Sourcing CHIRPS precipitation data for streamflow forecasting using Intrinsic Time-scale Decomposition based Machine Learning models

Exploring a Long Short-Term Memory based Encoder-Decoder Framework for Multi-Step-Ahead Flood Forecasting

(2020) I-Feng Kao et al.   JOURNAL OF HYDROLOGY

Hourly River Flow Forecasting: Application of Emotional Neural Network Versus Multiple Machine Learning Paradigms

(2020) Zaher Mundher Yaseen et al.   WATER RESOURCES MANAGEMENT

A New Modeling Approach for Spatial Prediction of Flash Flood with Biogeography Optimized CHAID Tree Ensemble and Remote Sensing Data

(2020) Viet-Nghia Nguyen et al.   Remote Sensing

Physicochemical parameters data assimilation for efficient improvement of water quality index prediction: Comparative assessment of a noise suppression hybridization approach

(2020) Mohammad Rezaie-Balf et al.   JOURNAL OF CLEANER PRODUCTION

Neurocomputing in surface water hydrology and hydraulics: A review of two decades retrospective, current status and future prospects

(2020) Mohammad Zounemat-Kermani et al.   JOURNAL OF HYDROLOGY

Support vector regression optimized by meta-heuristic algorithms for daily streamflow prediction

(2020) Anurag Malik et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Daily Runoff Forecasting Using a Hybrid Model Based on Variational Mode Decomposition and Deep Neural Networks

(2019) Xinxin He et al.   WATER RESOURCES MANAGEMENT

An Ensemble Decomposition-Based Artificial Intelligence Approach for Daily Streamflow Prediction

(2019) Mohammad Rezaie-Balf et al.   Water

Enhancing streamflow forecasting using the augmenting ensemble procedure coupled machine learning models: case study of Aswan High Dam

(2019) Mohammad Rezaie-Balf et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Evaluating the Performance of CHIRPS Satellite Rainfall Data for Streamflow Forecasting

(2019) Bhuvanamitra Sulugodu et al.   WATER RESOURCES MANAGEMENT

Comparison of daily streamflow forecasts using extreme learning machines and the random forest method

(2019) Xue Li et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Hybrid forecasting model for non-stationary daily runoff series: A case study in the Han River Basin, China

(2019) Tuo Xie et al.   JOURNAL OF HYDROLOGY

Daily streamflow prediction using optimally pruned extreme learning machine

(2019) Rana Muhammad Adnan et al.   JOURNAL OF HYDROLOGY

Least square support vector machine and multivariate adaptive regression splines for streamflow prediction in mountainous basin using hydro-meteorological data as inputs

(2019) Rana Muhammad Adnan et al.   JOURNAL OF HYDROLOGY

Flash-flood hazard assessment using ensembles and Bayesian-based machine learning models: Application of the simulated annealing feature selection method

(2019) Farzaneh Sajedi Hosseini et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Ensemble data mining modeling in corrosion of concrete sewer: A comparative study of network-based (MLPNN & RBFNN) and tree-based (RF, CHAID, & CART) models

(2019) Mohammad Zounemat-Kermani et al.   ADVANCED ENGINEERING INFORMATICS

Improving artificial intelligence models accuracy for monthly streamflow forecasting using grey Wolf optimization (GWO) algorithm

(2019) Yazid Tikhamarine et al.   JOURNAL OF HYDROLOGY

Decision Tree-Based Data Mining and Rule Induction for Identifying High Quality Groundwater Zones to Water Supply Management: a Novel Hybrid Use of Data Mining and GIS

(2019) Mehrdad Jeihouni et al.   WATER RESOURCES MANAGEMENT

An improved gene expression programming model for streamflow forecasting in intermittent streams

(2018) Ali Danandeh Mehr   JOURNAL OF HYDROLOGY

Design and evaluation of SVR, MARS and M5Tree models for 1, 2 and 3-day lead time forecasting of river flow data in a semiarid mountainous catchment

(2018) Zhenliang Yin et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Complementary data-intelligence model for river flow simulation

(2018) Zaher Mundher Yaseen et al.   JOURNAL OF HYDROLOGY

An enhanced extreme learning machine model for river flow forecasting: State-of-the-art, practical applications in water resource engineering area and future research direction

(2018) Zaher Mundher Yaseen et al.   JOURNAL OF HYDROLOGY

Hybrid Wavelet Neural Network Approach for Daily Inflow Forecasting Using Tropical Rainfall Measuring Mission Data

(2018) Celso A. G. Santos et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Novel approach for streamflow forecasting using a hybrid ANFIS-FFA model

(2017) Zaher Mundher Yaseen et al.   JOURNAL OF HYDROLOGY

Google Earth Engine: Planetary-scale geospatial analysis for everyone

(2017) Noel Gorelick et al.   REMOTE SENSING OF ENVIRONMENT

Increasing the Accuracy of Runoff and Streamflow Simulation in the Nzoia Basin, Western Kenya, through the Incorporation of Satellite-Derived CHIRPS Data

(2017) Alyssa Le et al.   Water

A wavelet-based non-linear autoregressive with exogenous inputs (WNARX) dynamic neural network model for real-time flood forecasting using satellite-based rainfall products

(2016) Trushnamayee Nanda et al.   JOURNAL OF HYDROLOGY

Evaluation of precipitation input for SWAT modeling in Alpine catchment: A case study in the Adige river basin (Italy)

(2016) Ye Tuo et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A random forest guided tour

(2016) Gérard Biau et al.   TEST

A random forest guided tour

(2016) Gérard Biau et al.   TEST

PERSIANN-CDR: Daily Precipitation Climate Data Record from Multisatellite Observations for Hydrological and Climate Studies

(2015) Hamed Ashouri et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Artificial intelligence based models for stream-flow forecasting: 2000–2015

(2015) Zaher Mundher Yaseen et al.   JOURNAL OF HYDROLOGY

Improving Forecasting Accuracy of Annual Runoff Time Series Using ARIMA Based on EEMD Decomposition

(2015) Wen-chuan Wang et al.   WATER RESOURCES MANAGEMENT

The climate hazards infrared precipitation with stations—a new environmental record for monitoring extremes

(2015) Chris Funk et al.   Scientific Data

Applications of hybrid wavelet–Artificial Intelligence models in hydrology: A review

(2014) Vahid Nourani et al.   JOURNAL OF HYDROLOGY

Monthly streamflow prediction using modified EMD-based support vector machine

(2014) Shengzhi Huang et al.   JOURNAL OF HYDROLOGY

A Four-Stage Hybrid Model for Hydrological Time Series Forecasting

(2014) Chongli Di et al.   PLoS One

The Global Precipitation Measurement Mission

(2013) Arthur Y. Hou et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

A comparative study of artificial neural network, adaptive neuro fuzzy inference system and support vector machine for forecasting river flow in the semiarid mountain region

(2013) Zhibin He et al.   JOURNAL OF HYDROLOGY

Streamflow forecasting using least-squares support vector machines

(2012) Ani Shabri et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

A new wavelet–bootstrap–ANN hybrid model for daily discharge forecasting

(2011) Mukesh K. Tiwari et al.   JOURNAL OF HYDROINFORMATICS

Development of a coupled wavelet transform and neural network method for flow forecasting of non-perennial rivers in semi-arid watersheds

(2010) Jan Adamowski et al.   JOURNAL OF HYDROLOGY

Ensemble flood forecasting: A review

(2009) H.L. Cloke et al.   JOURNAL OF HYDROLOGY

A Kalman Filter Approach to the Global Satellite Mapping of Precipitation (GSMaP) from Combined Passive Microwave and Infrared Radiometric Data

(2009) Tomoo USHIO et al.   JOURNAL OF THE METEOROLOGICAL SOCIETY OF JAPAN

Stream flow forecasting using neuro-wavelet technique

(2008) Özgür Kişi   HYDROLOGICAL PROCESSES