Research Explorer

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Researcher

Haiyang Shi

Awards & Distinctions

12 Results

2024

Machine learning-based investigation of forest evapotranspiration, net ecosystem productivity, water use efficiency and their climate controls at meteorological station level

Haiyang ShiYu ZhangGeping LuoOlaf HellwichWenqiang ZhangMingjuan XieRuixiang GaoAlishir KurbanPhilippe De MaeyerTim Van de Voorde

A1 Journal Article in JOURNAL OF HYDROLOGY

2023

Comparing the use of all data or specific subsets for training machine learning models in hydrology : a case study of evapotranspiration prediction

Haiyang ShiGeping LuoOlaf HellwichXiufeng HeMingjuan XieWenqiang ZhangFriday U. OchegeQing LingYu ZhangRuixiang Gao et al.

A1 Journal Article in JOURNAL OF HYDROLOGY

Global dryland aridity changes indicated by atmospheric, hydrological, and vegetation observations at meteorological stations

Haiyang ShiGeping LuoOlaf HellwichXiufeng HeAlishir KurbanPhilippe De MaeyerTim Van de Voorde

A1 Journal Article in HYDROLOGY AND EARTH SYSTEM SCIENCES

Recent impacts of water management on dryland's salinization and degradation neutralization

Haiyang ShiGeping LuoEdwin H. SutanudjajaOlaf HellwichXi ChenJianli DingShixin WuXiufeng HeChunbo ChenFriday U. Ochege et al.

A1 Journal Article in SCIENCE BULLETIN

Revisiting and attributing the global controls over terrestrial ecosystem functions of climate and plant traits at FLUXNET sites via causal graphicalmodels

Haiyang ShiGeping LuoOlaf HellwichAlishir KurbanPhilippe De MaeyerTim Van de Voorde

A1 Journal Article in BIOGEOSCIENCES

2022

A global meta-analysis of soil salinity prediction integrating satellite remote sensing, soil sampling, and machine learning

Haiyang ShiOlaf HellwichGeping LuoChunbo ChenHuili HeFriday Uchenna OchegeTim Van de VoordeAlishir KurbanPhilippe De Maeyer

A1 Journal Article in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Evaluation of water flux predictive models developed using eddy-covariance observations and machine learning : a meta-analysis

Haiyang ShiGeping LuoOlaf HellwichMingjuan XieChen ZhangYu ZhangYuangang WangXiuliang YuanXiaofei MaWenqiang Zhang et al.

A1 Journal Article in HYDROLOGY AND EARTH SYSTEM SCIENCES

Variability and uncertainty in flux-site-scale net ecosystem exchange simulations based on machine learning and remote sensing : a systematic evaluation

Haiyang ShiGeping LuoOlaf HellwichMingjuan XieChen ZhangYu ZhangYuangang WangXiuliang YuanXiaofei MaWenqiang Zhang et al.

A1 Journal Article in BIOGEOSCIENCES

Water resources utilization and soil salinization in the Aral Sea Basin

Haiyang ShiPhilippe De MaeyerGeping LuoPiet TermoniaTim Van de Voorde

2021

A novel causal structure-based framework for comparing a basin-wide water-energy-food-ecology nexus applied to the data-limited Amu Darya and Syr Darya river basins

Haiyang ShiGeping LuoHongwei ZhengChunbo ChenOlaf HellwichJie BaiTie LiuShuang LiuJie XuePeng Cai et al.

A1 Journal Article in HYDROLOGY AND EARTH SYSTEM SCIENCES

Analysis of the impacts of environmental factors on rat hole density in the northern slope of the Tienshan Mountains with satellite remote sensing data

Haiyang ShiQun PanGeping LuoOlaf HellwichChunbo ChenTim Van de VoordeAlishir KurbanPhilippe De MaeyerShixin Wu

A1 Journal Article in REMOTE SENSING

2020

Coupling the water-energy-food-ecology nexus into a Bayesian network for water resources analysis and management in the Syr Darya River basin

Haiyang ShiGeping LuoHongwei ZhengChunbo ChenJie BaiTie LiuFriday Uchenna OchegePhilippe De Maeyer

A1 Journal Article in JOURNAL OF HYDROLOGY