Modeling and predicting rainfall time series using seasonal-trend decomposition and machine learning

Flood risk assessment using deep learning integrated with multi-criteria decision analysis

(2021) Binh Thai Pham et al.   KNOWLEDGE-BASED SYSTEMS

Rainfall prediction using optimally pruned extreme learning machines

(2021) Huajin Li et al.   Natural Hazards

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

Robust Meteorological Drought Prediction Using Antecedent SST Fluctuations and Machine Learning

(2021) Jun Li et al.   WATER RESOURCES RESEARCH

Examining the Applicability of Wavelet Packet Decomposition on Different Forecasting Models in Annual Rainfall Prediction

(2021) Hua Wang et al.   Water

A comparative study of extensive machine learning models for predicting long‐term monthly rainfall with an ensemble of climatic and meteorological predictors

(2021) Zhengzheng Zhou et al.   HYDROLOGICAL PROCESSES

A novel grey prediction model for seasonal time series

(2021) Weijie Zhou et al.   KNOWLEDGE-BASED SYSTEMS

Skilful precipitation nowcasting using deep generative models of radar

(2021) Suman Ravuri et al.   NATURE

Complete ensemble empirical mode decomposition hybridized with random forest and kernel ridge regression model for monthly rainfall forecasts

(2020) Mumtaz Ali et al.   JOURNAL OF HYDROLOGY

Short-Term Traffic Speed Prediction Method for Urban Road Sections Based on Wavelet Transform and Gated Recurrent Unit

(2020) Xin Fu et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Real‐time flood forecasting based on a high‐performance 2D hydrodynamic model and numerical weather predictions

(2020) Xiaodong Ming et al.   WATER RESOURCES RESEARCH

Data-driven estimation of building energy consumption with multi-source heterogeneous data

(2020) Yue Pan et al.   APPLIED ENERGY

Development of advanced artificial intelligence models for daily rainfall prediction

(2020) Binh Thai Pham et al.   ATMOSPHERIC RESEARCH

A novel displacement prediction method using gated recurrent unit model with time series analysis in the Erdaohe landslide

(2020) Yong-gang Zhang et al.   Natural Hazards

Hybrid artificial neural network and cooperation search algorithm for nonlinear river flow time series forecasting in humid and semi-humid regions

(2020) Zhong-kai Feng et al.   KNOWLEDGE-BASED SYSTEMS

Novel Hybrid Data-Intelligence Model for Forecasting Monthly Rainfall with Uncertainty Analysis

(2019) Zaher Yaseen et al.   Water

LightGBM-PPI: Predicting protein-protein interactions through LightGBM with multi-information fusion

(2019) Cheng Chen et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

A Synergistic Use of a High-Resolution Numerical Weather Prediction Model and High-Resolution Earth Observation Products to Improve Precipitation Forecast

(2019) Martina Lagasio et al.   Remote Sensing

A Comparative Assessment of Models to Predict Monthly Rainfall in Australia

(2018) Adil M. Bagirov et al.   WATER RESOURCES MANAGEMENT

A SVR-ANN combined model based on ensemble EMD for rainfall prediction

(2018) Yu Xiang et al.   APPLIED SOFT COMPUTING

Forecasting the demand of the aviation industry using hybrid time series SARIMA-SVR approach

(2018) Shuojiang Xu et al.   TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW

Estimating Summertime Precipitation from Himawari-8 and Global Forecast System Based on Machine Learning

(2018) Min Min et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

An extensive evaluation of seven machine learning methods for rainfall prediction in weather derivatives

(2017) Sam Cramer et al.   EXPERT SYSTEMS WITH APPLICATIONS

Selection of meteorological parameters affecting rainfall estimation using neuro-fuzzy computing methodology

(2016) Roslan Hashim et al.   ATMOSPHERIC RESEARCH

Seasonal predictions of precipitation in the Aksu-Tarim River basin for improved water resources management

(2016) Heike Hartmann et al.   GLOBAL AND PLANETARY CHANGE

Predictors of precipitation for improved water resources management in the Tarim River basin: Creating a seasonal forecast model

(2016) Heike Hartmann et al.   JOURNAL OF ARID ENVIRONMENTS

The quiet revolution of numerical weather prediction

(2015) Peter Bauer et al.   NATURE