共查询到19条相似文献，搜索用时 156 毫秒
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无资料地区降水径流模拟是水文学研究的国际前沿和热点问题。水文模型参数移植是无资料地区降水径流模拟的重要方法,对径流模拟精度具有重要的影响。利用核密度估计和蒙特卡罗随机模拟等方法,构建了一种水文模型参数移植误差驱动的无资料地区径流模拟不确定性定量评估框架。以广西壮族自治区42个有水文监测站点的典型中小河流为研究对象,率定新安江模型参数并模拟日径流和洪水过程,将42个典型流域依次假定为无资料流域,利用基于回归分析、相似流域和机器学习的参数移植方法,模拟无资料地区的洪水过程并识别最优的参数移植方法,分析移植法估算的模型参数值和直接率定值相比误差的概率分布特征,定量评估模型参数移植误差带来的径流模拟不确定性。研究结果表明：(1)基于回归分析的参数移植法模拟无资料地区洪水过程的精度优于相似流域法,优选的机器学习算法比传统回归分析法和相似流域法的计算精度提高了7%～15%;(2)与模型参数率定值相比,移植方法计算的模型参数具有一定的误差,对洪水模拟敏感参数的误差小于不敏感参数;(3)受模型参数移植误差的影响,利用蒙特卡罗法随机模拟的洪水过程具有一定的不确定性,洪量和洪峰相对误差的主要区间分别为10... 相似文献
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水文模型是模拟水循环过程重要手段,依靠单个模型进行模拟往往存在很大的不确定性,使通过多模型进行组合模拟成为必然趋势。选取3个集总式水文模型应用贝叶斯模型平均(BMA)进行流域月径流量的多模型模拟,采用期望最大化算法推求BMA分布参数以得到BMA均值模拟序列和90%不确定性区间。以武烈河实测数据为例进行分析,结果表明:BMA方法既能通过均值模拟提供更高精度的模拟效果,还可通过不确定性置信区间定量评价模型结构不确定性,为径流模拟提供丰富信息。 相似文献
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用VIC模型模拟黑河上游流域水分和能量通量的时空分布 总被引：3，自引：3，他引：0
受地形起伏影响, 山区流域的水分和能量通量时空分布差异很大. 利用水文模型VIC (variable infiltration capacity)对黑河上游流域的水文和能量时空分布进行了模拟, 并通过观测对模拟结果进行了验证. 结果表明:VIC模型能够较合理地模拟研究区径流过程, 对净辐射的计算也较准确, 模拟得到的部分水分通量和能量通量(感热、潜热和土壤热通量)在趋势上较一致, 但在数量上存在偏差. 积雪过程对研究区的水文和能量循环有重要影响, VIC模型对积雪的模拟偏差较大, 导致了每年4月左右的模拟径流偏低, 也没有模拟出积雪融化导致的土壤含水量上升; 同时, 积雪模拟的不准确也明显影响到能量通量的模拟. 在研究区, 土壤水分变化受土壤冻融影响明显, VIC模型对气温较高、不发生冻融过程的7-9月土壤水分变化模拟较好, 但是在其他月份, 对积雪及表层土壤消融导致的土壤水分迅速增加和土壤冻结导致的土壤水分迅速减少两个过程的模拟比较差; VIC模型能够给出水分和能量各通量的时空分布, 较好地揭示研究流域各个通量的空间异质性及相互影响. 相似文献
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水文模型是对自然界复杂水文现象与过程的一种综合近似描述,在水旱灾害防治、水资源管理与开发利用等方面应用广泛。本文分析了大尺度水文模型应用的难点,总结了参数不确定性研究的主要进展,介绍了参数不确定性分析框架“敏感性分析—参数优化—参数区域化”(SOR)的基本概念、重要性与应用情况。论文基于已有认识,建议在水文建模优化过程中引入更全面的参数不确定性分析SOR框架,并加强新一代分布式水文模型与更加成熟的水文气象数据观测系统的开发,以减少来自模型结构与模型驱动数据的不确定性,提高全球变化背景下大尺度水文模型水循环过程模拟和预测的准确性。 相似文献
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Hydrological models play vital roles in understanding and management of surface water resources. The physically based distributed model Soil and Water Assessment Tool (SWAT) was applied to a small catchment in south eastern Australia to determine its ability to mimic low and high streamflows. The model was successfully calibrated using 1993–2002 streamflow data and validated using 2003–2011 data with a combination of manual and auto-calibration techniques for both monthly and daily time steps. Sensitivity analysis indicated that curve number for moisture condition II (CN2) is the most sensitive parameter for both time steps. In general, the model performance statistics indicated “very good” agreement between measured and simulated discharges for both calibration and validation periods. The model was able to satisfactorily simulate both low and high flows of the Yass River. Analysis of water balance components indicated that more than 90 % of the rainfall is lost as evapotranspiration and about 45 % of the streamflow is base flow. The calibrated and validated SWAT model can be used to analyze the effect of climate and land use changes on catchment wide hydrologic process. 相似文献
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A key issue in assessment of rainfall-induced slope failure is a reliable evaluation of pore water pressure distribution and its variations during rainstorm, which in turn requires accurate estimation of soil hydraulic parameters. In this study, the uncertainties of soil hydraulic parameters and their effects on slope stability prediction are evaluated, within the Bayesian framework, using the field measured temporal pore-water pressure data. The probabilistic back analysis and parameter uncertainty estimation is conducted using the Markov Chain Monte Carlo simulation. A case study of a natural terrain site is presented to illustrate the proposed method. The 95% total uncertainty bounds for the calibration period are relatively narrow, indicating an overall good performance of the infiltration model for the calibration period. The posterior uncertainty bounds of slope safety factors are much narrower than the prior ones, implying that the reduction of uncertainty in soil hydraulic parameters significantly reduces the uncertainty of slope stability. 相似文献
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为了开展寒旱山区典型流域融雪径流过程的研究,提高融雪径流模型（SRM）在山区融雪地区的水文过程模拟精度,本文选取新疆提孜那甫河流域作为典型研究区,在SRM径流计算基础上,加入合适的基流数据并进行不确定性分析。考虑4种常见的基流分割方法（数字滤波法、加里宁法、BFI法（滑动最小值法）和HYSEP（hydrograph separation program）法）,基于贝叶斯理论,采用马尔科夫链蒙特卡洛（MCMC）模拟进行参数不确定性分析,对使用不同基流数据SRM的融雪径流模拟表现进行综合评价。分析结果表明,基于加里宁基流分割方法的模型（SRMK）能够最佳地模拟研究区融雪径流过程（纳什系数NSE在识别期和验证期分别为0.866和0.721,大于其他对比模型）。MCMC模拟能够较好地识别SRM参数,获得可靠的参数后验概率分布。当实测降水资料缺乏或其代表性较差时,TRMM（tropical rainfall measuring mission）卫星数据能够描述研究区的降水过程特征。 相似文献
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Müsteyde Baduna Koçyiğit Hüseyin Akay Ali Melih Yanmaz 《Arabian Journal of Geosciences》2017,10(15):331
The main goal of this study is to investigate the effect of the size of the subbasins of a watershed on the hydrologic parameters and their spatial variability in an estimation of the hydrologic parameters and hydrograph of a neighbouring ungauged basin. In this paper, Hydrologic Engineering Center-Hydrologic Modelling System (HEC-HMS), a semi-distributed hydrologic model, is used to calibrate and cross-validate two flood events occurred in 1998 and then validate four other flood events occurred in 1991, 1994, 2002, and 2009 in Gokirmak Basin in Western Black Sea Region, Turkey. The basin is divided into seven different subbasins to investigate the effect of watershed partitioning on calibrated hydrologic parameters of each subbasin using the peak-weighted root mean square error method as an objective function and the hydrograph at the outlet of the whole basin. It is found out that as the geometric magnitudes of the subbasins changed, the calibrated values of the hydrologic parameters of those subbasins changed as well. Then, a neighbouring basin, Kocanaz, is considered as an assumed neighbouring ungauged basin to investigate the effect of watershed partitioning of a gauged basin on the estimation of hydrograph of a neighbouring ungauged basin. Hydrologic parameters and direct runoff hydrograph of assumed ungauged neighbouring basin are estimated from the hydrologic parameters of the HEC-HMS calibration results of Gokirmak. Statistical indicators of the simulation results for each basin partitioning were graded with respect to the boundary values of the simulation outputs to find the best alternative. The grading results show that the simulation results with a single basin gave better representation among all other partitioning except two flood events. 相似文献
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Hüseyin Akay Müsteyde Baduna Koçyiğit A. Melih Yanmaz 《Arabian Journal of Geosciences》2018,11(11):282
In this study, Hydrologic Engineering Center-Hydrologic Modeling System is used to simulate hydrologic processes in a watershed in Western Black Sea Region that frequently experiences flooding. The region is mountainous with steep hill slopes and receives high precipitation throughout the year. There are three stream gauging stations in the basin whose data are available for calibration and validation of hydrologic parameters. Simulations are performed for different scenarios to investigate the effect of using multiple stream gauging stations’ data on catchment wide calibration and validation of hydrologic parameters. Furthermore, performance of using calibrated internal stream gauging stations’ flow data in the estimation of hydrologic parameters in an assumed neighboring ungauged basin was assessed. It is found that using data of multiple stream gauging stations for calibration and validation gives satisfactory results for direct runoff hydrograph but the peak discharge predictions are not improved. The study results suggest that using data of internal stream gauging stations enables improved understanding of internal dynamics and transport in the basin and better predicted direct runoff hydrograph for the assumed neighboring ungauged basin. 相似文献
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A fully distributed, physically-based hydrologic modeling system, MIKE SHE, was used in this study to investigate whole-watershed
hydrologic response to land use changes within the Gyeongancheon watershed in Korea. A grid of 200 × 200 m was established
to represent spatial variations in geology, soil, and land use. Initial model performance was evaluated by comparing observed
and simulated streamflow from 1988 to 1991. Results indicated that the calibrated MIKE SHE model was able to predict streamflow
well during the calibration and validation periods. Proportional changes in five classes of land use within the watershed
were derived from multi-temporal Landsat TM imageries taken in 1980, 1990 and 2000. These imageries revealed that the watershed
experienced conversion of approximately 10% non-urban area to urban area between 1980 and 2000. The calibrated MIKE SHE model
was then programmed to repeatedly analyze an artificial dataset under the various land use proportions identified in the Landsat
TM imageries. The analysis was made to quantitatively assess the impact of land use changes (predominantly urbanization) on
watershed hydrology. There were increases in total runoff (5.5%) and overland flow (24.8%) as a response to the land use change. 相似文献
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基于遗传算法的新安江模型日模拟参数优选研究 总被引：7，自引：0，他引：7
在概念性水文模型的参数率定中,目前还没有一个传统优化方法能够提供保证足够高效和稳定性的算法。为了克服传统优化方法中局部收敛性的缺点,近年来利用遗传算法通过计算机准确稳定地进行概念性水文模型的参数优选的尝试得到越来越多的重视和发展。目前优选水文模型待定参数,大多是从次洪模型的方面去讨论,有关日模拟模型的遗传算法参数优选讨论的较少。本文系统分析了基于遗传算法的新安江模型日模拟参数的自动优选,同时针对遗传算法在模型参数众多的情况下时间效率低下问题,通过利用新安江模型参数分层原理与模型参数敏感性分析对优选结果影响,提出一套简化的日模型参数遗传算法优选方案。经过流域模拟检验,该优选方案可行,运行效率高,可以作为类似模型遗传算法参数率定快速、有效的方案。 相似文献
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回顾了20世纪50年代对水文频率分布模型异同性的认识,分析了分布模型在统计特征上的相异性与共通性。在分布的几何形态相同的条件下,目前所用的分布模型中,仅3个参数的模型基本上是相异的。通过观察与实例分析,初步发现,取4个参数,有可能使模型有统一的求解结果。用数学方法能得到参数的唯一解,但多数方法是先计算出不确定性较大的CS值,继而据此算得其它一个或两个参数,故这种结果是一种初值,有待通过合理性分析,才能得到最终取用值。 相似文献
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Hossein Banejad Hamid Mohebzadeh Mohammad Hossein Ghobadi Majid Heydari 《Journal of the Geological Society of India》2014,83(1):83-92
Numerical simulation of groundwater flow used for the estimation of hydraulic and hydrologic parameters which is an important tool for the management of aquifers. This study presents the results of a mathematical model developed for the simulation of groundwater flow in Nahavand plain aquifer in the southwest Hamadan province. For this purpose Groundwater Modeling Software (GMS) was used which supports the MODFLOW-2000 code. After gathering required data such as the hydrological, hydrogeological and topography maps, a 3D hydrogeological model of plain was constructed with borehole and surface elevation data. Then MODFLOW was used for simulation of flow. After initial simulation of the flow, the model was calibrated in steady state with trial-and-error and parameter estimation methods the observed head of groundwater table monitoring data of 1997. Results of calibration show that error between observed head and computed head is in allowable range. Also results of computed head with model show that groundwater flow is in the direction of the dominate slope (southeast to northwest). Finally MODPATH code which simulates advective transport of particles was used for estimation of flow path and source of contaminants. 相似文献