水平的就是众多性能参数,掌握其重要参数,能为导弹寿命以及故障预测提供有效支撑。论文采用非参数检验的Sen's斜率估计法和Mann-Kendall法分别对已知参数序列的斜率以及趋势显著性进行分析,进而通过比较提取导... 能最直接反映导弹性能水平的就是众多性能参数,掌握其重要参数,能为导弹寿命以及故障预测提供有效支撑。论文采用非参数检验的Sen's斜率估计法和Mann-Kendall法分别对已知参数序列的斜率以及趋势显著性进行分析,进而通过比较提取导弹的重要性能参数,具有重要参考价值。 展开更多
关键词 性能参数 序列趋势 sen's斜率估计 MANN-KENDALL法
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