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R

Ralf Loritz

karlsruhe institute of technology

14H指数
130论文数
716被引数
收录论文 26
发表时间
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Scaling and Uncertainty in Soil Moisture Modelling: A Probabilistic Deep Learning Perspective土壤湿度建模中的尺度与不确定性：基于概率深度学习的视角
errHydrological Processes
IF2.9
err2026-09-18
err0
errOAAI
errBalazs Bischof; Erwin Zehe; Ralf Loritz
err分享
err收藏
CAMELS-DE-1h: hourly hydro-meteorological time series; weather forecasts; and attributes for 1611 catchments in GermanyCAMELS-DE-1h：德国1611个流域的小时水文气象时间序列、天气预报及属性
errEarth System Science Data Discussions
IF0
err2026-06-30
err0
errOAAI
errnull; Alexander Dolich; Eduardo Acuña Espinoza; Uwe Ehret; Michael Kraft; Jan Bondy; Johannes Meuer; Ralf Loritz
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err收藏
Flood Risk Management Using Representative Hillslopes: Insights From a Historical Flood in Southwest Germany利用代表性坡面进行洪水风险管理：来自德国西南部历史洪水的启示
errHydrological Processes
IF2.9
err2026-05-04
err0
errOAAI
errManoj, J. Ashish; Villinger, Franziska; Wienhofer, Jan; Loritz, Ralf; Zehe, Erwin
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err收藏
Can discharge be used to inversely correct precipitation?
errHYDROLOGY AND EARTH SYSTEM SCIENCES
IF5.8
err2025-11-11
err0
errOAAI
errManoj, J. Ashish; Loritz, Ralf; Gupta, Hoshin; Zehe, Erwin
err分享
err收藏
Unveiling the limits of deep learning models in hydrological extrapolation tasksBaste, S.; Klotz, D.; Acuña Espinoza, E.; Bardossy, A.; Loritz, R. 揭示深度学习模型在水文外推任务中的局限。Hydrol. Earth Syst. Sci. 2025, 29, 5871–5891. [Google Scholar] [CrossRef]
errHYDROLOGY AND EARTH SYSTEM SCIENCES
IF5.8
err2025-11-03
err3
errOAAI
errBaste, Sanika; Klotz, Daniel; Espinoza, Eduardo Acuna; Bardossy, Andras; Loritz, Ralf
err分享
err收藏
Exploring soil moisture dynamics and variability across scales and geological settings using gaussian mixture-long short-term memory networks利用高斯混合-长短期记忆网络探索不同尺度和地质背景下的土壤湿度动态与变异性
errJournal of Hydrology
IF6.3
err2025-10-08
err0
errOAAI
errBalazs Bischof; Daniel Klotz; Hoshin V. Gupta; Erwin Zehe; Ralf Loritz
err分享
err收藏
How well do process-based and data-driven hydrological models learn from limited discharge data?
errHYDROLOGY AND EARTH SYSTEM SCIENCES
IF5.8
err2025-10-08
err0
errOAAI
errStaudinger, Maria; Herzog, Anna; Loritz, Ralf; Houska, Tobias; Pool, Sandra; Spieler, Diana; Wagner, Paul D.; Mai, Juliane; Kiesel, Jens; Thober, Stephan; Guse, Bjorn; Ehret, Uwe
err分享
err收藏
Microscale Heterogeneity in Fluid Distribution Patterns During Drainage of a Homogeneous Sand: Neutron Imaging Visualization and Model Limitations均质砂排水过程中流体分布模式的微尺度异质性：中子成像可视化和模型局限性
errWater Resources Research
IF5
err2025-09-24
err0
errOAAI
errAlexander Sternagel; Ashish Dinesh Rajyaguru; Luca Trevisan; Ralf Loritz; Pavel Trtik; Anders Kaestner; Brian Berkowitz; Erwin Zehe
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The Unexploited Treasures of Hydrological Observations Beyond Streamflow for Catchment Modeling流域模型中除径流外的未开发水文观测宝藏
errWILEY INTERDISCIPLINARY REVIEWS-WATER
IF5.8
err2025-04-22
err0
errOAAI
errPaul D. Wagner; Doris Duethmann; Jens Kiesel; Sandra Pool; Markus Hrachowitz; Serena Ceola; Anna Herzog; Tobias Houska; Ralf Loritz; Diana Spieler; Maria Staudinger; Larisa Tarasova; Stephan Thober; Nicola Fohrer; Doerthe Tetzlaff; Thorsten Wagener; Björn Guse
err分享
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Technical note: An approach for handling multiple temporal frequencies with different input dimensions using a single LSTM cell技术说明：使用单个LSTM单元处理不同输入维度下多种时间频率的一种方法
errHYDROLOGY AND EARTH SYSTEM SCIENCES
IF5.8
err2025-03-26
err0
errOAAI
errAcuna Espinoza, Eduardo; Kratzert, Frederik; Klotz, Daniel; Gauch, Martin; alvarez Chaves, Manuel; Loritz, Ralf; Ehret, Uwe
err分享
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Analyzing the generalization capabilities of a hybrid hydrological model for extrapolation to extreme events
errHYDROLOGY AND EARTH SYSTEM SCIENCES
IF5.8
err2025-03-11
err0
errOAAI
errEspinoza, Eduardo Acuna; Loritz, Ralf; Kratzert, Frederik; Klotz, Daniel; Gauch, Martin; Chaves, Manuel Alvarez; Ehret, Uwe
err分享
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CAMELS-DE: hydro-meteorological time series and attributes for 1582 catchments in Germany
errEARTH SYSTEM SCIENCE DATA
IF11.6
err2024-12-09
err0
errOAAI
errLoritz, Ralf; Dolich, Alexander; Espinoza, Eduardo Acuna; Ebeling, Pia; Guse, Bjorn; Gotte, Jonas; Hassler, Sibylle K.; Hauffe, Corina; Heidbuechel, Ingo; Kiesel, Jens; Maelicke, Mirko; Mueller-Thomy, Hannes; Stoelzle, Michael; Tarasova, Larisa
err分享
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To bucket or not to bucket? Analyzing the performance and interpretability of hybrid hydrological models with dynamic parameterization
errHYDROLOGY AND EARTH SYSTEM SCIENCES
IF5.8
err2024-06-27
err9
errOAAI
errEspinoza, Eduardo Acuna; Loritz, Ralf; Chaves, Manuel Alvarez; Baeuerle, Nicole; Ehret, Uwe
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Understanding the hydrological response of a headwater-dominated catchment by analysis of distributed surface-subsurface interactions
errSCIENTIFIC REPORTS
IF3.9
err2023-03-22
err4
errOAAI
errOzgen-Xian, Ilhan; Molins, Sergi; Johnson, Rachel M.; Xu, Zexuan; Dwivedi, Dipankar; Loritz, Ralf; Mital, Utkarsh; Ulrich, Craig; Yan, Qina; Steefel, Carl I.
err分享
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Leveraging sap flow data in a catchment-scale hybrid model to improve soil moisture and transpiration estimates
errHYDROLOGY AND EARTH SYSTEM SCIENCES
IF5.8
err2022-09-28
err8
errOAAI
errLoritz, Ralf; Bassiouni, Maoya; Hildebrandt, Anke; Hassler, Sibylle K.; Zehe, Erwin
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Stepping beyond perfectly mixed conditions in soil hydrological modelling using a Lagrangian approach
errHYDROLOGY AND EARTH SYSTEM SCIENCES
IF5.8
err2022-03-25
err1
errOAAI
errSternagel, Alexander; Loritz, Ralf; Berkowitz, Brian; Zehe, Erwin
err分享
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Preferential pathways for fluid and solutes in heterogeneous groundwater systems: self-organization, entropy, work
errHYDROLOGY AND EARTH SYSTEM SCIENCES
IF5.8
err2021-10-05
err16
errOAAI
errZehe, Erwin; Loritz, Ralf; Edery, Yaniv; Berkowitz, Brian
err分享
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Simulation of reactive solute transport in the critical zone: a Lagrangian model for transient flow and preferential transport
errHYDROLOGY AND EARTH SYSTEM SCIENCES
IF5.8
err2021-03-25
err6
errOAAI
errSternagel, Alexander; Loritz, Ralf; Klaus, Julian; Berkowitz, Brian; Zehe, Erwin
err分享
err收藏
The role and value of distributed precipitation data in hydrological models
errHYDROLOGY AND EARTH SYSTEM SCIENCES
IF5.8
err2021-01-07
err20
errOAAI
errLoritz, Ralf; Hrachowitz, Markus; Neuper, Malte; Zehe, Erwin
err分享
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Histogram via entropy reduction (HER): an information-theoretic alternative for geostatistics
errHYDROLOGY AND EARTH SYSTEM SCIENCES
IF5.8
err2020-09-17
err7
errOAAI
errThiesen, Stephanie; Vieira, Diego M.; Malicke, Mirko; Loritz, Ralf; Wellmann, J. Florian; Ehret, Uwe
err分享
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研究方向

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B
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H 指数: 69 · 论文数: 467
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