A review of the Artificial Intelligence (AI) based techniques for estimating reference evapotranspiration: Current trends and future perspectives

P Goyal, S Kumar, R Sharda - Computers and Electronics in Agriculture, 2023 - Elsevier
Reference Evapotranspiration (ET o) is a complex, dynamic and non-linear hydrological
process. Accurate estimation of ET o has long been an eminent topic of interest in the …

Parameter optimisation-based hybrid reference evapotranspiration prediction models: A systematic review of current implementations and future research directions

HE Khairan, SL Zubaidi, YR Muhsen, N Al-Ansari - Atmosphere, 2022 - mdpi.com
A hybrid machine learning (ML) model is becoming a common trend in predicting reference
evapotranspiration (ETo) research. This study aims to systematically review ML models that …

Daily prediction and multi-step forward forecasting of reference evapotranspiration using LSTM and Bi-LSTM models

DK Roy, TK Sarkar, SSA Kamar, T Goswami… - Agronomy, 2022 - mdpi.com
Precise forecasting of reference evapotranspiration (ET0) is one of the critical initial steps in
determining crop water requirements, which contributes to the reliable management and …

Modeling daily reference evapotranspiration from climate variables: Assessment of bagging and boosting regression approaches

J TR, NVS Reddy, UD Acharya - Water Resources Management, 2023 - Springer
The increasing frequency of droughts and floods due to climate change has severely
affected water resources across the globe in recent years. An optimal design for the …

Literature review of the recent trends and applications in various fuzzy rule-based systems

AK Varshney, V Torra - International Journal of Fuzzy Systems, 2023 - Springer
Fuzzy rule-based systems (FRBSs) is a rule-based system which uses linguistic fuzzy
variables as antecedents and consequent to represent human-understandable knowledge …

Assessing forecasting performance of daily reference evapotranspiration: A comparative analysis of updated temperature penman-monteith and penman-monteith …

E Lin, R Qiu, M Chen, H Xie, B Khurshid, X Ma… - Journal of …, 2023 - Elsevier
Accurate forecast of reference evapotranspiration (ET 0) is essential for effective water
resource management and efficient irrigation scheduling. The Penman-Monteith model (PM) …

Prediction of evapotranspiration and soil moisture in different rice growth stages through improved salp swarm based feature optimization and ensembled machine …

P Majumdar, D Bhattacharya, S Mitra - Theoretical and Applied …, 2023 - Springer
Rice cultivation demands adequate soil water balance in each growth stage and estimation
of evapotranspiration and soil moisture are the most contributing factors for determining this …

Generalized daily reference evapotranspiration models based on a hybrid optimization algorithm tuned fuzzy tree approach

DK Roy, TK Sarkar, SK Biswas, B Datta - Water Resources Management, 2023 - Springer
Reference evapotranspiration (ET0) is an important driver in managing scarce water
resources and making decisions on real-time and future irrigation scheduling. Therefore …

Examination of Single-and Hybrid-Based Metaheuristic Algorithms in ANN Reference Evapotranspiration Estimating

HE Khairan, SL Zubaidi, SF Raza, M Hameed… - Sustainability, 2023 - mdpi.com
Hydrological resource management, including crop watering and irrigation scheduling,
relies on reliable estimates of reference evapotranspiration (ETo). However, previous …

Reference Crop Evapotranspiration Prediction Based on Gated Recurrent Unit with Quantum Inspired Multi-head Self-attention Mechanism

Z Gao, D Yang, B Li, Z Gao, C Li - Water Resources Management, 2024 - Springer
Abstract Reference crop evapotranspiration (ET 0), as a critical element in climatology,
hydrology and agricultural science, is essential for water hydrological cycle and irrigation …