Light Gradient Boosting Machine: An efficient soft computing model for estimating daily reference evapotranspiration with local and external meteorological data
Accurate estimation of reference evapotranspiration (ETo) is required in many fields, eg
irrigation scheduling design, agricultural water management, crop growth modeling and …
irrigation scheduling design, agricultural water management, crop growth modeling and …
Evaluation of random forests and generalized regression neural networks for daily reference evapotranspiration modelling
Y Feng, N Cui, D Gong, Q Zhang, L Zhao - Agricultural Water Management, 2017 - Elsevier
Accurate estimation of reference evapotranspiration (ET 0) is of importance for regional
water resource management. The present study proposed two artificial intelligence models …
water resource management. The present study proposed two artificial intelligence models …
Modeling reference evapotranspiration using extreme learning machine and generalized regression neural network only with temperature data
Accurate estimation of reference evapotranspiration (ET 0) is essential to agricultural water
management. The present study developed two artificial intelligence models for daily ET 0 …
management. The present study developed two artificial intelligence models for daily ET 0 …
Calibration of Hargreaves model for reference evapotranspiration estimation in Sichuan basin of southwest China
Y Feng, Y Jia, N Cui, L Zhao, C Li, D Gong - Agricultural Water …, 2017 - Elsevier
Accurate estimation of reference evapotranspiration is vital to hydrological and ecological
processes. The FAO-56 Penman–Monteith (PM) model has the higher accuracy for ET 0 …
processes. The FAO-56 Penman–Monteith (PM) model has the higher accuracy for ET 0 …
A novel hybrid WOA-XGB model for estimating daily reference evapotranspiration using local and external meteorological data: Applications in arid and humid regions …
The information of reference evapotranspiration (ET 0) is vital for optimizing irrigation
scheduling, planning water resources and assessing hydrological drought. However …
scheduling, planning water resources and assessing hydrological drought. However …
An extreme learning machine approach for modeling evapotranspiration using extrinsic inputs
Precise estimation of evapotranspiration is crucial for accurate crop-water estimation.
Recently machine learning (ML) techniques like artificial neural network (ANN) are being …
Recently machine learning (ML) techniques like artificial neural network (ANN) are being …
Evaluation of artificial intelligence models for actual crop evapotranspiration modeling in mulched and non-mulched maize croplands
D Tang, Y Feng, D Gong, W Hao, N Cui - Computers and electronics in …, 2018 - Elsevier
Although many studies have demonstrated the good performances of artificial intelligence
(AI) approaches for reference evapotranspiration modeling, the applicability of AI …
(AI) approaches for reference evapotranspiration modeling, the applicability of AI …
New machine learning approaches to improve reference evapotranspiration estimates using intra-daily temperature-based variables in a semi-arid region of Spain
JA Bellido-Jiménez, J Estévez… - Agricultural Water …, 2021 - Elsevier
Abstract The estimation of Reference Evapotranspiration (ET 0) is crucial to estimate crop
water requirements, especially in developing countries and areas with scarce water …
water requirements, especially in developing countries and areas with scarce water …
Application of SVM, ANN, GRNN, RF, GP and RT models for predicting discharge coefficients of oblique sluice gates using experimental data
Gates are commonly used to adjust water flow in open channels. By using an
oblique/inclined gate, the water transferring capacity of open irrigation canals can be …
oblique/inclined gate, the water transferring capacity of open irrigation canals can be …
Optimization of an extreme learning machine model with the sparrow search algorithm to estimate spring maize evapotranspiration with film mulching in the semiarid …
Y Jia, Y Su, R Zhang, Z Zhang, Y Lu, D Shi, C Xu… - … and Electronics in …, 2022 - Elsevier
Evapotranspiration (ET) is the crucial parameter of agricultural irrigation and the
hydrological cycle. To obtain the optimal estimation model of ET with film-mulching for spring …
hydrological cycle. To obtain the optimal estimation model of ET with film-mulching for spring …