Lian Duan

Dr. Lian Duan


Biography

My research program is centered on the mechanistic understanding of air pollution dynamics in complex environments, with a particular emphasis on the synergistic interactions between particulate matter (PM2.5) and tropospheric ozone. My work leverages a multidisciplinary framework that integrates multi-source environmental data—including in-situ monitoring, satellite remote sensing, and numerical model outputs—with advanced statistical learning and geospatial analysis. A principal objective is the development of novel, physics-informed machine learning models to overcome the limitations of sparse monitoring networks, thereby enabling high-fidelity spatiotemporal reconstruction of pollutant fields over topographically diverse regions.

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Honors and Awards

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Experience

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