Causality guided machine learning model on wetland CH4 emissions across global wetlands

SSRN Electronic Journal（2022）

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摘要

•We developed causality-enabled machine learning model for wetland CH4 emission.•The model captured CH4 emission at weekly scale with robust driving factors.•Soil temperature dominates CH4 emission at all wetland ecosystems.•Respiration and plant productivity controls CH4 emission at bog, fen, and marsh.

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关键词

Eddy covariance CH4 emission,Wetlands,Causal inference,Machine learning

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