Coupling Singular Spectrum Analysis with Least Square Support Vector Machine to Improve Accuracy of SPI Drought Forecasting

Implementing Crop Evapotranspiration in RDI for Farm-Level Drought Evaluation and Adaptation under Climate Change Conditions

(2020) Dimitris Tigkas et al.   WATER RESOURCES MANAGEMENT

Combing Random Forest and Least Square Support Vector Regression for Improving Extreme Rainfall Downscaling

(2019) Quoc Pham et al.   Water

Precipitation analysis and forecasting using singular spectrum analysis with artificial neural networks

(2018) Mingdong Sun et al.   Cluster Computing-The Journal of Networks Software Tools and Applications

Application of artificial intelligence models for the prediction of standardized precipitation evapotranspiration index (SPEI) at Langat River Basin, Malaysia

(2018) Y.W. Soh et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Wavelet and cuckoo search-support vector machine conjugation for drought forecasting using Standardized Precipitation Index (case study: Urmia Lake, Iran)

(2018) Mehdi Komasi et al.   JOURNAL OF HYDROINFORMATICS

Daily rainfall forecasting for one year in a single run using Singular Spectrum Analysis

(2018) Poornima Unnikrishnan et al.   JOURNAL OF HYDROLOGY

Drought monitoring and analysis: Standardised Precipitation Evapotranspiration Index (SPEI) and Standardised Precipitation Index (SPI)

(2018) S. Tirivarombo et al.   PHYSICS AND CHEMISTRY OF THE EARTH

Wavelet-ANN versus ANN-Based Model for Hydrometeorological Drought Forecasting

(2018) Md Khan et al.   Water

Window Length Selection of Singular Spectrum Analysis and Application to Precipitation Time Series

(2017)   Global NEST Journal

Data-driven multi-time-step ahead daily rainfall forecasting using singular spectrum analysis-based data pre-processing

(2017) Poornima Unnikrishnan et al.   JOURNAL OF HYDROINFORMATICS

Multi-models for SPI drought forecasting in the north of Haihe River Basin, China

(2017) Yuhu Zhang et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Monthly Rainfall Forecasting Using Echo State Networks Coupled with Data Preprocessing Methods

(2017) Qi Ouyang et al.   WATER RESOURCES MANAGEMENT

Application of several data-driven techniques to predict a standardized precipitation index

(2016) Bahram Choubin et al.   ATMOSFERA

Drought Forecasting Using Neural Networks, Wavelet Neural Networks, and Stochastic Models: Case of the Algerois Basin in North Algeria

(2016) Salim Djerbouai et al.   WATER RESOURCES MANAGEMENT

Extraction of Nonlinear Rainfall Trends Using Singular Spectrum Analysis

(2015) Poornima Unnikrishnan et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Pan evaporation modeling using least square support vector machine, multivariate adaptive regression splines and M5 model tree

(2015) Ozgur Kisi   JOURNAL OF HYDROLOGY

Improving Forecasting Accuracy of Streamflow Time Series Using Least Squares Support Vector Machine Coupled with Data-Preprocessing Techniques

(2015) Aman Mohammad Kalteh   WATER RESOURCES MANAGEMENT

Streamflow Forecasting and Estimation Using Least Square Support Vector Regression and Adaptive Neuro-Fuzzy Embedded Fuzzy c-means Clustering

(2015) Ozgur Kisi   WATER RESOURCES MANAGEMENT

Daily Runoff Forecasting Model Based on ANN and Data Preprocessing Techniques

(2015) Yun Wang et al.   Water

Standardized precipitation evapotranspiration index (SPEI) revisited: parameter fitting, evapotranspiration models, tools, datasets and drought monitoring

(2013) Santiago Beguería et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Long-term SPI drought forecasting in the Awash River Basin in Ethiopia using wavelet neural network and wavelet support vector regression models

(2013) A. Belayneh et al.   JOURNAL OF HYDROLOGY

The combined use of wavelet transform and black box models in reservoir inflow modeling

(2013) Umut Okkan et al.   Journal of Hydrology and Hydromechanics

Comparative study of monthly inflow prediction methods for the Three Gorges Reservoir

(2013) Yun Wang et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Rainfall-runoff modeling using least squares support vector machines

(2012) Umut Okkan et al.   ENVIRONMETRICS

Streamflow forecasting using least-squares support vector machines

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

Least squares support vector machine for modeling daily reference evapotranspiration

(2012) Ozgur Kisi   IRRIGATION SCIENCE

Forecasting performance of LS-SVM for nonlinear hydrological time series

(2012) Seok Hwan Hwang et al.   KSCE Journal of Civil Engineering

Least squares support vector machine for short-term prediction of meteorological time series

(2012) A. Mellit et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Application of Multi-site Weather Generators for Investigating Wet and Dry Spell Lengths under Climate Change: A Case Study in Southern Taiwan

(2012) Hung-Wei Tseng et al.   WATER RESOURCES MANAGEMENT

Prediction of daily crop reference evapotranspiration (ET0) values through a least-squares support vector machine model

(2011) Xianghong Guo et al.   HYDROLOGY RESEARCH

Singular Spectrum Analysis and ARIMA Hybrid Model for Annual Runoff Forecasting

(2011) Qiang Zhang et al.   WATER RESOURCES MANAGEMENT

A Threshold Based Wavelet Denoising Method for Hydrological Data Modelling

(2011) Chien-ming Chou   WATER RESOURCES MANAGEMENT

Time series models (Grey-Markov, Grey Model with rolling mechanism and singular spectrum analysis) to forecast energy consumption in India

(2010) Ujjwal Kumar et al.   ENERGY

Historical trends and variability of meteorological droughts in Taiwan / Tendances historiques et variabilité des sécheresses météorologiques à Taiwan

(2009) SHIEN-TSUNG CHEN et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Methods to improve neural network performance in daily flows prediction

(2009) C.L. Wu et al.   JOURNAL OF HYDROLOGY

Singular spectrum analysis: methodology and application to economics data

(2009) Hossein Hassani et al.   Journal of Systems Science & Complexity

SSA, PCA, TDPSC, ACFA: Useful combination of methods for analysis of short and nonstationary time series

(2006) Nikolay K. Vitanov et al.   CHAOS SOLITONS & FRACTALS