Research Explorer

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Researcher

Mingjuan Xie

Awards & Distinctions

7 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

U Journal Article in JOURNAL OF HYDROLOGY

The increasing rate of net carbon uptake in Eurasia has been declining since the early 2000s.

Mingjuan XieGeping LuoAmaury FranklKwinten Van WeverbergYuanyuan HuangXiaofei MaYuangang WangChaofan LiXiuliang YuanOlaf Hellwich et al.

U Journal Article in The Science of the total environment

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

Monitoring of carbon-water fluxes at Eurasian meteorological stations using random forest and remote sensing

Mingjuan XieXiaofei MaYuangang WangChaofan LiHaiyang ShiXiuliang YuanOlaf HellwichChunbo ChenWenqiang ZhangChen Zhang et al.

A1 Journal Article in SCIENTIFIC DATA

New data‐driven method for estimation of net ecosystem carbon exchange at meteorological stations effectively increases the global carbon flux data

Wenqiang ZhangGeping LuoXiuliang YuanChaofan LiMingjuan XieYuangang WangXiaofei MaHaiyang ShiRafiq HamdiOlaf Hellwich et al.

A1 Journal Article in METHODS IN ECOLOGY AND EVOLUTION

2022

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