Predictive Modelling of Reference Evapotranspiration Using Machine Learning Models Coupled with Grey Wolf Optimizer

Analysis of spatio-temporal variations and change point detection in pan coefficients in the northeastern region of India

(2022) Mandru Srilakshmi et al.   THEORETICAL AND APPLIED CLIMATOLOGY

AgroML: An Open-Source Repository to Forecast Reference Evapotranspiration in Different Geo-Climatic Conditions Using Machine Learning and Transformer-Based Models

(2022) Juan Antonio Bellido-Jiménez et al.   Agronomy-Basel

Evaluation of Machine Learning Models for Daily Reference Evapotranspiration Modeling Using Limited Meteorological Data in Eastern Inner Mongolia, North China

(2022) Hao Zhang et al.   Water

Simulation of daily maize evapotranspiration at different growth stages using four machine learning models in semi-humid regions of northwest China

(2022) Zongjun Wu et al.   JOURNAL OF HYDROLOGY

Exploring the potential of deep factorization machine and various gradient boosting models in modeling daily reference evapotranspiration in China

(2021) Zhigao Zhou et al.   Arabian Journal of Geosciences

Evaluation of stacking and blending ensemble learning methods for estimating daily reference evapotranspiration

(2021) Tianao Wu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Comparison of four bio-inspired algorithms to optimize KNEA for predicting monthly reference evapotranspiration in different climate zones of China

(2021) Jianhua Dong et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Estimation of daily reference evapotranspiration with limited climatic data using machine learning approaches across different climate zones in New Mexico

(2021) Esmaiil Mokari et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Splitting and Length of Years for Improving Tree-Based Models to Predict Reference Crop Evapotranspiration in the Humid Regions of China

(2021) Xiaoqiang Liu et al.   Water

New approach to estimate daily reference evapotranspiration based on hourly temperature and relative humidity using machine learning and deep learning

(2020) Lucas Borges Ferreira et al.   AGRICULTURAL WATER MANAGEMENT

Daily reference evapotranspiration prediction based on climatic conditions applying different data mining techniques and empirical equations

(2020) Fatih Üneş et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Hybrid particle swarm optimization with extreme learning machine for daily reference evapotranspiration prediction from limited climatic data

(2020) Bin Zhu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Comparison of five Boosting-based models for estimating daily reference evapotranspiration with limited meteorological variables

(2020) Tianao Wu et al.   PLoS One

Reference evapotranspiration estimating based on optimal input combination and hybrid artificial intelligent model: Hybridization of artificial neural network with grey wolf optimizer algorithm

(2020) Saman Maroufpoor et al.   JOURNAL OF HYDROLOGY

A novel hybrid WOA-XGB model for estimating daily reference evapotranspiration using local and external meteorological data: Applications in arid and humid regions of China

(2020) Shicheng Yan et al.   AGRICULTURAL WATER MANAGEMENT

Evaluation of CatBoost method for prediction of reference evapotranspiration in humid regions

(2019) Guomin Huang et al.   JOURNAL OF HYDROLOGY

Machine learning models for the estimation of monthly mean daily reference evapotranspiration based on cross-station and synthetic data

(2019) Lifeng Wu et al.   HYDROLOGY RESEARCH

Comprehensive assessment of 12 soft computing approaches for modeling reference evapotranspiration in humid locations

(2019) Jalal Shiri et al.   METEOROLOGICAL APPLICATIONS

Light Gradient Boosting Machine: An efficient soft computing model for estimating daily reference evapotranspiration with local and external meteorological data

(2019) Junliang Fan et al.   AGRICULTURAL WATER MANAGEMENT

Evaluation of SVM, ELM and four tree-based ensemble models for predicting daily reference evapotranspiration using limited meteorological data in different climates of China

(2018) Junliang Fan et al.   AGRICULTURAL AND FOREST METEOROLOGY

Comparative evaluation of 24 reference evapotranspiration equations applied on an evergreen-broadleaved forest

(2017) Athanassios Bourletsikas et al.   HYDROLOGY RESEARCH

Evaluation of Variable-Infiltration Capacity Model and MODIS-Terra Satellite-Derived Grid-Scale Evapotranspiration Estimates in a River Basin with Tropical Monsoon-Type Climatology

(2017) Ankur Srivastava et al.   JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING

Grey wolf optimizer: a review of recent variants and applications

(2017) Hossam Faris et al.   NEURAL COMPUTING & APPLICATIONS

Evaluation of Variable-Infiltration Capacity Model and MODIS-Terra Satellite-Derived Grid-Scale Evapotranspiration Estimates in a River Basin with Tropical Monsoon-Type Climatology

(2017) Ankur Srivastava et al.   JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING

Comparative evaluation of 24 reference evapotranspiration equations applied on an evergreen-broadleaved forest

(2017) Athanassios Bourletsikas et al.   Hydrology Research

Comparison of ELM, GANN, WNN and empirical models for estimating reference evapotranspiration in humid region of Southwest China

(2016) Yu Feng et al.   JOURNAL OF HYDROLOGY

Review and statistical analysis of different global solar radiation sunshine models

(2015) Milan Despotovic et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Grey Wolf Optimizer

(2014) Seyedali Mirjalili et al.   ADVANCES IN ENGINEERING SOFTWARE

A comparison of random forest regression and multiple linear regression for prediction in neuroscience

(2013) Paul F. Smith et al.   JOURNAL OF NEUROSCIENCE METHODS

Simple ET0 Forms of Penman’s Equation without Wind and/or Humidity Data. II: Comparisons with Reduced Set-FAO and Other Methodologies

(2012) John D. Valiantzas   JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING

Agricultural technologies for climate change in developing countries: Policy options for innovation and technology diffusion

(2011) Travis J. Lybbert et al.   FOOD POLICY

Comparative analysis of 31 reference evapotranspiration methods under humid conditions

(2011) Hossein Tabari et al.   IRRIGATION SCIENCE

Evaluation of 13 Empirical Reference Potential Evapotranspiration Equations on the Island of Crete in Southern Greece

(2010) Fotios Xystrakis et al.   JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING