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Relationships between Rainy Days,Mean Daily Intensity and Seasonal Rainfall in Normal,Flood and Drought Years over India 被引量:1
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作者 C.V.Singh 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 1998年第3期142-150,共9页
here are limitations in using the seasonal rainfall total in studies of Monsoon rainfall climatology. A correlation analysis of the individual station seasonal rainfall with all India seasonal mean rainfall has been m... here are limitations in using the seasonal rainfall total in studies of Monsoon rainfall climatology. A correlation analysis of the individual station seasonal rainfall with all India seasonal mean rainfall has been made. After taking the significance test (strictly up to 5% level) the stations which are significantly correlated have been considered in this study in normal, flood and drought years respectively. Analysis of seasonal rainfall data of 50 stations spread over a period of 41 years suggests that a linear relationship fits better than the logarithmic relationship when seasonal rainfall versus number of rainy days is studied. The linear relationship is also found to be better in the case of seasonal rainfall versus mean daily intensity. 展开更多
关键词 Monsoon rainfall Linear relationship Logarithmic relationship mean daily rainfall intensity seasonal rainfall
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Seasonal and interannual variabilities of mean velocity of Kuroshio based on satellite data 被引量:1
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作者 Jun-cheng ZUO Min ZHANG +3 位作者 Qing XU Lin MU Juan LI Mei-xiang CHEN 《Water Science and Engineering》 EI CAS 2012年第4期428-439,共12页
Combining sea level anomalies with the mean dynamic topography derived from the geoid of the EGM08 global gravity field model and the CLS01 mean sea surface height, this study examined the characteristics of global ge... Combining sea level anomalies with the mean dynamic topography derived from the geoid of the EGM08 global gravity field model and the CLS01 mean sea surface height, this study examined the characteristics of global geostrophic surface currents and the seasonal and interannual variabilities of the mean velocity of the Kuroshio (the Kuroshio source and Kuroshio extension). The patterns of global geostrophic surface currents we derived and the actual ocean circulation are basically the same. The mean velocity of the Kuroshio source is high in winter and low in fall, and its seasonal variability accounts for 18% of its total change. The mean velocity of the Kuroshio extension is high in summer and low in winter, and its seasonal variability accounts for 25% of its total change. The interannual variabilities of the mean velocity of the Kuroshio source and Kuroshio extension are significant. The mean velocity of the Kuroshio source and ENSO index are inversely correlated. However, the relationship between the mean velocity of the Kuroshio extension and the ENSO index is not clear. Overall, the velocity of the Kuroshio increases when La Nina occurs and decreases when E1 Nino occurs. 展开更多
关键词 seasonal and interannual variabilities global gravity field global geostrophicsurface current mean dynamic topography KUROSHIO
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Two Opposite Extreme Events in Seasonal Mean Winter Rainfall over East China during the Past Three Decades 被引量:2
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作者 GUAN Zhao-Yong JIN Da-Chao 《Atmospheric and Oceanic Science Letters》 CSCD 2013年第5期240-247,共8页
In this study,the extremes of winter seasonal mean precipitation have been investigated by using daily precipitation data from 91 stations in East China,the National Centers for Environmental Prediction/the National C... In this study,the extremes of winter seasonal mean precipitation have been investigated by using daily precipitation data from 91 stations in East China,the National Centers for Environmental Prediction/the National Center for Atmospheric Research (NCEP/NCAR) monthly reanalysis,and sea surface temperature data from the Hadley Centre for 1979-2007.The largest anomalous rainfall amount was observed in regions south of the Yangtze River.In the most recent three decades,extreme events in the seasonal mean winter precipitation occurred in 1985 and 1997.Because it was influenced mainly by a La Ni(n)a event,the precipitation in 1985 showed a deficit following a stronger winter monsoon.The rainfall amount in 1997 was influenced by E1 Ni(n)o and was significantly larger than normal with a weaker winter monsoon.Both the circulation anomalies and wave energy dispersions during the winters of 1985 and 1997 differed significantly.In 1985,the North Atlantic Oscillation anomalously excited the Eurasian-Pacific teleconnection and circumglobal teleconnection phenomena.Consequently,Rossby wave energy propagated along the north and south branches of the westerlies,strengthening the East Asian trough along with a stronger winter monsoon,which facilitated the wintertime dry extreme in East China.In 1997,however,Rossby wave energy propagated from low latitudes northeastward into the southern part of China,resulting in a weaker winter monsoon and the wettest winter.The results of this study will be helpful for future monitoring and prediction of extreme winter rainfall events in East China. 展开更多
关键词 extreme seasonal mean rainfall winter monsoon ENSO event Rossby waves East China
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Seasonal responses of monthly mean sea levels in the Bohai Sea to hydrometeorological forcing and their double screening regression models
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作者 Chen Shangji, Ma Jirui and Yu Jiye Institute of Marine Scientific and Technological Information, State Oceanic Administration, Tianjin, China 《Acta Oceanologica Sinica》 SCIE CAS CSCD 1990年第1期25-35,共11页
-In this paper, the maximum entropy spectral, the cross-spectral and the frequency response analyses are madeon the basis of the data of monthly mean sea levels at coastal stations in the Bohai Sea during 1965-1986. T... -In this paper, the maximum entropy spectral, the cross-spectral and the frequency response analyses are madeon the basis of the data of monthly mean sea levels at coastal stations in the Bohai Sea during 1965-1986. The results show that the annual fluctuations of the monthly mean sea levels in the Bohai Sea are the results of the coupling response of seasonal variations of the marine hydrometeorological factors. Furthermore, the regression prediction equation is obtained by using the double screening stepwise regression analysis method . Through the prediction test , it is proved that the obtained results are desirable. 展开更多
关键词 seasonal responses of monthly mean sea levels in the Bohai Sea to hydrometeorological forcing and their double screening regression models
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基于K-Means聚类的中国105个重点发展城市大气污染物识别研究
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作者 朱绪绪 曹文屹 《节能》 2024年第7期72-77,共6页
采用K-Means聚类法探讨中国105座重点发展城市在季节效应下的大气污染物排的放源及分布特征。结果表明,不同季节下各个城市的大气污染物分布及影响空气质量的主要污染物存在显著差异,其中春季和冬季的大气污染最为严重。研究结论对环境... 采用K-Means聚类法探讨中国105座重点发展城市在季节效应下的大气污染物排的放源及分布特征。结果表明,不同季节下各个城市的大气污染物分布及影响空气质量的主要污染物存在显著差异,其中春季和冬季的大气污染最为严重。研究结论对环境保护部门的环境提升以及各地区居民的自身防护具有重要意义。 展开更多
关键词 大气污染物 空气质量 季节效应 K-meanS聚类
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Changes in Seasonal Patterns of Temperature and Precipitation in China During 1971-2000 被引量:2
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作者 宋连春 A.J.CANNON P.H.WHITFIELD 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2007年第3期459-473,共15页
Many studies have shown evidence for significant changes in surface climate in different regions of the world and during different seasons over the past 100 years. Based on daily temperature and precipitation data fro... Many studies have shown evidence for significant changes in surface climate in different regions of the world and during different seasons over the past 100 years. Based on daily temperature and precipitation data from 720 climate stations in China, cluster analysis was used to identify regions in China that have experienced similar changes in the seasonal cycle of temperature and precipitation during the 1971-2000 climate normal period. Differences in 11-day averages of daily mean temperature and total precipitation between the first (1971-1985) and second (1986-2000) halves of the record were analyzed using the Mann- Whitney U test and the global κ-means clustering algorithm. Results show that most parts of China experienced significant increases in temperature between the two periods, especially in winter, although some of this warming may be attributable to the urban heat island effect in large cities. Most of western China experienced more precipitation in 1986-2000, while precipitation decreased in the Yellow River valley. Changes in the summer monsoon were also evident, with decreases in precipitation during the onset and decay phases, and increases during the wettest period. 展开更多
关键词 κ-means clustering seasonalITY TRENDS TEMPERATURE PRECIPITATION China
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An Assessment of the Within-Year Seasonality in the Loan Loss Provisioning Behavior of European Banks
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作者 Enrico Laghi Michele Di Marcantonio Maria Teresa Bianchi 《Journal of Modern Accounting and Auditing》 2014年第12期1167-1186,共20页
This study aims at assessing whether a significant within-year seasonality exists in the loan loss provisioning behavior of European listed banks observed in the period from 2004 to 2013. Since the accuracy of auditin... This study aims at assessing whether a significant within-year seasonality exists in the loan loss provisioning behavior of European listed banks observed in the period from 2004 to 2013. Since the accuracy of auditing processes and the level of disclosure requirements in financial reports differ among quarters, during the year, banks may have a leeway to underestimate and postpone the complete provisioning of loan losses in the less regulated and less audited quarters. We hypothesize that those differences are relevant factors which determine non-lower or significantly higher average levels of loan loss provisions in the half-yearly and especially in the annual financial reports than in the interim management statements disclosed in the first and the third quarters of the year. We also investigate the impact of the recent financial crisis and develop a special analysis for the ltalian banks' case. The empirical results support our hypotheses, suggesting that, in some cases, a convergence among quarterly levels of auditing processes and disclosure requirements may be needed. Our work contributes to the existing literature by providing additional evidences and considerations on the within-year seasonality in the loan loss provisioning behavior of European listed banks observed in the last decade. 展开更多
关键词 loan loss provisions seasonalITY BANKS earnings management means comparison
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东北暖季冷涡降水日变化的聚类分析
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作者 朱晓彤 姚凯 +2 位作者 涂钢 杨旭 吴彤 《气候与环境研究》 CSCD 北大核心 2024年第2期136-144,共9页
使用2017~2022年5~9月逐小时三源融合实况格点降水(CMPAS)资料,采用K-均值聚类算法对东北暖季冷涡降水日变化分类,分析其特征及空间分布,结果显示:1)东北暖季冷涡降水多年平均降水量空间分布从西北到东南增加,降水频次的空间分布与其相... 使用2017~2022年5~9月逐小时三源融合实况格点降水(CMPAS)资料,采用K-均值聚类算法对东北暖季冷涡降水日变化分类,分析其特征及空间分布,结果显示:1)东北暖季冷涡降水多年平均降水量空间分布从西北到东南增加,降水频次的空间分布与其相似,降水强度大值区集中在辽东半岛附近。2)东北地区冷涡背景下降水量、降水频次和降水强度暖季平均日变化均呈双峰型,降水量的下午主峰值主要源于降水频次,而夜间次峰值与降水频次和降水强度均关系密切。3)聚类后冷涡降水量、降水频次的日变化表现为单峰型和双峰型特征,且单峰型格点占比较大,降水强度的日变化表现为单峰型。依据峰值出现时间及日变化形态间差异,降水量、频次与强度均可划分为4类不同的日变化类型。4)各类日变化空间占比统计结果显示,冷涡降水量、降水频次日变化存在下午峰值的格点均占比最大,夜间峰值次之,两者聚类后区域特征明显,与地形关系密切且分布相对规整;冷涡降水强度日变化下午单峰型格点占比最大,聚类后空间分布较为零散。 展开更多
关键词 东北冷涡 降水日变化 K-均值聚类算法 暖季 空间分布
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CFSv2对浙江省延伸期逐日降水预报性能评估及解释应用初探
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作者 葛敬文 马浩 +3 位作者 刁逸菲 樊高峰 李正泉 刘长征 《气象科学》 2024年第4期735-749,共15页
利用CFSv2长序列回报资料和近6 a实时预报数据,系统分析了模式对浙江短中期(Short-medium Range,SMR,1~10 d)和延伸期(Extended Range,ER,11~30 d)逐日降水的预测性能,并基于系统误差订正(Systematic Bias Correction,SBC)技术开展了解... 利用CFSv2长序列回报资料和近6 a实时预报数据,系统分析了模式对浙江短中期(Short-medium Range,SMR,1~10 d)和延伸期(Extended Range,ER,11~30 d)逐日降水的预测性能,并基于系统误差订正(Systematic Bias Correction,SBC)技术开展了解释应用。结果表明:(1)模式回报技巧在SMR时段快速衰减,而在ER时段的衰减明显趋缓;SMR时段的相关系数远高于ER时段,但这两个时段的均方根误差较为接近;(2)从季节演变来看,模式技巧在秋冬季较高而在春夏季相对较低;(3)模式回报结果表现出显著的系统性偏差,这一偏差在各个起报日(提前1~30 d起报)中稳定存在,采用SBC技术开展解释应用,发现订正后模式的回报技巧在ER时段显著提升;(4)进一步将SBC技术应用于实时预报,发现实时预报的技巧也得到了一定的改善,且ER时段的改进效果更为显著。 展开更多
关键词 预报技巧评估 延伸期时段 相关系数 均方根误差 季节变化 系统误差订正
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基于改进的k-means聚类算法的季节性负荷特性分析 被引量:12
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作者 李朝晖 尹晓博 +3 位作者 杨海晶 马瑞 石光 赵文沛 《电网与清洁能源》 2018年第2期53-59,64,共8页
负荷特性分析的研究对电力系统稳定运行和调度具有重要意义。以历史负荷数据为基础,采用改进的k-means聚类方法得到具有代表性的负荷特性曲线。在考虑了检验聚类结果有效性模型的基础上加入了最大最小算法,让初始聚类中心稳定;采用改进... 负荷特性分析的研究对电力系统稳定运行和调度具有重要意义。以历史负荷数据为基础,采用改进的k-means聚类方法得到具有代表性的负荷特性曲线。在考虑了检验聚类结果有效性模型的基础上加入了最大最小算法,让初始聚类中心稳定;采用改进的k-means聚类典型场景缩减算法,考虑到气候因素的影响,按照春、夏、秋、冬4个季节来对负荷数据进行分类,对历史负荷数据进行处理,得到具有代表性的负荷特性曲线。以某市的历史数据为例进行仿真分析,结果表明,该算法可以将原始的大规模场景缩减合并后得到可以表述该市的几个更少的负荷特性曲线,具有代表性和准确性,更具实际应用价值。 展开更多
关键词 负荷特性分析 K-meanS聚类算法 最大最小距离算法 季节因素 场景缩减
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Variations of the thermal growing season during the period 1961–2015 in northern China 被引量:2
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作者 CUI Linli SHI Jun +1 位作者 MA Yue LIU Xiaochen 《Journal of Arid Land》 SCIE CSCD 2018年第2期264-276,共13页
Researching into changes in thermal growing season has been one of the most important scientific issues in studies of the impact of global climate change on terrestrial ecosystems. However, few studies investigated th... Researching into changes in thermal growing season has been one of the most important scientific issues in studies of the impact of global climate change on terrestrial ecosystems. However, few studies investigated the differences under various definitions of thermal growing season and compared the trends of thermal growing season in different parts of China. Based on the daily mean air temperatures collected from 877 meteorological stations over northern China from 1961 to 2015, we investigated the variations of the thermal growing season parameters including the onset, ending and duration of the growing season using the methods of differential analysis, trend analysis, comparative analysis, and Kriging interpolation technique. Results indicate that the differences of the maximum values of those indices for the thermal growing season were significant, while they were insignificant for the mean values. For indices with the same length of the spells exceeding 5°C, frost criterion had a significant effect on the differences of the maximum values. The differences of the mean values between frost and non-frost indices were also slight, even smaller than those from the different lengths of the spells. Temporally, the starting date of the thermal growing season advanced by 10.0–11.0 days, while the ending dates delayed by 5.0–6.0 days during the period 1961–2015. Consequently, the duration of the thermal growing season was prolonged 15.0–16.0 days. Spatially, the advanced onset of the thermal growing season occurred in the southwestern, eastern, and northeastern parts of northern China, whereas the delayed ending of the thermal growing season appeared in the western part, and the length of the thermal growing season was prolonged significantly in the vast majority of northern China. The trend values of the thermal growing season were affected by altitude. The magnitude of the earlier onset of the thermal growing season decreased, and that of the later ending increased rapidly as the altitude increased, causing the magnitude of the prolonged growing season increased correspondingly. Comparing the applicability of selected indices and considering the impacts of frost on the definitions are important and necessary for determining the timing and length of the thermal growing season in northern China. 展开更多
关键词 daily mean air temperatures length of the growing season starting date of the thermal growing season ending date of the thermal growing season trend northern China
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季节性氢储能–混氢燃气轮机系统两阶段随机规划 被引量:10
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作者 鲁明芳 李咸善 +2 位作者 李飞 熊炜 李欣 《中国电机工程学报》 EI CSCD 北大核心 2023年第18期6978-6991,共14页
规划配置制氢-季节性氢储能-混氢燃气轮机系统,可综合解决丰能季节富裕能源存储及其向枯能季节转移应用问题,保障新能源为主体的新型电力系统供电可靠性。考虑多能源荷不确定性及长时间尺度波动耦合特性,提出最小均差-熵权法及季节性分... 规划配置制氢-季节性氢储能-混氢燃气轮机系统,可综合解决丰能季节富裕能源存储及其向枯能季节转移应用问题,保障新能源为主体的新型电力系统供电可靠性。考虑多能源荷不确定性及长时间尺度波动耦合特性,提出最小均差-熵权法及季节性分解法的随机规划场景建立方法,包括基于最小均差-熵权法的多能源荷典型年选择,基于季节性分解法的多能源荷长期趋势分量、季节性分量及随机分量的获取,并将随机不确定分量与典型年确定场景叠加,建立随机规划典型场景集。针对复杂耦合系统规划问题,提出两阶段随机规划策略,并据此建立丰能季“制氢-储氢”系统容量优化配置模型和枯能季混氢燃气轮机优化配置模型。算例仿真验证方法的有效性,配置该系统与新增火电机组相比具有低碳价值及经济可行性。 展开更多
关键词 最小均差–熵权法 季节性分解法 混氢燃气轮机 两阶段随机规划
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季节分型下一种面向风电功率日前预测的深度自适应滤波框架 被引量:2
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作者 杨茂 闫琦 +3 位作者 苏欣 周茉 姜林 田圃晟 《南方电网技术》 CSCD 北大核心 2023年第6期62-71,共10页
深入研究数值天气预报风速的波动性对提高风电功率日前预测精度具有重要意义。首先提出一种深度自适应滤波框架,对于数值天气预报风速,采用引入相对熵的变分模态分解算法,经分解产生多个模态分量后,基于非局部均值去噪算法对其中的噪声... 深入研究数值天气预报风速的波动性对提高风电功率日前预测精度具有重要意义。首先提出一种深度自适应滤波框架,对于数值天气预报风速,采用引入相对熵的变分模态分解算法,经分解产生多个模态分量后,基于非局部均值去噪算法对其中的噪声分量滤波,随后将其与有效分量重构得到去噪后的序列;在此基础上按季节分型,将去噪后的数值天气预报风速序列作为输入,在备选模型库中由验证集选用该季节最适合的风速-功率转化模型,并对测试集进行风电功率预测。选用中国东北某风电场进行算例分析,相较于其他分解算法,所提方法在不同季节的预测准确率可提升0.25%~1.58%,即季节分型下的深度自适应滤波框架可有效提高风电功率预测精度。 展开更多
关键词 相对熵 非局部均值去噪 季节分型 风电功率日前预测
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基于FY-3D MERSIⅡ数据的辽宁省作物生长季日平均气温估算方法比较
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作者 王岩 汪利诚 +3 位作者 武晋雯 杨欣虹 尹佳琪 张梅 《灾害学》 CSCD 北大核心 2023年第2期89-96,105,共9页
作为反映气候特征的重要指标之一,日平均气温在农业气象灾害监测和气候变化研究等领域承担着至关重要的作用。与传统日平均气温的监测和估算方式相比,遥感技术具有全方位、宏观、动态等不可比拟的绝对优势,能够准确地描述日平均气温的... 作为反映气候特征的重要指标之一,日平均气温在农业气象灾害监测和气候变化研究等领域承担着至关重要的作用。与传统日平均气温的监测和估算方式相比,遥感技术具有全方位、宏观、动态等不可比拟的绝对优势,能够准确地描述日平均气温的空间异质性。为提高农业服务质量,保证农业健康、可持续发展,探索作物生长季日平均气温遥感反演方法,提高农业气象灾害监测精确度,以FY-3D MERSIⅡ遥感数据为基础,提取研究区日间地表温度(LST_(day))、夜间地表温度(LST_(night))、归一化植被指数(NDVI),同时还考虑了高程(DEM)、坡度(Slope)两个变量,结合气象站日平均气温数据,分别构建多元线性回归和随机森林日平均气温遥感反演模型,开展辽宁省2021年作物生长季(5—9月)日平均气温遥感监测的应用研究。结果表明:(1)基于多元线性回归模型反演的日平均气温均方根误差(RMSE)为1.71℃,平均绝对误差(MAE)为1.45℃;基于随机森林反演误差RMSE为1.17℃,MAE为0.96℃;整体上,随机森林的日平均气温反演结果更好,适用性更强。(2)实验当天和前1 d的降水总量对日平均气温的估算结果具有很大影响,降水量随时间的变化曲线与日平均气温的反演误差散点分布情况基本一致,呈现降水总量越大,日平均气温的反演误差越大的趋势,日平均气温反演结果受大气水汽含量的影响很大。(3)对输入的气温影响因子的重要性进行动态的统计分析,发现LST_(day)和DEM是日平均气温反演时两个最重要的变量,且LST_(day)对日平均气温反演的影响最为重要,但是随着作物的生长,DEM的重要性也越来越凸显。 展开更多
关键词 FY-3D MERSIⅡ 遥感反演 日平均气温 随机森林 多元回归 作物生长季 辽宁省
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面向综合能源园区的丰枯电价定价方法 被引量:2
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作者 杜将武 唐小强 +4 位作者 罗志伟 刘敦楠 陈积旭 徐尔丰 毕圣 《发电技术》 CSCD 2023年第2期261-269,共9页
综合能源园区是以新能源为主体的新型电力系统的基本单元,通过建设分布式电源,可以实现能源生产、消费就近完成和园区自我平衡。通过挖掘用户需求响应潜力,制定差异化丰枯电价,能够缓解分布式电源出力和用户电量的季节性不匹配矛盾,对... 综合能源园区是以新能源为主体的新型电力系统的基本单元,通过建设分布式电源,可以实现能源生产、消费就近完成和园区自我平衡。通过挖掘用户需求响应潜力,制定差异化丰枯电价,能够缓解分布式电源出力和用户电量的季节性不匹配矛盾,对此提出一种面向综合能源园区的丰枯电价定价方法。首先,根据用户的电量特征和需求响应特征,基于k-means聚类算法进行用户分类;然后,根据园区不平衡电量,基于k-means聚类算法划分丰枯时段;最后,构建优化模型,制定不同类别用户的丰枯电价。根据案例分析可知,基于该方法制定丰枯电价,能够有效促进分布式电源就地消纳,提高园区清洁能源消费比重和整体经济性。 展开更多
关键词 新型电力系统 综合能源园区 分布式电源 丰枯电价 K-meanS聚类 需求响应
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Vertical structure of tidal currents in the Xuliujing Section of Changjiang River Estuary
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作者 Zhigao Chen Ya Ban +2 位作者 Xiaoye Chen Dajun Li Shengping Wang 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2023年第2期44-55,共12页
Three long-term fixed acoustic Doppler current profilers were first used for investigating the vertical structure of tidal currents in Xuliujing Section of Changjiang River Estuary.Moreover,three different periods(spr... Three long-term fixed acoustic Doppler current profilers were first used for investigating the vertical structure of tidal currents in Xuliujing Section of Changjiang River Estuary.Moreover,three different periods(spring,summer and fall)were also considered for investigating seasonal variations.The semi-diurnal tides were the most energetic,with along-channel speed of up to 80 cm/s for M_(2)constituent,which dominates at all stations with percent energy up to 65%–75%during seasons.The shape of tidal ellipses of the most energetic semi-diurnal constituent M_(2)showed obvious polarization of the flow paralleling to the riverbank,with the minor semi-axis being generally less than 20%of the major one.The maximum velocity of mean current is appeared in top layers at all the three stations,and the velocity decreased with the depth.The seasonal variations of direction are also observed,which is probably caused by complex local topography since the erosion and deposition in riverbed.Observed vertical variation of four parameters of M_(2)ellipses,agreed well with the optimally fit frictional solutions in top and middle layers.However,there was an obvious difference between frictional model and observed data in the lower water column.Discrepancies are probably on account of stratification,which strengthens in summer and fall due to the freshening influence of the Changjiang River Estuary outflow. 展开更多
关键词 vertical structure seasonal variations tidal current mean current acoustic Doppler current profiler Changjiang River Estuary
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改进随机森林算法在用电预测中的应用
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作者 熊洁 牛燕 刘伟 《自动化仪表》 CAS 2023年第10期95-100,共6页
全社会用电量对于电力企业的经营和管理具有重要作用。提高全社会用电量的预测精度,有利于合理调配电力资源,提前为“迎峰度夏”等特定用电场景作好供电准备。针对全社会用电预测难度较大的问题,提出利用K-means聚类对行业用电数据进行... 全社会用电量对于电力企业的经营和管理具有重要作用。提高全社会用电量的预测精度,有利于合理调配电力资源,提前为“迎峰度夏”等特定用电场景作好供电准备。针对全社会用电预测难度较大的问题,提出利用K-means聚类对行业用电数据进行有效区分。根据不同类型行业的波动特点,采用季节性自回归整合滑动平均(SARIMA)和随机森林(RF)的混合模型预测出各类型行业的用电指数,以预测全社会用电量发展趋势,从而提高预测准确率。以某省2018年1月至2021年6月全社会及各行业月用电量数据作为样本数据,测算发现各行业用电波动有明显差异。研究结果显示:该模型能够对不同类型行业的用电特点进行修正,具有较好的稳定性;全社会用电量的预测结果准确,相对误差控制在2.0%以下。 展开更多
关键词 用电量预测 K-meanS聚类 混合模型 季节性自回归整合滑动平均 随机森林
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ROLE IN MOISTURE TRANSPORTATION OF SEASONAL MEAN AND INTRASEASONAL OSCILLATIONS IN ASIAN SUMMER MONSOON AREA——LONG-TERM AVERAGE CHARACTERISTICS
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作者 徐建军 何金海 朱刚 《Acta meteorologica Sinica》 SCIE 1993年第3期347-354,共8页
By use of the May—September 1980—1986 ECMWF daily data of u,v,r and T at 850 hPa,a comparative analysis is performed of basic features of moisture transportation at seasonal mean,quasi-40-day,-biweekly,and-weekly os... By use of the May—September 1980—1986 ECMWF daily data of u,v,r and T at 850 hPa,a comparative analysis is performed of basic features of moisture transportation at seasonal mean,quasi-40-day,-biweekly,and-weekly oscillations,indicating that the seasonal mean transfer plays a decisive role in the moisture flux over the Asian monsoon region,displaying the integer of the monsoon systems there in character;that the transport related to these tropical intraseasonal oscillations are of equal importance in the monsoon period except the difference in their behaviors,i.e.,the transfer shows considerable relative independence in the South-and East-Asian systems;and that the transport at all these intraseasonal oscillations is found to be feeble at equatorial latitudes with little or no influence on each other for both hemispheres. 展开更多
关键词 ASIA LONG-TERM AVERAGE CHARACTERISTICS ROLE IN MOISTURE TRANSPORTATION OF seasonal mean AND INTRAseasonal OSCILLATIONS IN ASIAN SUMMER MONSOON AREA
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青藏高原草地植物叶解剖特征 被引量:35
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作者 李全发 王宝娟 +1 位作者 安丽华 吉成均 《生态学报》 CAS CSCD 北大核心 2013年第7期2062-2070,共9页
运用常规石蜡制片技术对我国青藏高原66种草地植物优势种的叶解剖特征进行研究,并分析了叶解剖特征与海拔、生长季降水及生长季均温之间的关系。结果表明:青藏高原草地植物叶片具有很多适应高寒环境的结构特征,如表皮层厚且表皮细胞大... 运用常规石蜡制片技术对我国青藏高原66种草地植物优势种的叶解剖特征进行研究,并分析了叶解剖特征与海拔、生长季降水及生长季均温之间的关系。结果表明:青藏高原草地植物叶片具有很多适应高寒环境的结构特征,如表皮层厚且表皮细胞大小差异显著,表皮毛等表皮附属物发达,异细胞丰富,通气组织普遍发达等;叶片各组成部分厚度的变异程度不同,其中海绵组织厚度变异最大,其次为上角质层、下表皮层、下角质层、上表皮层、栅栏组织,叶片厚度的变异最小;青藏高原草地植物叶片各组成部分的厚度存在协同进化,上下角质层厚度呈强烈正相关,海绵组织厚度与叶片厚度相关性最强;青藏高原草地植物叶片各组成部分的厚度与海拔、生长季降水、生长季均温3个重要环境变量呈较弱的相关性,总体表现为随海拔升高叶片各组成部分的厚度减小,而随生长季降水和生长季均温的增加叶片厚度增加。 展开更多
关键词 青藏高原 叶解剖厚度 生长季降水 生长季均温
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LASG全球海洋-大气-陆面系统模式(GOALS/LASG)及其模拟研究 被引量:105
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作者 吴国雄 张学洪 +7 位作者 刘辉 俞永强 金向泽 郭裕福 孙菽芬 李伟平 王标 石广玉 《应用气象学报》 CSCD 北大核心 1997年第A00期15-28,共14页
该文扼要介绍了LASG第一版本全球海洋-大气-陆面系统模式(GOALS/LASG)的发展和结构,及其对气候平均态、季节变化和年际变化的模拟,以及近期发展计划.
关键词 GOALS/LASG 气候平均态 季节变化 年际变化
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