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Predicting reference evapotranspiration using the weighted instance handler wrapper algorithm

delete2026-03-02
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OA
AI
K
Khabat Khosravi *
A
Aitazaz A. Farooque
H
Heydar Mirzaei
J
Javad Hatamiafkoueieh
DOI:10.1016/j.ecoinf.2026.103684delete
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Abstract

Abstract

En
• Developed a machine learning framework for reference evapotranspiration prediction. • Models trained at one station and validated across four additional stations. • Two different techniques used to identify optimal input combinations. • Efficient inputs reduced prediction uncertainty by up to 31 %. • Models showed reliable performance and transferability to similar regions.
Keywords:
Reference evapotranspiration (ETo)
Ensemble-based machine learning
WIHW-AMTree-PSO
Feature selection
Efficient input scenario
California

Journal

Ecological Informatics cover
Ecological Informatics
IF:
7.3
Papers:
3.8K
Citations:
1.3W

Organization

R
rudn university
Scholars:
231
Papers: 112
Citations: 0
R
Razi University
Scholars:
3.1K
Papers: 3.3K
Citations: 2.8K
U
university of prince edward island
Scholars:
73
Papers: 38
Citations: 0
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Cited Papers

Cited Papers

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Suspended sediment load modeling using advanced hybrid rotation forest based elastic network approach
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errKhosravi, Khabat; Golkarian, Ali; Melesse, Assefa M.; Deo, Ravinesh C.
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Actual ET modelling based on the Budyko framework and the sustainability of vegetation water use in the loess plateau
err2017-02-01
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errGao, Xuerui; Sun, Miao; Zhao, Qi; Wu, Pute; Zhao, Xining; Pan, Wenxiang; Wang, Yubao
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A comparative assessment of decision trees algorithms for flash flood susceptibility modeling at Haraz watershed, northern Iran
err2018-06-01
err531
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errKhosravi, Khabat; Binh Thai Pham; Chapi, Kamran; Shirzadi, Ataollah; Shahabi, Himan; Revhaug, Inge; Prakash, Indra; Dieu Tien Bui
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