China is the world's largest anthropogenic methane (CH₄) emitter. This study uses the Weather Research and Forecasting model (WRF) coupled with a GHG module and satellite-constrained emissions to simulate CH₄ distribution in East Asia (2017). Model evaluation showed reliable performance. Four proper orthogonal decomposition (POD)-based sensor placement algorithms were compared; the QR pivot algorithm showed superiority in capturing high CH₄ concentrations. Current CH₄ sampling underrepresents high-concentration areas, leading to reconstruction errors. Optimal planning with 160 sensors (guided by the QR pivot algorithm) yields reasonable reconstruction performance and cost-effectiveness. Results offer valuable guidance for future CH₄ monitoring site planning in China.
Publisher
npj Climate and Atmospheric Science
Published On
Mar 08, 2023
Authors
Xiaorui Zhang, Chenhong Zhou, Yuzhong Zhang, Xiao Lu, Xiang Xiao, Fan Wang, Jun Song, Yike Guo, Kenneth K. M. Leung, Junji Cao, Meng Gao
Tags
methane emissions
sensor placement
East Asia
air quality
climate change
model evaluation
environmental monitoring
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