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Regionalization of Rainfall Intensity-Duration-Frequency (IDF) Curves in Botswana 被引量:2
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作者 Berhanu F. Alemaw Ron T. Chaoka 《Journal of Water Resource and Protection》 2016年第12期1128-1144,共17页
A regional analysis of design storms, defined as the expected rainfall intensity for given storm duration and return period, is conducted to determine storm Rainfall Intensity-Duration-Frequency (IDF) relationships. T... A regional analysis of design storms, defined as the expected rainfall intensity for given storm duration and return period, is conducted to determine storm Rainfall Intensity-Duration-Frequency (IDF) relationships. The ultimate purpose was to determine IDF curves for homogeneous regions identified in Botswana. Three homogeneous regions were identified based on topographic and rainfall characteristics which were constructed with the K-Means Clustering algorithm. Using the mean annual rainfall and the 24 hr annual maximum rainfall as an indicator of rainfall intensity for each homogeneous region, IDF curves and maps of rainfall intensities of 1 to 24 hr and above durations were produced. The Gamma and Lognormal probability distribution functions were able to provide estimates of rainfall depths for low and medium return periods (up to 100 years) in any location in each homogeneous region of Botswana. 展开更多
关键词 idf curves Design Storm Probability Distributions CLUSTERING REGIONALIZATION
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Generic Method for Merging Satellite and Historical Ground Station Data to Design Rainfall Intensity Duration Frequency (IDF) Curves in Recordless Sub-Saharian Countries
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作者 Jorge E. Matos 《Open Journal of Modern Hydrology》 2018年第4期101-118,共18页
The availability of long-term rainfall records is essential to conduct a serious frequency analysis in order to estimate the effective precipitation depth. The development of the process of elaboration of IDF (Intensi... The availability of long-term rainfall records is essential to conduct a serious frequency analysis in order to estimate the effective precipitation depth. The development of the process of elaboration of IDF (Intensity-Duration-Frequency) curves for a given location requires very precise data, at least with daily frequency, obtained through the use of rainfall records. The present study presents a method used to merge historical precipitation data with the latest data collected by satellite in order to perform graphs with IDF curves in places where rainfall records are scarce. The homogeneity of the data used is analyzed in order to guarantee its statistical utility and the frequency analysis was performed with the statistical distributions of Extreme Values Type I (Gumbel), Gamma, Pearson Type III and finally with Log-Pearson Type III, in order to verify which one of them applies better to the sites chosen for this analysis: the cities of Benguela and Lobito in the south of Angola. Daily rainfall data from the TRMM mission and historical daily data were used to derive the relationships between the maximum daily precipitation and the sub-daily precipitation values. From the observed daily data, techniques of disaggregation of the collected data were used, in order to generate a synthetic precipitation sequence with the extreme values in periods of time inferior to the daily one, with statistical properties similar to the registered data. Then IDF equations are established, with which the occasional storm depth is calculated for various return periods and various durations and, after them, the IDF curves are drawn for these two geographic stations. 展开更多
关键词 idf curves TRMM Rainfall BENGUELA Lobito ANGOLA
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Development of Rainfall Intensity Duration Frequency Curves for Mumbai City, India 被引量:1
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作者 P. E. Zope Eldho T. I. V. Jothiprakash 《Journal of Water Resource and Protection》 2016年第7期756-765,共11页
The change in rainfall pattern and intensity is becoming a great concern for hydrologic engineers and planners. Many parts of the world are experiencing extreme rainfall events such as experienced on 26<sup>th&l... The change in rainfall pattern and intensity is becoming a great concern for hydrologic engineers and planners. Many parts of the world are experiencing extreme rainfall events such as experienced on 26<sup>th</sup> July 2005 in Mumbai, India. For the appropriate design and planning of urban drainage system in an area, Intensity Duration Frequency (IDF) curves for given rainfall conditions are required. The aim of the present study is to derive the IDF curves for the rainfall in the Mumbai city, Maharashtra, India. Observed rainfall data from 1901 pertaining to Colaba and from 1951 of the Santacruz rain gauge stations in Mumbai are used in the present study to derive the IDF curves. Initially, the proposed IDF curves are derived using an empirical equation (Kothyari and Garde), by using probability distribution for annual maximum rainfall and then IDF curves are derived by modifying the equation. IDF curves developed by the modified equation gives good results in the changing hydrologic conditions and are compatible even with the extreme rainfall of 26<sup>th</sup> July 2005 in Mumbai. 展开更多
关键词 RAINFALL Intensity DURATION Return Period FREQUENCY idf curves
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郑州市暴雨强度公式计算与对比分析
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作者 张金萍 王茹玉 李志伟 《水电能源科学》 北大核心 2024年第8期1-5,共5页
为真实客观地反映郑州市近年来暴雨特征变化,进一步优化郑州市暴雨强度公式,选取2000~2022年11个降雨历时的年最大暴雨量,采用最小二乘法、遗传算法、拟牛顿法优化了郑州市暴雨强度公式参数,并与郑州市2002年暴雨强度公式以及2023年暴... 为真实客观地反映郑州市近年来暴雨特征变化,进一步优化郑州市暴雨强度公式,选取2000~2022年11个降雨历时的年最大暴雨量,采用最小二乘法、遗传算法、拟牛顿法优化了郑州市暴雨强度公式参数,并与郑州市2002年暴雨强度公式以及2023年暴雨强度公式进行对比分析。结果表明,郑州市暴雨强度公式在指数分布中采用拟牛顿法拟合误差最小,最终确定的优化参数A1为11.312、C为2.968、b为19.8、n为0.900;在不同重现期暴雨条件下,优化公式相对于2002年公式呈现出完全不同的极值分布情况,即“大的更大、小的更小”,而与2023年公式的雨强相差较小;在不同降雨情景管网水力运行特征中,优化公式与2023年公式的模拟结果高度一致,两者在预测郑州市内涝情况整体上具有相似的准确性和可靠性,对城市排水防涝具有一定的指导作用。 展开更多
关键词 暴雨强度公式 年最大值法 参数优化 idf曲线 管网水力运行特征
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基于TF-IDF算法的P2P贷款违约预测模型 被引量:9
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作者 章宁 陈钦 《计算机应用》 CSCD 北大核心 2018年第10期3042-3047,共6页
针对目前P2P贷款违约预测模型受限于借贷双方信息不对称性,未考虑投资人之间差异性的问题,提出了基于信息检索词频-逆文本频率(TF-IDF)算法的P2P贷款违约预测模型。首先以投资效用理论为基础,利用投资人历史投资收益率、贷款利率出价等... 针对目前P2P贷款违约预测模型受限于借贷双方信息不对称性,未考虑投资人之间差异性的问题,提出了基于信息检索词频-逆文本频率(TF-IDF)算法的P2P贷款违约预测模型。首先以投资效用理论为基础,利用投资人历史投资收益率、贷款利率出价等信息,建立基于投资人效用的贷款违约预测模型;然后,借鉴信息检索TF-IDF算法,构造投资人逆向投资比例因子,对投资人差异性进行量化度量,优化模型中投资人权重计算因子。实验结果表明,该模型预测准确度与其他模型相比平均提高了6%左右,并在不同的测试数据集上都保持最优。 展开更多
关键词 贷款违约预测 效用理论 信息检索 词频逆文本频率 个人对个人借贷 曲线下面积
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融合DES和ECC算法的物联网隐私数据加密方法
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作者 唐锴令 郑皓 《吉林大学学报(信息科学版)》 CAS 2024年第3期496-502,共7页
为避免物联网隐私数据在加密过程中产生较多重复数据,导致计算复杂度较高,降低计算效率和安全性问题,提出融合DES(Data Encryption Standard)和ECC(Ellipse Curve Ctyptography)算法的物联网隐私数据加密方法。首先,采用TF-IDF(Tem Freq... 为避免物联网隐私数据在加密过程中产生较多重复数据,导致计算复杂度较高,降低计算效率和安全性问题,提出融合DES(Data Encryption Standard)和ECC(Ellipse Curve Ctyptography)算法的物联网隐私数据加密方法。首先,采用TF-IDF(Tem Frequency-Inverse Document Frequency)算法提取物联网隐私数据中的特征向量,输入BP(Back Propagation)神经网络中并进行训练,利用IQPSO(Improved Quantum Particle Swarm Optimization)算法优化神经网络,完成对物联网隐私数据中重复数据的去除处理;其次,分别利用DES算法和ECC算法对物联网隐私数据实施一、二次加密;最后,采取融合DES和ECC算法进行数字签名加密,实现对物联网隐私数据的完整加密。实验结果表明,该算法具有较高的计算效率、安全性以及可靠性。 展开更多
关键词 DES算法 ECC算法 物联网数据加密 TF-idf算法 IQPSO算法 数字签名
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基于网络爬虫和IDF曲线的郑州城区致灾降水特征研究 被引量:6
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作者 胡钰鑫 王慧亮 郭元 《水电能源科学》 北大核心 2021年第4期4-7,共4页
近年来,极端降水引发的城市内涝问题日益突出,对城市灾害性降水特征研究愈发重要。以郑州城区13个雨量站2011~2018年的降水摘录数据为基础,基于网络爬虫技术获取降雨场次同步的微博新闻报道信息,以敏感词为依据确定致灾降水的发生时间,... 近年来,极端降水引发的城市内涝问题日益突出,对城市灾害性降水特征研究愈发重要。以郑州城区13个雨量站2011~2018年的降水摘录数据为基础,基于网络爬虫技术获取降雨场次同步的微博新闻报道信息,以敏感词为依据确定致灾降水的发生时间,利用GIS软件从水文过程演化角度对城市易涝点进行分析;结合郑州市暴雨强度公式,绘制郑州市不同重现期下的标准IDF曲线,与已判定致灾的34场降水强度-历时曲线对比,定量描述本地致灾降水特征。结果表明,郑州市致灾降水可分为雨强致灾和雨量致灾两种,主要致灾标准为峰值降雨20min内雨量达到25mm及以上,以及场次降水60min内雨量达到40mm及以上。 展开更多
关键词 暴雨强度 网络爬虫技术 致灾降水 idf曲线
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降雨数据时空精度对城市暴雨变异性及频率分析的影响
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作者 庄琦 刘曙光 周正正 《水科学进展》 EI CAS CSCD 北大核心 2023年第3期398-408,共11页
提升城市暴雨内涝防治精细化水平是解决城市洪涝问题的关键。采用16种不同时空分辨率的降雨产品,利用暴雨时空异质性评估指标和随机暴雨移置法,在上海地区定量评估降雨数据精度对暴雨事件时空变异性诊断和频率分析的影响。研究发现利用... 提升城市暴雨内涝防治精细化水平是解决城市洪涝问题的关键。采用16种不同时空分辨率的降雨产品,利用暴雨时空异质性评估指标和随机暴雨移置法,在上海地区定量评估降雨数据精度对暴雨事件时空变异性诊断和频率分析的影响。研究发现利用低精度降雨数据得到的年最大暴雨序列发生时间延迟、降水量低估,暴雨过程不均匀性提升、空间不均匀性降低;在不同重现期下,降雨数据精度对频率分析结果影响有显著差异,重现期越大,低精度数据带来的低估程度越大;时间精度的影响占主导地位,可达空间精度的5倍。在城市暴雨洪涝研究中有必要采用更高精度的降雨数据,建议与研究区域类似的小型城市地区在防洪设计中使用精度达(12 h、0.05°)或以上的降雨数据。 展开更多
关键词 城市极端降雨 时空分辨率 不确定性 频率分析 idf曲线 上海
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郑州城市暴雨特性研究 被引量:7
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作者 张金萍 张航 +1 位作者 方宏远 杨锋 《水文》 CSCD 北大核心 2021年第5期78-83,共6页
根据郑州城市暴雨资料,结合网络爬虫技术、IDF曲线和暴雨衰减指数对郑州市不同时期的短历时暴雨规律进行研究,结果表明:(1)郑州市近几年短历时暴雨主要为单峰降雨类型,且以1h为主,其综合雨峰系数为0.39;(2)郑州市现行2002年暴雨强度公... 根据郑州城市暴雨资料,结合网络爬虫技术、IDF曲线和暴雨衰减指数对郑州市不同时期的短历时暴雨规律进行研究,结果表明:(1)郑州市近几年短历时暴雨主要为单峰降雨类型,且以1h为主,其综合雨峰系数为0.39;(2)郑州市现行2002年暴雨强度公式设计值偏小,已不能准确反映近期暴雨特征,亟待修正;(3)1a重现期下,暴雨强度-历时双对数曲线在20min时出现明显转折,超过1a重现期,暴雨强度-历时双对数曲线在30min时出现明显转折,暴雨衰减指数增大。 展开更多
关键词 短历时暴雨 暴雨特性 idf曲线 暴雨衰减指数
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基于相似度曲线的新闻网页分类模型研究
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作者 高加旺 孙名松 陈福 《信息技术》 2008年第2期15-18,共4页
随着互联网的快速发展,网络日益成为人们查找有用数据的重要手段。由于WWW上的信息很多存储在HTML页面上,网页分类就显得十分必要。利用各种开源软件,详细设计并实现了一个中文网页分类模型,同时利用元搜索技术实现数据采集,有效地提高... 随着互联网的快速发展,网络日益成为人们查找有用数据的重要手段。由于WWW上的信息很多存储在HTML页面上,网页分类就显得十分必要。利用各种开源软件,详细设计并实现了一个中文网页分类模型,同时利用元搜索技术实现数据采集,有效地提高了采集的广度和深度。在进行中文分词时利用了专业词库,此方法提高了分词的准确率,在建立VSM时提出了一种基于相似度曲线的网页特征抽取方法,此方法能有效解决特征提取的高维问题,并对提高特征区分度,缩小运算量具有良好的效果。 展开更多
关键词 相似度曲线 VSM模型 特征抽取 TF-idf公式
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Analysis of Storm Pattern for Design Urban Drainage System in the Monsoon Areas of Vietnam
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作者 Bui Thi Thu Trang Nguyen Thi Hong Hanh +1 位作者 Nguyen Thi Hoai Thuong Nguyen Van Thuan 《Journal of Environmental Science and Engineering(A)》 2018年第2期49-68,共20页
In Vietnam,rainfall data usually received using daily rainfall at all hydrology stations with higher time resolution are scarce.However,its analyses to achieve IDF(Intensity-Duration-Frequency)curves are often require... In Vietnam,rainfall data usually received using daily rainfall at all hydrology stations with higher time resolution are scarce.However,its analyses to achieve IDF(Intensity-Duration-Frequency)curves are often required at a finer scale such as hourly.Therefore,it needs to develop and apply methods to derive the IDF characteristics of short-duration events from daily rainfall statistics in Vietnam.In recent years,the need for new insights into the rainfall process leading to new approaches to model the distribution of rainfall intensities in time and space was recognized.This research aims to establish IDF curves for monsoon climate area in Vietnam based on scaling method.Scaling properties of extreme rainfall are examined in the Red River Delta of Vietnam in order to establish scaling behavior of statistical moments over different durations.Such scaling or scale-invariant models enable us to scale data from one temporal resolution to another,and thus,help to overcome the lack of the extreme rainfall data of sub-daily durations.The disaggregation or downscaling techniques are used to obtain sub-daily rainfall data from daily rainfall data for the derivation of scaled IDF curves.Research results show that most of rainfall amount(approximately 70%)received from rains occurring between 6:0 pm to 6:0 am of the day after that,the daytime usually less rainfall occurrence with only 30%.The peak rainfall is usually occurred during 0:0 am to 4:0 am having approximately 42.98%of rainfall amount over a day.The peak rainfall likely happen earlier in the recent year(36%rainfall amount over a day occurrence from 6:00 pm to 10:00 pm in 2008).The analysis also illustrated that approximately 40%of rainfall events have duration less than 60 minutes.In contrast,only approximately 9%of rainfall events have duration more than 6 hours but total rainfall depths of these events is approximately. 展开更多
关键词 idf(intensity-duration-frequency)curves DESIGN RAINFALL for urban DESIGN RAINFALL in the MONSOON areas
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Evaluating Discharge Capacity of Major Chara’s of Sylhet City Using GIS
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作者 Gulam Md. Munna Jahir Bin Alam +1 位作者 Jobayer Ahmed Abdullah Al Mamun 《Journal of Water Resource and Protection》 2018年第2期167-181,共15页
Heavy rainfall is one of the most frequent and widespread severe weather hazards that affect Sylhet city. In Sylhet, nine natural channels locally called “chara” are mainly responsible for the drainage of heavy rain... Heavy rainfall is one of the most frequent and widespread severe weather hazards that affect Sylhet city. In Sylhet, nine natural channels locally called “chara” are mainly responsible for the drainage of heavy rainfall to the Surma River. The present condition of this natural drainage is not feasible due to the unplanned land development and manipulation by people. So water logging is a common scenario of Sylhet city. Many parts of Sylhet city are experiencing the severe inundation problem due to heavy rainfall. Time series analysis of rainfall data (1974-2015) is important for knowing and predicting of rainfall variation. Mann-Kendall analysis showed no trend for monthly and yearly rainfall data. The rainfall intensity of Sylhet is higher than other districts of Bangladesh. In this study, IDF (Intensity Duration Frequency) curve has been developed that is commonly used in engineering planning and design. By using IDF curve, ArcGIS software, DEM map, and normal discharge, maximum discharge for a different point of Mongoli chara and Bolramer chara has been calculated (for 25 years return period). Discharge through Mongoli chara and Bolramer chara has been represented in ArcMap using ordinary kriging. To keep the catchment of those chara free from inundation and water logging problem, this calculated discharge needed to be managed. 展开更多
关键词 ArcGIS CANAL CHI-SQUARE Gamble Distribution idf curvE MANN-KENDALL RAINFALL
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Orographic Effects on Extreme Rainfall at Different Durations: A Case Study in Campania Region (Southern Italy)
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作者 Pierluigi Furcolo Anna Pelosi 《Journal of Geoscience and Environment Protection》 2018年第11期77-88,共12页
Long-term probabilistic prediction of extreme rainfall at the regional scale is a significant tool in the mitigation of hydro-geological disasters: it actually provides the starting point in the design of strategic hy... Long-term probabilistic prediction of extreme rainfall at the regional scale is a significant tool in the mitigation of hydro-geological disasters: it actually provides the starting point in the design of strategic hydraulic infrastructures and emergency plans. A crucial task of regional estimation of extreme rainfall is how to include the complex effects of orographic barriers in a mathematical model for Intensity-Duration-Frequency (IDF) curves. Here, an analysis of how orography can affect extreme rainfall at different durations is presented for three orographic systems that are very relevant for hydrological risk assessment in the Campania Region in Southern Italy. Then, we introduce a power law model to link the amplification factor to the duration, thus allowing a simple and effective enhancement of the IDF model in mountainous areas. 展开更多
关键词 OROGRAPHY Extreme RAINFALL Regional Models Orographic AMPLIFICATION idf curves
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Projected Rainfall Intensity Duration Frequency Relationships under Climate Change:A Case Study Thane City
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作者 S.S.Pujari A.S.Wayal 《Journal of Environmental & Earth Sciences》 2022年第2期54-64,共11页
Climate change is the most important factor to increase in short-duration high-intensity rainfall and consequent flooding.Intensity-Duration-Frequency(IDF)curves are commonly used tools in Stormwater design,so a metho... Climate change is the most important factor to increase in short-duration high-intensity rainfall and consequent flooding.Intensity-Duration-Frequency(IDF)curves are commonly used tools in Stormwater design,so a method to derive future IDF curves including climate change effect could be necessary for the mainstreaming climate change information into storm water planning.The objective of the present study is to define a mechanism to reflect the effect of climate change into the projected rainfall IDF relationships.For this,the continuously observed hourly rainfall data from 1969 to 2018 were divided into five subgroups.Then the IDF curve of each subgroup is defined.The rainfall intensity for the next 30 years was then estimated using a linear regression model.The obtained result indicates that for the same duration and for the same return period,the rainfall intensity is likely to increase over time:17%(2019-2028),25%(2029-2038)and 32%(2039-2048).However,the findings presented in this paper will be useful for local authorities and decision makers in terms of improving stormwater design and future flood damage will be avoided. 展开更多
关键词 Climate change Rainfall analysis Projected idf relationships idf curves Thane city
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基于美国规范的水泥厂雨水排除研究 被引量:2
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作者 高宏伟 宋杨 +2 位作者 肖桂清 路海军 刘永刚 《中国给水排水》 CAS CSCD 北大核心 2015年第22期61-65,共5页
研究了美国规范中的雨水排除计算方法及其参数的确定,与中国规范进行了对比分析,并应用于沙特UCIC(5 000 t/d)水泥生产线实际工程项目。结果表明,中美两国规范关于设计流量、水力半径、径流系数和粗糙系数的确定方法相同,而泄流能力和... 研究了美国规范中的雨水排除计算方法及其参数的确定,与中国规范进行了对比分析,并应用于沙特UCIC(5 000 t/d)水泥生产线实际工程项目。结果表明,中美两国规范关于设计流量、水力半径、径流系数和粗糙系数的确定方法相同,而泄流能力和重现期的确定则不同;与中国规范相比,美国规范的计算结果相对节约。该研究可作为中美两国雨水排除规范研究的基础数据,用于国外水泥生产线项目的雨水排除设计。 展开更多
关键词 雨水设计流量 泄流能力 暴雨强度 idf曲线
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