Using a H∞ filter assimilation procedure to estimate root zone soil water content     

Haishen Lü  Xiaoli Li  Zhongbo Yu  Robert Horton  Yonghua Zhu  Zhenchun Hao  Long Xiang 《水文研究》2010,24(25):3648-3660

Root zone soil water content impacts plant water availability, land energy and water balances. Because of unknown hydrological model error, observation errors and the statistical characteristics of the errors, the widely used Kalman filter (KF) and its extensions are challenged to retrieve the root zone soil water content using the surface soil water content. If the soil hydraulic parameters are poorly estimated, the KF and its extensions fail to accurately estimate the root zone soil water. The H‐infinity filter (HF) represents a robust version of the KF. The HF is widely used in data assimilation and is superior to the KF, especially when the performance of the model is not well understood. The objective of this study is to study the impact of uncertain soil hydraulic parameters, initial soil moisture content and observation period on the ability of HF assimilation to predict in situ soil water content. In this article, we study seven cases. The results show that the soil hydraulic parameters hold a critical role in the course of assimilation. When the soil hydraulic parameters are poorly estimated, an accurate estimation of root soil water content cannot be retrieved by the HF assimilation approach. When the estimated soil hydraulic parameters are similar to actual values, the soil water content at various depths can be accurately retrieved by the HF assimilation. The HF assimilation is not very sensitive to the initial soil water content, and the impact of the initial soil water content on the assimilation scheme can be eliminated after about 5–7 days. The observation interval is important for soil water profile distribution retrieval with the HF, and the shorter the observation interval, the shorter the time required to achieve actual soil water content. However, the retrieval results are not very accurate at a depth of 100 cm. Also it is complex to determine the weighting coefficient and the error attenuation parameter in the HF assimilation. In this article, the trial‐and‐error method was used to determine the weighting coefficient and the error attenuation parameter. After the first establishment of limited range of the parameters, ‘the best parameter set’ was selected from the range of values. For the soil conditions investigated, the HF assimilation results are better than the open‐loop results. Copyright © 2010 John Wiley & Sons, Ltd.  相似文献   

Planning of Water-Saving Green Space System Based on GIS Technology and Archydrodata Model     

Liu  Dongmin  Wang  Daqing  Du  Guoming  Yuan  Shuai  Yu  Chang  Zhao  Meng  Fang  Li  Fu  Yuchen  Zhang  Weiqian  Liu  Huimin 《Water Resources》2022,49(4):733-742

Water Resources - Following sponge city concept, taking Qunli New District as study object, and planning water-saving green space system (WGSS) that can use rainwater resources. GIS and ArcHydro...  相似文献   

基于机器学习模型的淮河流域中长期径流预报研究     

胡义明  陈腾  罗序义  唐超  梁忠民 《地学前缘》2022,29(3):284-291

准确可靠的中长期径流预报是支撑水资源科学调配、提高水资源利用效率的关键。本研究采用AdaBoost模型(AdB)、随机森林模型(RF)和支持向量机模型(SVM)进行淮河流域王家坝和蚌埠站当年11月至次年10月共12个月的中长期径流预报研究。采用置换准确度重要性度量法从130项气象-气候因子及前期降雨/流量构建的1 562个因子变量中筛选出影响各月径流的关键因子,构建了基于AdB、RF和SVM模型的各月径流预报模型,模型参数采用随机搜索技术并结合交叉验证方式确定。采用变幅误差合格率和等级(五级)预报合格率指标对模型的预报精度进行了评估。变幅误差合格率指标表明,王家坝12个月的平均合格率分别为99.8%(AdB)、96.6%(RF)和95.9%(SVM),蚌埠站分别为100%(AdB)、94.8%(RF)和93.8%(SVM);等级预报合格率指标表明,王家坝12个月的平均合格率分别为79.0%(AdB)、76.4%(RF)和79.9%(SVM),蚌埠站分别为81.0%(AdB)、75.6%(RF)和76.6%(SVM)。模型均具有较好的预报效果,但RF和SVM模型对于高流量值的预报存在偏低现象,AdB模型整体上优于RF和SVM模型。  相似文献   

南方岩溶区地下水资源特征与水资源保障对策          下载免费PDF全文

夏日元  卢海平  曹建文  赵良杰  王喆  栾崧 《中国地质》2022,49(4):1139-1153

【研究目的】中国南方岩溶地区干旱缺水等问题异常突出,岩溶地下水赋存和分布的复杂,开发利用率低,基于多年调查研究工作为基础,系统总结南方岩溶区地下水资源特征,研讨水资源保障对策。【研究方法】基于南方岩溶区地下水资源特点、地下水系统类型、地下水系统空间结构的叠置性和时空分布不均性分析,提出南方岩溶区水资源保障对策。【研究结果】南方岩溶区可从以下三方面充分发挥地下水资源安全保障作用,一是掌握地下水赋存分布规律,发挥分散供水和应急供水作用;二是加强调蓄工程建设,解决水资源时空分布不均问题;三是建立与生态重建和经济发展相结合的地下水资源可持续利用模式。【结论】南方岩溶区地下水赋存条件复杂,具有表层带岩溶水系统、岩溶地下河与管道流系统、岩溶大泉系统以及分散排泄地下水系统多种类型,规模大小不一,开发利用形式多样;在垂向上具有叠置性,水空分布严重不均;开发利用潜力较大。在地球科学系统论的指导下,查明岩溶水资源赋存分布规律,科学评价地下水资源量,因地制宜制定水资源开发利用和保护方案,为脱贫攻坚、生态文明建设和乡村振兴提供技术支撑。创新点：以系统水文地质环境地质综合调查和地下水开发利用示范工作为基础,系统总结南方岩溶区地下水资源特点;针对岩溶区水资源安全保障问题,分析其主要原因,提出了水资源保障对策。  相似文献   

基于分布式水文模型的中小河流洪水预报技术   总被引：4，自引：3，他引：1       下载免费PDF全文

刘志雨  侯爱中  王秀庆 《水文》2015,35(1):1-6

中小河流大多位于资料短缺的山丘区,洪水具有突发性强、汇流时间快、预见期短以及分布广的特点。中小河流洪水预报首要目的和任务是预警预报,预报方式应以自动预报为主,以实现及时预警,最大程度地避免人员伤亡,减轻灾害损失。本文分析了中小河流洪水预报的特点与难点,提出了中小河流洪水预报的思路及实用预报模型与方法,开展了基于分布式水文模型的中小河流洪水预报技术在新安江上游屯溪流域预警预报中的应用研究,以期为当前所开展的全国中小河流洪水预警预报系统建设提供参考。研究表明:分布式水文模型是资料短缺地区中小河流洪水预报的有效方法,基于分布式水文模型的洪水预报技术能够满足中小河流洪水自动预警预报的生产需要。  相似文献   

川西坳陷新场气田水文地质地球化学特征及天然气运聚          下载免费PDF全文

周孝鑫  楼章华  朱蓉  朱宏权  黎华继  李飞 《地质科学》2015,50(1):330-339

新场气田是川西的主力产气区,发育深层上三叠统(须家河组二段、须家河组四段)和中浅层中、上侏罗统(上沙溪庙组、蓬莱镇组)含气层系,均不同程度地产出地层水,气水关系复杂,不同层位间气水存在一定的联系。纵向上,深层地层水埋深为3 000~5 500 m,随埋深增加矿化度、盐化系数逐渐增大,呈现高演化地层水特征;中浅层地层水埋深为500~2 200 m,沟通较频繁,水化学特征差异不大,均呈现低矿化度、低盐化系数和高碳酸氢根离子浓度特点;两者之间为地层水混合过渡带。平面上,中浅层上沙溪庙组地层水矿化度在断裂发育带附近出现高值,高值范围与深层须家河组地层水矿化度低值区基本相对应。这主要是由局部深层与中浅层地层水沿向下断至深层、向上断至中浅层的断层垂向沟通并发生混合作用导致的。中浅层断裂附近,沿断裂带上涌的深层地层水与中浅层原始沉积地层水发生混合作用,使得砂体富含高矿化度地层水,天然气则沿渗透性砂体侧向运移并在一定距离的圈闭内聚集成藏,这对研究区中浅层天然勘探具有指导意义。  相似文献   

Impacts of DEM resolution,source, and resampling technique on SWAT-simulated streamflow     

《Applied geography (Sevenoaks, England)》2015

The sensitivity of streamflow simulated with the Soil and Water Assessment Tool (SWAT) model to Digital Elevation Model (DEM) resolution, DEM source and DEM resampling technique is still poorly understood. The objective of this study is to compare SWAT model streamflow estimates in the Johor River Basin (JRB), Malaysia for DEMs differing in resolution (from 20 to 1500 m), sources (Shuttle Radar Topography Mission: SRTM v4.1, Advanced Space-borne Thermal Emission and Reflection Radiometer: ASTER GDEM2, EarthEnv-DEM90 and Global Multi-resolution Terrain Elevation Data 2010: GMTED2010) and resampling technique (nearest neighbour, bilinear interpolation, cubic convolution and majority). The key findings were as follows: (1) SRTM v4.1 (Root Mean Square Error (RMSE) = 11.16 m) and EarthEnv-DEM90 (RMSE = 12.4 m) had better vertical accuracy over the JRB compared to the ASTER GDEM2 (RMSE = 16.95 m); (2) Accurate annual streamflow simulations were obtained by using nearly all of the DEM resolutions, as pointed out by a relative error (RE) lower than 7% from 20 to 50 m and from 100 to 800 m DEMs; (3) Prediction errors were the lowest for ASTER GDEM2 (RE = 3.9%), followed by SRTM v4.1 (RE = 5.4%), EarthEnv-DEM90 (RE = 6.3%), and GMTED2010 (RE = 7.3%); (4) the majority and nearest neighbour resampling techniques performed the best (RE of 6.0%), followed by bilinear interpolation (RE of 7.2%) and cubic convolution (7.5%). The study indicates that DEM resolution is the most sensitive SWAT model DEM parameter compared to DEM source and DEM resampling technique for streamflow simulation within SWAT.  相似文献   

非稳态潜流交换过程研究进展          下载免费PDF全文

吴成城  张小琴  鲁程鹏  束龙仓  刘波 《水文地质工程地质》2022,49(5):157-165

潜流交换研究涉及地表水-地下水系统交互作用的物理机制、影响因素和生化作用等方面,是近年来水文学、生态学、环境学等学科的研究热点。潜流交换过程包含水流运动、溶质运移以及能量传输过程。以稳态流动条件作为控制因素的潜流交换研究成果已经不能满足相关学科发展的要求。因此,近年来非稳态潜流交换过程的研究及其成果渐受关注。当前相关研...  相似文献   

一种非量测相机近景影像外方位元素解算方法   总被引：2，自引：0，他引：2  

杨立君  刘轩  王嘉平 《测绘科学》2012,(1):17-19

本文提出了一种角椎体法和共线方程法联合解算非量测相机影像外方位元素的方法。工程应用证明该方法求解像片的外方位元素具有计算速度快、收敛性强、计算精度高等优点。  相似文献   

Role of reservoir regulation and groundwater feedback in a simulated ground-soil-vegetation continuum: A long-term regional scale analysis     

Jianhui Wei  Ningpeng Dong  Benjamin Fersch  Joël Arnault  Sven Wagner  Patrick Laux  Zhenyu Zhang  Qianya Yang  Chuanguo Yang  Shasha Shang  Lu Gao  Zhongbo Yu  Harald Kunstmann 《水文研究》2021,35(8):e14341

The regional terrestrial water cycle is strongly altered by human activities. Among them, reservoir regulation is a way to spatially and temporally allocate water resources in a basin for multi-purposes. However, it is still not sufficiently understood how reservoir regulation modifies the regional terrestrial- and subsequently, the atmospheric water cycle. To address this question, the representation of reservoir regulation into the terrestrial component of fully coupled regional Earth system models is required. In this study, an existing process-based reservoir network module is implemented into NOAH-HMS, that is, the terrestrial component of an atmospheric–hydrologic modelling system, namely, the WRF-HMS. It allows to quantitatively differentiate role of reservoir regulation and of groundwater feedback in a simulated ground-soil-vegetation continuum. Our study focuses on the Poyang Lake basin, where the largest freshwater lake of China and reservoirs of different sizes are located. As compared to streamflow observations, the newly extended NOAH-HMS slightly improves the streamflow and streamflow duration curves simulation for the Poyang Lake basin for the period 1979–1986. The inclusion of reservoir regulation leads to major changes in the simulated groundwater recharges and evaporation from reservoirs at local scale, but has minor effects on the simulated soil moisture and surface runoff at basin scale. The performed groundwater feedback sensitivity analysis shows that the strength of the groundwater feedback is not altered by the consideration of reservoir regulation. Furthermore, both reservoir regulation and groundwater feedback modify the partitioning of the simulated evapotranspiration, thus affecting the atmospheric water cycle in the Poyang Lake region. This finding motivates future research with our extended fully coupled atmospheric–hydrologic modelling system by the community.  相似文献