Martin Gauch - Publications, H-index & Citations

Martin Gauch

google research

20H指数

137论文数

2.4K被引数

收录论文 13

发表时间

Assessing global flood risk from atmospheric rivers through physically guided machine learning 通过物理引导的机器学习评估大气河流引发的全局洪水风险

Scientific Reports

IF3.9

2026-08-18

OAAI

Assaf Shmuel; Oleg Zlydenko; Martin Gauch; Colin Price

How to deal w___ missing input data

HYDROLOGY AND EARTH SYSTEM SCIENCES

IF5.8

2025-11-13

OAAI

Gauch, Martin; Kratzert, Frederik; Klotz, Daniel; Nearing, Grey; Cohen, Deborah; Gilon, Oren

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

HYDROLOGY AND EARTH SYSTEM SCIENCES

IF5.8

2025-03-26

OAAI

Acuna Espinoza, Eduardo; Kratzert, Frederik; Klotz, Daniel; Gauch, Martin; alvarez Chaves, Manuel; Loritz, Ralf; Ehret, Uwe

Analyzing the generalization capabilities of a hybrid hydrological model for extrapolation to extreme events

HYDROLOGY AND EARTH SYSTEM SCIENCES

IF5.8

2025-03-11

OAAI

Espinoza, Eduardo Acuna; Loritz, Ralf; Kratzert, Frederik; Klotz, Daniel; Gauch, Martin; Chaves, Manuel Alvarez; Ehret, Uwe

A data-centric perspective on the information needed for hydrological uncertainty predictions

HYDROLOGY AND EARTH SYSTEM SCIENCES

IF5.8

2024-09-12

OAAI

Auer, Andreas; Gauch, Martin; Kratzert, Frederik; Nearing, Grey; Hochreiter, Sepp; Klotz, Daniel

HESS Opinions: Never train a Long Short-Term Memory (LSTM) network on a single basin

HYDROLOGY AND EARTH SYSTEM SCIENCES

IF5.8

2024-09-12

OAAI

Kratzert, Frederik; Gauch, Martin; Klotz, Daniel; Nearing, Grey

Technical Note: The divide and measure nonconformity - how metrics can mislead when we evaluate on different data partitions 技术说明: 划分和衡量不合格-当我们评估不同的数据分区时，指标如何误导

HYDROLOGY AND EARTH SYSTEM SCIENCES

IF5.8

2024-08-13

OAAI

Klotz, Daniel; Gauch, Martin; Kratzert, Frederik; Nearing, Grey; Zscheischler, Jakob

Technical note: Data assimilation and autoregression for using near-real-time streamflow observations in long short-term memory networks

HYDROLOGY AND EARTH SYSTEM SCIENCES

IF5.8

2022-11-04

OAAI

Nearing, Grey S.; Klotz, Daniel; Frame, Jonathan M.; Gauch, Martin; Gilon, Oren; Kratzert, Frederik; Sampson, Alden Keefe; Shalev, Guy; Nevo, Sella

The Great Lakes Runoff Intercomparison Project Phase 4: the Great Lakes (GRIP-GL)

HYDROLOGY AND EARTH SYSTEM SCIENCES

IF5.8

2022-07-08

OAAI

Mai, Juliane; Shen, Hongren; Tolson, Bryan A.; Gaborit, Etienne; Arsenault, Richard; Craig, James R.; Fortin, Vincent; Fry, Lauren M.; Gauch, Martin; Klotz, Daniel; Kratzert, Frederik; O'Brien, Nicole; Princz, Daniel G.; Koya, Sinan Rasiya; Roy, Tirthankar; Seglenieks, Frank; Shrestha, Narayan K.; Temgoua, Andre G. T.; Vionnet, Vincent; Waddell, Jonathan W.

Deep learning rainfall-runoff predictions of extreme events

HYDROLOGY AND EARTH SYSTEM SCIENCES

IF5.8

2022-07-05

118

OAAI

Frame, Jonathan M.; Kratzert, Frederik; Klotz, Daniel; Gauch, Martin; Shalev, Guy; Gilon, Oren; Qualls, Logan M.; Gupta, Hoshin, V; Nearing, Grey S.

Hydrological concept formation inside long short-term memory (LSTM) networks

HYDROLOGY AND EARTH SYSTEM SCIENCES

IF5.8

2022-06-20

OAAI

Lees, Thomas; Reece, Steven; Kratzert, Frederik; Klotz, Daniel; Gauch, Martin; De Bruijn, Jens; Kumar Sahu, Reetik; Greve, Peter; Slater, Louise; Dadson, Simon J.

Uncertainty estimation with deep learning for rainfall-runoff modeling

HYDROLOGY AND EARTH SYSTEM SCIENCES

IF5.8

2022-03-31

OAAI

Klotz, Daniel; Kratzert, Frederik; Gauch, Martin; Sampson, Alden Keefe; Brandstetter, Johannes; Klambauer, Gunter; Hochreiter, Sepp; Nearing, Grey

Rainfall-runoff prediction at multiple timescales with a single Long Short-Term Memory network

HYDROLOGY AND EARTH SYSTEM SCIENCES

IF5.8

2021-04-19

166

OAAI

Gauch, Martin; Kratzert, Frederik; Klotz, Daniel; Nearing, Grey; Lin, Jimmy; Hochreiter, Sepp

研究方向