A regional machine learning method to outperform temperature-based reference evapotranspiration estimations in Southern Spain

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

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

The development of evolutionary computing model for simulating reference evapotranspiration over Peninsular Malaysia

(2021) Mohd Khairul Idlan Muhammad et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Assessing new intra-daily temperature-based machine learning models to outperform solar radiation predictions in different conditions

(2021) Juan Antonio Bellido-Jiménez et al.   APPLIED ENERGY

Annual Actual Evapotranspiration Estimation via GIS Models of Three Empirical Methods Employing Remotely Sensed Data for the Peloponnese, Greece, and Comparison with Annual MODIS ET and Pan Evaporation Measurements

(2021) Stavroula Dimitriadou et al.   ISPRS International Journal of Geo-Information

Estimating reference evapotranspiration using hybrid adaptive fuzzy inferencing coupled with heuristic algorithms

(2021) Rana Muhammad Adnan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Transfer learning augmented enhanced memory network models for reference evapotranspiration estimation

(2021) Jatin Bedi   KNOWLEDGE-BASED SYSTEMS

Modeling monthly pan evaporation process over the Indian central Himalayas: application of multiple learning artificial intelligence model

(2020) Anurag Malik et al.   Engineering Applications of Computational Fluid Mechanics

Modelling reference evapotranspiration by combining neuro-fuzzy and evolutionary strategies

(2020) Meysam Alizamir et al.   Acta Geophysica

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

Artificial intelligence models versus empirical equations for modeling monthly reference evapotranspiration

(2020) Yazid Tikhamarine et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

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

Monthly Precipitation Forecasts Using Wavelet Neural Networks Models in a Semiarid Environment

(2020) Javier Estévez et al.   Water

Generalized gene expression programming models for estimating reference evapotranspiration through cross-station assessment and exogenous data supply

(2020) Mohammad Hossein Kazemi et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

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

Forecast of short-term daily reference evapotranspiration under limited meteorological variables using a hybrid bi-directional long short-term memory model (Bi-LSTM)

(2020) Juan Yin et al.   AGRICULTURAL WATER MANAGEMENT

Using ensembles of adaptive neuro-fuzzy inference system and optimization algorithms to predict reference evapotranspiration in subtropical climatic zones

(2020) Dilip Kumar Roy et al.   JOURNAL OF HYDROLOGY

A novel kernel extreme learning machine model coupled with K-means clustering and firefly algorithm for estimating monthly reference evapotranspiration in parallel computation

(2020) Lifeng Wu et al.   AGRICULTURAL WATER MANAGEMENT

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

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

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

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

Adjustment of Thornthwaite equation for estimating evapotranspiration in Vojvodina

(2019) Slavisa Trajkovic et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Multifractal analysis of diurnal temperature range over Southern Spain using validated datasets

(2019) P. Herrera-Grimaldi et al.   CHAOS

Data splitting strategies for improving data driven models for reference evapotranspiration estimation among similar stations

(2019) Jalal Shiri et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Detection of trends and break points in temperature: the case of Umbria (Italy) and Guadalquivir Valley (Spain)

(2018) Pascual Herrera-Grimaldi et al.   Acta Geophysica

Reference evapotranspiration forecasting based on local meteorological and global climate information screened by partial mutual information

(2018) Wei Fang et al.   JOURNAL OF HYDROLOGY

Detection of trends and break points in temperature: the case of Umbria (Italy) and Guadalquivir Valley (Spain)

(2018) Pascual Herrera-Grimaldi et al.   Acta Geophysica

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

Quality assurance procedures for validating meteorological input variables of reference evapotranspiration in mendoza province (Argentina)

(2016) J. Estévez et al.   AGRICULTURAL WATER MANAGEMENT

Artificial neural networks versus gene expression programming for estimating reference evapotranspiration in arid climate

(2016) Mohamed A. Yassin et al.   AGRICULTURAL WATER MANAGEMENT

Taking the Human Out of the Loop: A Review of Bayesian Optimization

(2016) Bobak Shahriari et al.   PROCEEDINGS OF THE IEEE

Spatial regression test for ensuring temperature data quality in southern Spain

(2016) J. Estévez et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Short-term forecasting of daily reference evapotranspiration using the Hargreaves–Samani model and temperature forecasts

(2014) Yufeng Luo et al.   AGRICULTURAL WATER MANAGEMENT

Comparison of heuristic and empirical approaches for estimating reference evapotranspiration from limited inputs in Iran

(2014) Jalal Shiri et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Selecting the best IDF model by using the multifractal approach

(2012) A. P. García-Marín et al.   HYDROLOGICAL PROCESSES

Evaluation and Regional Calibration of Solar Radiation Prediction Models in Southern Spain

(2012) Javier Estévez et al.   JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING

Guidelines on validation procedures for meteorological data from automatic weather stations

(2011) J. Estévez et al.   JOURNAL OF HYDROLOGY

Artificial neural network models for estimating regional reference evapotranspiration based on climate factors

(2008) Xiaoqin Dai et al.   HYDROLOGICAL PROCESSES