Nation-scale reference evapotranspiration estimation by using deep learning and classical machine learning models in China

Extreme learning machine for reference crop evapotranspiration estimation: Model optimization and spatiotemporal assessment across different climates in China

(2021) Daozhi Gong et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Medium-range forecasting of daily reference evapotranspiration across China using numerical weather prediction outputs downscaled by extreme gradient boosting

(2021) Junliang Fan et al.   JOURNAL OF HYDROLOGY

Changes in reference evapotranspiration over Northwest China from 1957 to 2018: Variation characteristics, cause analysis and relationships with atmospheric circulation

(2020) Ziyang Zhao et al.   AGRICULTURAL WATER MANAGEMENT

Estimation of summer maize evapotranspiration using MARS model in the semi-arid region of northwest China

(2020) Xiaoqin Shan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Uncertainty analysis of artificial intelligence modeling daily reference evapotranspiration in the northwest end of China

(2020) Haijiao Yu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

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

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

Estimating daily reference evapotranspiration based on limited meteorological data using deep learning and classical machine learning methods

(2020) Zhijun Chen et al.   JOURNAL OF HYDROLOGY

A multi-layer perceptron based deep learning model to quantify the energy potentials of a thin film a-Si PV system

(2020) Muhammad Aslam et al.   Energy Reports

New machine learning approaches to improve reference evapotranspiration estimates using intra-daily temperature-based variables in a semi-arid region of Spain

(2020) Juan Antonio Bellido-Jiménez et al.   AGRICULTURAL WATER MANAGEMENT

Evaluation of 18 models for calculating potential evapotranspiration in different climatic zones of China

(2020) Yong Yang et al.   AGRICULTURAL WATER MANAGEMENT

Deep learning in spatiotemporal cardiac imaging: A review of methodologies and clinical usability

(2020) Karen Andrea Lara Hernandez et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Plant leaf disease classification using EfficientNet deep learning model

(2020) Ümit Atila et al.   Ecological Informatics

Cyber security in smart cities: A review of deep learning-based applications and case studies

(2020) Dongliang Chen et al.   Sustainable Cities and Society

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

Generalized reference evapotranspiration models with limited climatic data based on random forest and gene expression programming in Guangxi, China

(2019) Sheng Wang et al.   AGRICULTURAL WATER MANAGEMENT

National-scale development and calibration of empirical models for predicting daily global solar radiation in China

(2019) Yu Feng et al.   ENERGY CONVERSION AND MANAGEMENT

Machine learning models to quantify and map daily global solar radiation and photovoltaic power

(2019) Yu Feng et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

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

Reference evapotranspiration estimation and modeling of the Punjab Northern India using deep learning

(2018) Mandeep Kaur Saggi et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Assessing the ability of potential evapotranspiration models in capturing dynamics of evaporative demand across various biomes and climatic regimes with ChinaFLUX measurements

(2017) Han Zheng et al.   JOURNAL OF HYDROLOGY

Spatiotemporal variability of reference evapotranspiration and contributing climatic factors in China during 1961–2013

(2017) Zhaoli Wang et al.   JOURNAL OF HYDROLOGY

Modification of evapotranspiration model based on effective resistance to estimate evapotranspiration of maize for seed production in an arid region of northwest China

(2016) Xuelian Jiang et al.   JOURNAL OF HYDROLOGY

Climate change effects on reference crop evapotranspiration across different climatic zones of China during 1956–2015

(2016) Junliang Fan et al.   JOURNAL OF HYDROLOGY

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

Global performance ranking of temperature-based approaches for evapotranspiration estimation considering Köppen climate classes

(2015) Javier Almorox et al.   JOURNAL OF HYDROLOGY

SVM, ANFIS, regression and climate based models for reference evapotranspiration modeling using limited climatic data in a semi-arid highland environment

(2012) Hossein Tabari et al.   JOURNAL OF HYDROLOGY

Reference evapotranspiration estimate with limited weather data across a range of Mediterranean climates

(2012) Mladen Todorovic et al.   JOURNAL OF HYDROLOGY

Rain-season trends in precipitation and their effect in different climate regions of China during 1961–2008

(2011) Yanling Song et al.   Environmental Research Letters