研究论文

Interpretable multi-step ahead prediction of reference evapotranspiration using attention-based ensemble learning method

Zhiyuan Yao, Zhaocai Wang, Nannan Xu, Junhao Wu, Xuefei Cui

Shanghai Ocean University　State Key Laboratory of Estuarine and Coastal Research　East China Normal University

来源Journal of Hydrology

年份2025

DOI10.1016/j.jhydrol.2025.134084

原文https://doi.org/10.1016/j.jhydrol.2025.134084

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逐年被引趋势

420

426

关键指标

被引次数 · OpenAlex

1.75

领域内被引倍数
同类平均 = 1

前 16%

引用位次
同领域 · 同年份 · 同类型

参考文献

Google Scholar 与 OpenAlex 的被引统计范围不同，数值存在差异属正常。

AI 辅助阅读

依据：文献信息

论文问答

当前基于文献信息回答

可就本文提问；依据不足时会说明。

学术脉络

学科主题

物理

Hydrological Forecasting Using AI

Hydrology and Drought Analysis · Stock Market Forecasting Methods

参考文献 72

Extreme Learning Machines: A new approach for prediction of reference evapotranspiration

Shafika Sultan Abdullah, M. A. Malek, Namiq Sultan Abdullah · Journal of Hydrology · 2015

被引 256

Comparing Predictive Accuracy, Twenty Years Later: A Personal Perspective on the Use and Abuse of Diebold–Mariano Tests

Francis X. Diebold · Journal of Business and Economic Statistics · 2015

被引 511

Multilayer perceptron for reference evapotranspiration estimation in a semiarid region

Hossein Tabari, Parisa Hosseinzadeh Talaee · Neural Computing and Applications · 2012

被引 47

此处列出前 3 条

引用本文 6

Employing artificial intelligence to predict δ¹⁸O and δ²H isotope ratios in precipitation in Iraq under changing climate patterns

Ali Al Maliki, Ali Al-Naji, Ahmed Kadhim Al Lami · Scientific Reports · 2026

被引 2

From ungauged to poorly gauged sites: A scalable deep learning framework for reference evapotranspiration forecasting through regional generalization and transfer learning

Bai Haiyang, Junzeng Xu, Lin Junxian · Agricultural Water Management · 2026

被引 0

Fusing hyperspectral, meteorological, and irrigation data for simultaneous estimation of soil and leaf water status via ensemble learning

Xi Huang, Songhao Shang, Xiaomin Mao · Computers and Electronics in Agriculture · 2026

被引 0

按被引量排序，此处列出前 3 条

研究论文

Interpretable multi-step ahead prediction of reference evapotranspiration using attention-based ensemble learning method

Zhiyuan Yao, Zhaocai Wang, Nannan Xu, Junhao Wu, Xuefei Cui

Shanghai Ocean University　State Key Laboratory of Estuarine and Coastal Research　East China Normal University

来源Journal of Hydrology

年份2025

DOI10.1016/j.jhydrol.2025.134084

原文https://doi.org/10.1016/j.jhydrol.2025.134084

阅读操作

确认中

在文库中上传 PDF 后可生成中文音频讲解。

摘要与影响

摘要 · 节选

暂未获取摘要。可打开原文或 PDF，后续可基于全文生成更完整的速读。

逐年被引趋势

420

426

关键指标

被引次数 · OpenAlex

1.75

领域内被引倍数
同类平均 = 1

前 16%

引用位次
同领域 · 同年份 · 同类型

参考文献

Google Scholar 与 OpenAlex 的被引统计范围不同，数值存在差异属正常。

AI 辅助阅读

依据：文献信息

论文问答

当前基于文献信息回答

可就本文提问；依据不足时会说明。

学术脉络

学科主题

物理

Hydrological Forecasting Using AI

Hydrology and Drought Analysis · Stock Market Forecasting Methods

参考文献 72

Extreme Learning Machines: A new approach for prediction of reference evapotranspiration

Shafika Sultan Abdullah, M. A. Malek, Namiq Sultan Abdullah · Journal of Hydrology · 2015

被引 256

Comparing Predictive Accuracy, Twenty Years Later: A Personal Perspective on the Use and Abuse of Diebold–Mariano Tests

Francis X. Diebold · Journal of Business and Economic Statistics · 2015

被引 511

Multilayer perceptron for reference evapotranspiration estimation in a semiarid region

Hossein Tabari, Parisa Hosseinzadeh Talaee · Neural Computing and Applications · 2012

被引 47

此处列出前 3 条

引用本文 6

Employing artificial intelligence to predict δ¹⁸O and δ²H isotope ratios in precipitation in Iraq under changing climate patterns

Ali Al Maliki, Ali Al-Naji, Ahmed Kadhim Al Lami · Scientific Reports · 2026

被引 2

From ungauged to poorly gauged sites: A scalable deep learning framework for reference evapotranspiration forecasting through regional generalization and transfer learning

Bai Haiyang, Junzeng Xu, Lin Junxian · Agricultural Water Management · 2026

被引 0

Fusing hyperspectral, meteorological, and irrigation data for simultaneous estimation of soil and leaf water status via ensemble learning

Xi Huang, Songhao Shang, Xiaomin Mao · Computers and Electronics in Agriculture · 2026

被引 0

按被引量排序，此处列出前 3 条