Sulfuric Acid-Driven Nucleation Enhanced by Amines from Ethanol Gasoline Vehicle Emission: Machine Learning Model and Mechanistic Study DOI
Fangfang Ma, Lihao Su, Weihao Tang

et al.

Environmental Science & Technology, Journal Year: 2024, Volume and Issue: unknown

Published: Dec. 5, 2024

The sulfuric acid (SA)-amine nucleation mechanism gained increasing attention due to its important role in atmospheric secondary particle formation. However, the intrinsic enhancing potential (IEP) of various amines remains largely unknown, restraining assessment on SA-amines at locations. Herein, machine learning (ML) models were constructed for high-throughput prediction IEP amines, and specific with high was investigated. formation free energy (Δ

Language: Английский

Sulfuric Acid-Driven Nucleation Enhanced by Amines from Ethanol Gasoline Vehicle Emission: Machine Learning Model and Mechanistic Study DOI
Fangfang Ma, Lihao Su, Weihao Tang

et al.

Environmental Science & Technology, Journal Year: 2024, Volume and Issue: unknown

Published: Dec. 5, 2024

The sulfuric acid (SA)-amine nucleation mechanism gained increasing attention due to its important role in atmospheric secondary particle formation. However, the intrinsic enhancing potential (IEP) of various amines remains largely unknown, restraining assessment on SA-amines at locations. Herein, machine learning (ML) models were constructed for high-throughput prediction IEP amines, and specific with high was investigated. formation free energy (Δ

Language: Английский

Citations

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