A survey towards decision support system on smart irrigation scheduling using machine learning approaches
From last decade, Big data analytics and machine learning is a hotspot research area in the
domain of agriculture. Agriculture analytics is a data intensive multidisciplinary problem. Big …
domain of agriculture. Agriculture analytics is a data intensive multidisciplinary problem. Big …
Exploring interpretable and non-interpretable machine learning models for estimating winter wheat evapotranspiration using particle swarm optimization with limited …
X Zhao, L Zhang, G Zhu, C Cheng, J He… - … and Electronics in …, 2023 - Elsevier
Accurate estimation of crop evapotranspiration (ETc) is crucial for improving the water use
efficiency and designing and operating irrigation systems. To accurately calculate winter …
efficiency and designing and operating irrigation systems. To accurately calculate winter …
Modeling long-term dynamics of crop evapotranspiration using deep learning in a semi-arid environment
Crop evapotranspiration (ET c) is one of the most basic components of the hydrologic cycle
that is effective in irrigation system design and management, water resources planning and …
that is effective in irrigation system design and management, water resources planning and …
Simulation of daily maize evapotranspiration at different growth stages using four machine learning models in semi-humid regions of northwest China
Z Wu, N Cui, D Gong, F Zhu, L **ng, B Zhu, X Chen… - Journal of …, 2023 - Elsevier
The accurate estimation of crop evapotranspiration (ET c) is essential for precision irrigation,
optimal allocation of regional water resources, and efficiency improvement of agricultural …
optimal allocation of regional water resources, and efficiency improvement of agricultural …
A reinforced random forest model for enhanced crop yield prediction by integrating agrarian parameters
D Elavarasan, PMDR Vincent - Journal of Ambient Intelligence and …, 2021 - Springer
The development in technology and science has contributed to a vast volume of data from
various agrarian fields to be aggregated in the public domain. Predicting the crop yield …
various agrarian fields to be aggregated in the public domain. Predicting the crop yield …
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 …
Evaluation of artificial intelligence algorithms with sensor data assimilation in estimating crop evapotranspiration and crop water stress index for irrigation water …
Irrigation water management using automated irrigation decision support system (IDSS) as a
smart irrigation scheduling tool can improve water use efficiency and crop production …
smart irrigation scheduling tool can improve water use efficiency and crop production …
Understanding land degradation induced by gully erosion from the perspective of different geoenvironmental factors
Complex interrelationships between landscape-level geoenvironmental factors and natural
phenomena have rendered land degradation control measures ineffective. For control to be …
phenomena have rendered land degradation control measures ineffective. For control to be …
Artificial intelligence methods reliably predict crop evapotranspiration with different combinations of meteorological data for sugar beet in a semiarid area
SS Yamaç - Agricultural Water Management, 2021 - Elsevier
Computation of crop evapotranspiration (ET c) is a necessary for irrigation planning and
agricultural water management. However, ET c is complex and dynamic depending on many …
agricultural water management. However, ET c is complex and dynamic depending on many …
Application of artificial intelligence models for evapotranspiration prediction along the southern coast of Turkey
Reference evapotranspiration (ETo) is one of the most significant factors in the hydrological
cycle since it has a great influence on water resource planning and management …
cycle since it has a great influence on water resource planning and management …