Search Results - "Broda, Stefan"

Deep learning shows declining groundwater levels in Germany until 2100 due to climate change by Wunsch, Andreas, Liesch, Tanja, Broda, Stefan

“…In this study we investigate how climate change will directly influence the groundwater resources in Germany during the 21 st century. We apply a machine…”
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Multiorder hydrologic Position for Europe — a Set of Features for Machine Learning and Analysis in Hydrology by Nölscher, Maximilian, Mutz, Michael, Broda, Stefan

“…The presented dataset EU-MOHP v013.1.1 provides multiscale information on the hydrologic position (MOHP) of a geographic point within its respective river…”
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Forecasting groundwater levels using nonlinear autoregressive networks with exogenous input (NARX) by Wunsch, Andreas, Liesch, Tanja, Broda, Stefan

“…•NARX were applied to obtain groundwater level forecasts with lead times up to half a year.•Porous, fractured and karst aquifers with and without external…”
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Groundwater level forecasting with artificial neural networks: a comparison of long short-term memory (LSTM), convolutional neural networks (CNNs), and non-linear autoregressive networks with exogenous input (NARX) by Wunsch, Andreas, Liesch, Tanja, Broda, Stefan

“…It is now well established to use shallow artificial neural networks (ANNs) to obtain accurate and reliable groundwater level forecasts, which are an important…”
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Global distribution of carbonate rocks and karst water resources by Goldscheider, Nico, Chen, Zhao, Auler, Augusto S., Bakalowicz, Michel, Broda, Stefan, Drew, David, Hartmann, Jens, Jiang, Guanghui, Moosdorf, Nils, Stevanovic, Zoran, Veni, George

“…Karst regions offer a variety of natural resources such as freshwater and biodiversity, and many cultural resources. The World Karst Aquifer Map (WOKAM) is the…”
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Feature-based Groundwater Hydrograph Clustering Using Unsupervised Self-Organizing Map-Ensembles by Wunsch, Andreas, Liesch, Tanja, Broda, Stefan

“…Hydrograph clustering helps to identify dynamic patterns within aquifers systems, an important foundation of characterizing groundwater systems and their…”
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Groundwater level forecasting with artificial neural networks: a comparison of long short-term memory by Wunsch, Andreas, Liesch, Tanja, Broda, Stefan

“…It is now well established to use shallow artificial neural networks (ANNs) to obtain accurate and reliable groundwater level forecasts, which are an important…”
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Groundwater-surface water interactions in Canada by Larocque, Marie, Broda, Stefan

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Analysing agricultural plant protection product concentrations in groundwater in Germany: Nationwide database with site and compound insights by Cooke, Anne-Karin, Willkommen, Sandra, Broda, Stefan

“…Pesticides from agricultural practices are among the most pressing reasons why groundwater sources do not reach the good chemical status standards as required…”
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On the challenges of global entity-aware deep learning models for groundwater level prediction by Heudorfer, Benedikt, Liesch, Tanja, Broda, Stefan

“…The application of machine learning (ML) including deep learning models in hydrogeology to model and predict groundwater level in monitoring wells has gained…”
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Assessing groundwater level modelling using a 1-D convolutional neural network (CNN): linking model performances to geospatial and time series features by Gomez, Mariana, Nölscher, Maximilian, Hartmann, Andreas, Broda, Stefan

“…Groundwater level (GWL) forecasting with machine learning has been widely studied due to its generally accurate results and low input data requirements…”
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Short-term forecasting of groundwater levels under conditions of mine-tailings recharge using wavelet ensemble neural network models by Khalil, Bahaa, Broda, Stefan, Adamowski, Jan, Ozga-Zielinski, Bogdan, Donohoe, Amanda

“…Several groundwater-level forecasting studies have shown that data-driven models are simpler, faster to develop, and provide more accurate and precise results…”
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Fiber Optic Measurements of Soil Moisture in a Waste Rock Pile by Wu, Robert, Martin, Vincent, McKenzie, Jeffrey M., Broda, Stefan, Bussière, Bruno, Selker, John, Aubertin, Michel

“…The design and construction of a waste rock pile influences water infiltration and may promote the production of contaminated mine drainage. The objective of…”
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Laboratory-scale assessment of a capillary barrier using fibre optic distributed temperature sensing (FO-DTS) by Wu, Robert, Martin, Vincent, McKenzie, Jeffrey, Broda, Stefan, Bussière, Bruno, Aubertin, Michel, Kurylyk, Barret L

“…Recent waste rock pile designs have been proposed to incorporate a fine-grained layer to create a capillary barrier to prevent surface water from draining into…”
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Three-dimensional hydrogeological modeling to assess the elevated-water-table technique for controlling acid generation from an abandoned tailings site in Quebec, Canada by Ethier, Marie-Pier, Bussière, Bruno, Broda, Stefan, Aubertin, Michel

“…The Manitou Mine sulphidic-tailings storage facility No. 2, near Val D’Or, Canada, was reclaimed in 2009 by elevating the water table and applying a monolayer…”
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Simulation of Distributed Base Flow Contributions to Streamflow Using a Hillslope-Based Catchment Model Coupled to a Regional-Scale Groundwater Model by Broda, Stefan, Larocque, Marie, Paniconi, Claudio

“…AbstractThe estimation of base flow contributions to streamflow, and in particular the partitioning of base flow into shallow and deep aquifer components, is a…”
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Analyzing variation of the water table level with three-dimensional numerical simulations to assess reclamation techniques for an acidic tailings impoundment by Broda, Stefan, Éthier, Marie-Pier, Blessent, Daniela, Aubertin, Michel, Maqsoud, Abdelkabir, Bussière, Bruno

“…Tailings with sulphide minerals exposed to oxygen and water can oxidize and produce acid mine drainage (AMD). This study evaluated the impact of natural…”
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Carbonate rocks and karst water resources in the Mediterranean region by Xanke, Julian, Goldscheider, Nico, Bakalowicz, Michel, Barberá, Juan Antonio, Broda, Stefan, Chen, Zhao, Ghanmi, Mohamed, Günther, Andreas, Hartmann, Andreas, Jourde, Hervé, Liesch, Tanja, Mudarra, Matías, Petitta, Marco, Ravbar, Nataša, Stevanović, Zoran

“…Carbonate rocks in the Mediterranean region form karst landscapes with a variety of morphological and hydrological features, and are of particular interest…”
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In situ evaluation of performance of reclamation measures implemented on abandoned reactive tailings disposal site by Ethier, Marie-Pier, Bussière, Bruno, Aubertin, Michel, Maqsoud, Abdelkabir, Demers, Isabelle, Broda, Stefan

“…The abandoned Manitou mine site produced acid mine drainage for decades. One of the site’s tailings storage facilities (TSF 2) was reclaimed in 2009 using an…”
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Advanced Deep Learning Architectures for Accurate Detection of Subsurface Tile Drainage Pipes from Remote Sensing Images by Breitkopf, Tom-Lukas, Hackel, Leonard W, Ravanbakhsh, Mahdyar, Cooke, Anne-Karin, Willkommen, Sandra, Broda, Stefan, Demir, Begüm

“…Subsurface tile drainage pipes provide agronomic, economic and environmental benefits. By lowering the water table of wet soils, they improve the aeration of…”
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