Application of Nonlinear Time Series and Machine Learning Algorithms for Forecasting Groundwater Flooding in a Lowland Karst Area
Published 2022 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Application of Nonlinear Time Series and Machine Learning Algorithms for Forecasting Groundwater Flooding in a Lowland Karst Area
Authors
Keywords
-
Journal
WATER RESOURCES RESEARCH
Volume 58, Issue 2, Pages -
Publisher
American Geophysical Union (AGU)
Online
2022-01-19
DOI
10.1029/2021wr029576
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- A comparison of machine learning models for the mapping of groundwater spring potential
- (2020) A’kif Al-Fugara et al. Environmental Earth Sciences
- Understanding flooding in poljes: a modelling perspective
- (2019) Cyril Mayaud et al. JOURNAL OF HYDROLOGY
- Changing climate both increases and decreases European river floods
- (2019) Günter Blöschl et al. NATURE
- Modelling groundwater flooding in a lowland karst catchment
- (2019) Patrick Jerome Morrissey et al. JOURNAL OF HYDROLOGY
- Use of trace and rare earth elements to quantify autogenic and allogenic inputs within a lowland karst network
- (2018) Laurence W. Gill et al. APPLIED GEOCHEMISTRY
- Forecasting groundwater levels using nonlinear autoregressive networks with exogenous input (NARX)
- (2018) Andreas Wunsch et al. JOURNAL OF HYDROLOGY
- A 250-year drought catalogue for the island of Ireland (1765-2015)
- (2017) S. Noone et al. INTERNATIONAL JOURNAL OF CLIMATOLOGY
- The Use of NARX Neural Networks to Forecast Daily Groundwater Levels
- (2017) Sandra M. Guzman et al. WATER RESOURCES MANAGEMENT
- Application of Support Vector Machine, Random Forest, and Genetic Algorithm Optimized Random Forest Models in Groundwater Potential Mapping
- (2017) Seyed Amir Naghibi et al. WATER RESOURCES MANAGEMENT
- Can one identify karst conduit networks geometry and properties from hydraulic and tracer test data?
- (2016) Andrea Borghi et al. ADVANCES IN WATER RESOURCES
- Simultaneous hydrological prediction at multiple gauging stations using the NARX network for Kemaman catchment, Terengganu, Malaysia
- (2016) Wei-Koon Lee et al. HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES
- Groundwater flood risk mapping and management: examples from a lowland karst catchment in Ireland
- (2015) O. Naughton et al. Journal of Flood Risk Management
- Modeling spatially and temporally varied hydraulic behavior of a folded karst system with dominant conduit drainage at catchment scale, Hochifen–Gottesacker, Alps
- (2014) Zhao Chen et al. JOURNAL OF HYDROLOGY
- Real-time multi-step-ahead water level forecasting by recurrent neural networks for urban flood control
- (2014) Fi-John Chang et al. JOURNAL OF HYDROLOGY
- Karst water resources in a changing world: Review of hydrological modeling approaches
- (2014) A. Hartmann et al. REVIEWS OF GEOPHYSICS
- Characterisation of hydrogeological connections in a lowland karst network using time series analysis of water levels in ephemeral groundwater-fed lakes (turloughs)
- (2013) L.W. Gill et al. JOURNAL OF HYDROLOGY
- Formulation of a mathematical approach to regional frequency analysis
- (2013) Bidroha Basu et al. WATER RESOURCES RESEARCH
- Modeling a network of turloughs in lowland karst
- (2013) L. W. Gill et al. WATER RESOURCES RESEARCH
- Studying the Flow Dynamics of a Karst Aquifer System with an Equivalent Porous Medium Model
- (2012) Muath Abusaada et al. Groundwater
- Adaptation, phenology and disturbance of macroinvertebrates in temporary water bodies
- (2012) Gwendolin Porst et al. HYDROBIOLOGIA
- Review: Groundwater flow and transport modeling of karst aquifers, with particular reference to the North Coast Limestone aquifer system of Puerto Rico
- (2012) Reza Ghasemizadeh et al. HYDROGEOLOGY JOURNAL
- Groundwater flooding in Irish karst: The hydrological characterisation of ephemeral lakes (turloughs)
- (2012) O. Naughton et al. JOURNAL OF HYDROLOGY
- Flood risk from groundwater: examples from a Chalk catchment in southern England
- (2011) A.G. Hughes et al. Journal of Flood Risk Management
- Extreme hydrological events in karst areas of Slovenia, the case of the Unica River basin
- (2010) Gregor Kovacic et al. GEODINAMICA ACTA
- Groundwater flood risk management: advances towards meeting the requirements of the EU floods directive
- (2009) D. Cobby et al. Journal of Flood Risk Management
- Estimating parameters of groundwater recharge model in frequency domain: Karst springs Jadro and Žrnovnica
- (2008) Damir Jukić et al. HYDROLOGICAL PROCESSES
- Hydrogeology of lowland karst in Ireland
- (2008) D.P. Drew QUARTERLY JOURNAL OF ENGINEERING GEOLOGY AND HYDROGEOLOGY
- Simulation of spring flows from a karst aquifer with an artificial neural network
- (2007) Caihong Hu et al. HYDROLOGICAL PROCESSES
- Time series analyses for Karst/River interactions assessment: Case of the Coulazou river (southern France)
- (2007) V. Bailly-Comte et al. JOURNAL OF HYDROLOGY
Discover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversationPublish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn More