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Author

Xin-Gang Liu

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2 papers indexed here

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Oct 2026

Quantifying the drivers of ozone formation using localized photochemical reactivity and double machine learning.

Surface ozone (O3) pollution remains severe in many Chinese cities despite declining precursor emissions, reflecting nonlinear interactions among emissions, meteorology, chemistry, and transport. Here, we integrated hourly observations from Yuncheng in the Fenwei Plain during 2020-2022 with a localized observation-cons...

Meng-Di Song, Ya-Fei Liu, Xiao Ru et al. · 0 citations
Nov 2026

Global Steel Decarbonization under Policy, Technology, and Resource Constraints: A Process-Unit Agent-Based Model

Deep decarbonization of steel requires low-emission technologies to be deployed through a long-lived and heterogeneous asset fleet without disrupting steel supply. We developed a country-resolved agent-based model that follows global steel process units annually from 2023 to 2060. Units choose among continued operati...

Xiao Liu, Jing-Nan Hu, Xin-Gang Liu et al. · 0 citations

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