Monthly streamflow forecasting by machine learning methods using dynamic weather prediction model outputs over Iran

Deep Learning Approach with LSTM for Daily Streamflow Prediction in a Semi-Arid Area: A Case Study of Oum Er-Rbia River Basin, Morocco

(2023) Karima Nifa et al.   Water

Short-Term Daily Univariate Streamflow Forecasting Using Deep Learning Models

(2022) Eyob Betru Wegayehu et al.   Advances in Meteorology

Climate of Iran according to Köppen-Geiger, Feddema, and UNEP climate classifications

(2022) Tayeb Raziei   THEORETICAL AND APPLIED CLIMATOLOGY

Performance of State‐of‐the‐Art C3S European Seasonal Climate Forecast Models for Mean and Extreme Precipitation Over Africa

(2022) S. H. Gebrechorkos et al.   WATER RESOURCES RESEARCH

Short-range reservoir inflow forecasting using hydrological and large-scale atmospheric circulation information

(2022) Rajesh Maddu et al.   JOURNAL OF HYDROLOGY

Machine Learning-Based Rainfall Forecasting with Multiple Non-Linear Feature Selection Algorithms

(2022) Prabal Das et al.   WATER RESOURCES MANAGEMENT

Daily Streamflow Forecasting in Mountainous Catchment Using XGBoost, LightGBM and CatBoost

(2022) Robert Szczepanek   Hydrology

Skill Assessment of Copernicus Climate Change Service Seasonal Ensemble Precipitation Forecasts over Iran

(2021) Masoud Nobakht et al.   ADVANCES IN ATMOSPHERIC SCIENCES

Fusing stacked autoencoder and long short-term memory for regional multistep-ahead flood inundation forecasts

(2021) I-Feng Kao et al.   JOURNAL OF HYDROLOGY

Artificial intelligence modelling integrated with Singular Spectral analysis and Seasonal-Trend decomposition using Loess approaches for streamflow predictions

(2021) Halit Apaydin et al.   JOURNAL OF HYDROLOGY

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

Super ensemble learning for daily streamflow forecasting: large-scale demonstration and comparison with multiple machine learning algorithms

(2020) Hristos Tyralis et al.   NEURAL COMPUTING & APPLICATIONS

Annual and Monthly Dam Inflow Prediction Using Bayesian Networks

(2020) Parisa Noorbeh et al.   WATER RESOURCES MANAGEMENT

Temporal networks based approach for non‐stationary hydroclimatic modelling and its demonstration with streamflow prediction

(2020) Riya Dutta et al.   WATER RESOURCES RESEARCH

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

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

Bias adjustment and ensemble recalibration methods for seasonal forecasting: a comprehensive intercomparison using the C3S dataset

(2019) R. Manzanas et al.   CLIMATE DYNAMICS

An evaluation of ECMWF SEAS5 seasonal climate forecasts for Australia using a new forecast calibration algorithm

(2019) Q.J. Wang et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Evaluation of TIGGE Ensemble Forecasts of Precipitation in Distinct Climate Regions in Iran

(2018) Saleh Aminyavari et al.   ADVANCES IN ATMOSPHERIC SCIENCES

Deterministic and probabilistic evaluation of raw and post processed sub-seasonal to seasonal precipitation forecasts in different precipitation regimes

(2018) Roya Kolachian et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Annual Runoff is Highly Linked to Precipitation Extremes in Karst Catchments of Southwest China

(2017) Zhenwei Li et al.   JOURNAL OF HYDROMETEOROLOGY

A data-driven SVR model for long-term runoff prediction and uncertainty analysis based on the Bayesian framework

(2017) Zhongmin Liang et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Leak Prediction Model for Water Distribution Networks Created Using a Bayesian Network Learning Approach

(2016) Sou-Sen Leu et al.   WATER RESOURCES MANAGEMENT

Hydrologic and Water Quality Models: Performance Measures and Evaluation Criteria

(2015)   Transactions of the ASABE

Efficiency enhancement of a process-based rainfall–runoff model using a new modified AdaBoost.RT technique

(2014) Shuang Liu et al.   APPLIED SOFT COMPUTING

Global assimilation of air temperature, humidity, wind and pressure from surface stations

(2014) Bruce Ingleby   QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY

PEARP, the Météo-France short-range ensemble prediction system

(2014) L. Descamps et al.   QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY

Global Seasonal forecast system version 5 (GloSea5): a high-resolution seasonal forecast system

(2014) C. MacLachlan et al.   QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY

A hybrid SVM-PSO model for forecasting monthly streamflow

(2013) Ch. Sudheer et al.   NEURAL COMPUTING & APPLICATIONS

Runoff conditions in the upper Danube basin under an ensemble of climate change scenarios

(2012) Harald Kling et al.   JOURNAL OF HYDROLOGY

Experimental 4D-Var Assimilation of SYNOP Rain Gauge Data at ECMWF

(2012) Philippe Lopez   MONTHLY WEATHER REVIEW

Probabilistic rainfall thresholds for flood forecasting: evaluating different methodologies for modelling rainfall spatial correlation (or dependence)

(2011) Saeed Golian et al.   HYDROLOGICAL PROCESSES

Derivation of Probabilistic Thresholds of Spatially Distributed Rainfall for Flood Forecasting

(2010) Saeed Golian et al.   WATER RESOURCES MANAGEMENT

Estimating classification error rate: Repeated cross-validation, repeated hold-out and bootstrap

(2009) Ji-Hyun Kim   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling

(2009) Hoshin V. Gupta et al.   JOURNAL OF HYDROLOGY