Design data decomposition-based reference evapotranspiration forecasting model: a soft feature filter based deep learning driven approach

Z Zheng, M Ali, M Jamei, Y Xiang, M Karbasi… - … Applications of Artificial …, 2023 - Elsevier
Reference evapotranspiration can cause huge discrepancies in soil moisture and runoff
which is responsible for uncertainties in drought warning systems. Reference …

Machine Learning Based Prediction of Reference Evapotranspiration (ET0) Using IoT

Z Hu, RN Bashir, AU Rehman, SI Iqbal… - IEEE …, 2022 - ieeexplore.ieee.org
Accurate estimation of Reference Evapotranspiration (ET 0) is important for efficient
management and conservation of irrigation water. Existing methods of ET 0 rate …

[HTML][HTML] Development of an enhanced bidirectional recurrent neural network combined with time-varying filter-based empirical mode decomposition to forecast weekly …

M Karbasi, M Jamei, M Ali, A Malik, X Chu… - Agricultural Water …, 2023 - Elsevier
Evapotranspiration is one of agricultural water management's most significant and impactful
hydrologic processes. A new multi-decomposition deep learning-based technique is …

[HTML][HTML] Smart reference evapotranspiration using Internet of Things and hybrid ensemble machine learning approach

RN Bashir, M Saeed, M Al-Sarem, R Marie, M Faheem… - Internet of Things, 2023 - Elsevier
Reference Evapotranspiration (ET o) is the cornerstone of efficient water utilization for
sustainability in agriculture. The standard Penman–Montieth (PM) approach of Reference …

Hybrid COOT-ANN: a novel optimization algorithm for prediction of daily crop reference evapotranspiration in Australia

E Mirzania, MH Kashani, G Golmohammadi… - Theoretical and Applied …, 2023 - Springer
The present study evaluates the capability of a novel optimization method in modeling daily
crop reference evapotranspiration (ETo), a critical issue in water resource management. A …

Intelligent optimization of Reference Evapotranspiration (ETo) for precision irrigation

RN Bashir, FA Khan, AA Khan, M Tausif… - Journal of …, 2023 - Elsevier
Abstract Reference Evapotranspiration (ETo) is the basis for the conservation of irrigation
water for sustainable development in agriculture. The FAO-56 Penman-Monteith (FAO-56 …

Hybrid neural network based models for evapotranspiration prediction over limited weather parameters

PJ Vaz, G Schütz, C Guerrero, PJS Cardoso - IEEE Access, 2022 - ieeexplore.ieee.org
Evapotranspiration can be used to estimate the amount of water required by agriculture
projects and green spaces, playing a key role in water management policies that combat the …

Context aware evapotranspiration (ETs) for saline soils reclamation

AA Khan, MA Nauman, RN Bashir, R Jahangir… - IEEE …, 2022 - ieeexplore.ieee.org
Accurate Evapotranspiration for saline soils (ETs) is important as well as challenging for the
reclamation of saline soils through an effective leaching process. Evapotranspiration (ET) by …

Principal Component Analysis (PCA) and feature importance-based dimension reduction for Reference Evapotranspiration (ET0) predictions of Taif, Saudi Arabia

RN Bashir, O Mzoughi, MA Shahid, N Alturki… - … and Electronics in …, 2024 - Elsevier
Reference Evapotranspiration (ET 0) is fundamental to irrigation water management but
challenging to calculate due to requirements of many weather parameters for standard …