An automated machine learning methodology for the improved prediction of reference evapotranspiration using minimal input parameters

Benchmark and Survey of Automated Machine Learning Frameworks

(2021) Marc-André Zöller et al.   JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH

Estimation of daily evapotranspiration in Košice City (Slovakia) using several soft computing techniques

(2021) Yunus Ziya Kaya et al.   THEORETICAL AND APPLIED CLIMATOLOGY

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

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

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

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

Modeling reference evapotranspiration using a novel regression-based method: radial basis M5 model tree

(2021) Ozgur Kisi et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Review: Theory-guided machine learning applied to hydrogeology—state of the art, opportunities and future challenges

(2021) Adoubi Vincent De Paul Adombi et al.   HYDROGEOLOGY JOURNAL

Global Groundwater Modeling and Monitoring: Opportunities and Challenges

(2021) Laura E. Condon et al.   WATER RESOURCES RESEARCH

A Deep Neural Network Architecture to Model Reference Evapotranspiration Using a Single Input Meteorological Parameter

(2021) Sowmya Mangalath Ravindran et al.   Environmental Processes-An International Journal

Automated Machine Learning: Review of the State-of-the-Art and Opportunities for Healthcare

(2020) Jonathan Waring et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Recent Advances in Evapotranspiration Estimation Using Artificial Intelligence Approaches with a Focus on Hybridization Techniques—A Review

(2020) Min Yan Chia et al.   Agronomy-Basel

Similarity and difference of potential evapotranspiration and reference crop evapotranspiration – a review

(2020) Keyu Xiang et al.   AGRICULTURAL WATER MANAGEMENT

Comparative assessment of modelled and empirical reference evapotranspiration methods for a brazilian savanna

(2020) Luiz C.G. Valle Júnior et al.   AGRICULTURAL WATER MANAGEMENT

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

Exploring the spatiotemporal variability of the snow water equivalent in a small boreal forest catchment through observation and modelling

(2020) Achut Parajuli et al.   HYDROLOGICAL PROCESSES

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

Support vector machine enhanced empirical reference evapotranspiration estimation with limited meteorological parameters

(2020) Min Yan Chia et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

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

Supplanting missing climatic inputs in classical and random forest models for estimating reference evapotranspiration in humid coastal areas of Iran

(2020) Sepideh Karimi et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

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

Prediction of reference evapotransipration for irrigation scheduling using machine learning

(2020) Manikumari Nagappan et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Pre-monsoon convective events and thermodynamic features of southwest monsoon onset over Kerala, India – A case study

(2020) Thara Anna Mathew et al.   ATMOSPHERIC RESEARCH

Development of reference evapotranspiration equations using an artificial intelligence-based function discovery method under the humid climate of Northeast India

(2020) P.K. Pandey et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

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

AutoML: A survey of the state-of-the-art

(2020) Xin He et al.   KNOWLEDGE-BASED SYSTEMS

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

Spatiotemporal variation and driving forces of reference evapotranspiration in Jing River Basin, northwest China

(2015) Lihong Xu et al.   HYDROLOGICAL PROCESSES

An investigation on generalization ability of artificial neural networks and M5 model tree in modeling reference evapotranspiration

(2015) Ozgur Kisi et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Sensitivity and uncertainty analysis of mesoscale model downscaled hydro-meteorological variables for discharge prediction

(2013) Prashant K. Srivastava et al.   HYDROLOGICAL PROCESSES

Reference evapotranspiration trends and their sensitivity to climatic change on the Tibetan Plateau (1970-2009)

(2012) Hong Xie et al.   HYDROLOGICAL PROCESSES

Methods to estimate irrigated reference crop evapotranspiration – a review

(2012) R. Kumar et al.   WATER SCIENCE AND TECHNOLOGY

Comparative analysis of 31 reference evapotranspiration methods under humid conditions

(2011) Hossein Tabari et al.   IRRIGATION SCIENCE

Estimating reference evapotranspiration using numerical weather modelling

(2010) Asnor Muizan Ishak et al.   HYDROLOGICAL PROCESSES

Modeling Reference Evapotranspiration Using Evolutionary Neural Networks

(2010) Ozgur Kisi   JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING

Evapotranspiration modelling using support vector machines / Modélisation de l'évapotranspiration à l'aide de ‘support vector machines’

(2009) OZGUR KIŞI et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Fuzzy Genetic Approach for Modeling Reference Evapotranspiration

(2009) Ozgur Kisi   JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING

Evaluation of Reference Evapotranspiration Equations Under Humid Conditions

(2009) Slavisa Trajkovic et al.   WATER RESOURCES MANAGEMENT