Exploring machine learning and multi-task learning to estimate meteorological data and reference evapotranspiration across Brazil

Improving solar radiation estimation in China based on regional optimal combination of meteorological factors with machine learning methods

(2020) Chuan He et al.   ENERGY CONVERSION AND MANAGEMENT

Comparative assessment of different reference evapotranspiration models towards a fit calibration for arid and semi-arid areas

(2020) Rachid Hadria et al.   JOURNAL OF ARID ENVIRONMENTS

Assessing the physical and empirical reference evapotranspiration (ETo) models and time series analyses of the influencing weather variables on ETo in a semi-arid area

(2020) Seyed Hamid Ahmadi et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Computing FAO56 reference grass evapotranspiration PM-ETo from temperature with focus on solar radiation

(2019) P. Paredes et al.   AGRICULTURAL WATER MANAGEMENT

Proposal for the use of daily thermal amplitude for the calibration of the Hargreaves-Samani equation

(2019) Sidney Sara Zanetti et al.   JOURNAL OF HYDROLOGY

Estimation of reference evapotranspiration in Brazil with limited meteorological data using ANN and SVM – A new approach

(2019) Lucas Borges Ferreira et al.   JOURNAL OF HYDROLOGY

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

(2019) Guomin Huang et al.   JOURNAL OF HYDROLOGY

A Brief Review of Random Forests for Water Scientists and Practitioners and Their Recent History in Water Resources

(2019) Hristos Tyralis et al.   Water

Empirical and learning machine approaches to estimating reference evapotranspiration based on temperature data

(2019) Matheus Mendes Reis et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Convolutional neural network for simultaneous prediction of several soil properties using visible/near-infrared, mid-infrared, and their combined spectra

(2019) Wartini Ng et al.   GEODERMA

Improvement of Hargreaves–Samani Reference Evapotranspiration Estimates with Local Calibration

(2019) Daniel Althoff et al.   Water

Temperature-and humidity-based simplified Penman’s ET 0 formulae. Comparisons with temperature-based Hargreaves-Samani and other methodologies

(2018) John D. Valiantzas   AGRICULTURAL WATER MANAGEMENT

Modification of the Hargreaves–Samani Model for Estimating Solar Radiation from Temperature and Humidity Data

(2018) John D. Valiantzas   JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING

Modification of the Hargreaves–Samani Model for Estimating Solar Radiation from Temperature and Humidity Data

(2018) John D. Valiantzas   JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING

Modelling reference evapotranspiration using a new wavelet conjunction heuristic method: Wavelet extreme learning machine vs wavelet neural networks

(2018) Ozgur Kisi et al.   AGRICULTURAL AND FOREST METEOROLOGY

Accuracy of daily estimation of grass reference evapotranspiration using ERA-Interim reanalysis products with assessment of alternative bias correction schemes

(2018) Paula Paredes et al.   AGRICULTURAL WATER MANAGEMENT

Heuristic methods applied in reference evapotranspiration modeling

(2018) Daniel Althoff et al.   CIENCIA E AGROTECNOLOGIA

Evaluation of the Penman-Monteith and other 34 reference evapotranspiration equations under limited data in a semiarid dry climate

(2018) Koffi Djaman et al.   THEORETICAL AND APPLIED CLIMATOLOGY

A comparison of multitask and single task learning with artificial neural networks for yield curve forecasting

(2018) Manuel Nunes et al.   EXPERT SYSTEMS WITH APPLICATIONS

WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas

(2017) Stephen E. Fick et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

A Simple New Model for Incoming Solar Radiation Dependent Only on Screen-Level Relative Humidity

(2017) M. Lindauer et al.   Journal of Applied Meteorology and Climatology

Daily reference crop evapotranspiration with reduced data sets in the humid environments of Azores islands using estimates of actual vapor pressure, solar radiation, and wind speed

(2017) P. Paredes et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Empirical models for estimating daily global solar radiation in Yucatán Peninsula, Mexico

(2016) Victor H. Quej et al.   ENERGY CONVERSION AND MANAGEMENT

A Thermodynamically Based Model for Actual Evapotranspiration of an Extensive Grass Field Close to FAO Reference, Suitable for Remote Sensing Application

(2016) H. A. R. de Bruin et al.   JOURNAL OF HYDROMETEOROLOGY

Worldwide assessment of the Penman–Monteith temperature approach for the estimation of monthly reference evapotranspiration

(2016) Javier Almorox et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Evaluating the generalizability of GEP models for estimating reference evapotranspiration in distant humid and arid locations

(2016) Hamed Kiafar et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Daily Reference Evapotranspiration for Hyper-Arid to Moist Sub-Humid Climates in Inner Mongolia, China: I. Assessing Temperature Methods and Spatial Variability

(2016) Xiaodong Ren et al.   WATER RESOURCES MANAGEMENT

Evaluating and Calibrating Reference Evapotranspiration Models Using Water Balance under Hyper-Arid Environment

(2016) Mohamed A. Mattar et al.   WATER RESOURCES MANAGEMENT

Crop evapotranspiration estimation with FAO56: Past and future

(2015) Luis S. Pereira et al.   AGRICULTURAL WATER MANAGEMENT

Accurately predicting building energy performance using evolutionary multivariate adaptive regression splines

(2014) Min-Yuan Cheng et al.   APPLIED SOFT COMPUTING

Köppen's climate classification map for Brazil

(2014) Clayton Alcarde Alvares et al.   METEOROLOGISCHE ZEITSCHRIFT

Simplified forms for the standardized FAO-56 Penman–Monteith reference evapotranspiration using limited weather data

(2013) John D. Valiantzas   JOURNAL OF HYDROLOGY

Discussion of “Case Study on the Accuracy and Cost/Effectiveness in Simulating Reference Evapotranspiration in West-Central Florida” by Michael Grant Exner-Kittridge and Mark Cable Rains

(2012) John D. Valiantzas   JOURNAL OF HYDROLOGIC ENGINEERING

Closure to “Case Study on the Accuracy and Cost/Effectiveness in Simulating Reference Evapotranspiration in West-Central Florida” by Michael Grant Exner-Kittridge and Mark Cable Rains

(2012) Michael Exner-Kittridge   JOURNAL OF HYDROLOGIC ENGINEERING