Abstract
Secondary organic aerosol (SOA) significantly contributes to atmospheric fine particles, yet its formation mechanisms remain insufficiently understood. In this study, we investigated the formation pathways of organic aerosol (OA) and their key drivers in Hangzhou through an intense two-month field campaign. Meteorological conditions generally hinder SOA dispersion during pollution episodes, with various effects on SOA. Machine learning analysis using XGBoost combined with SHAP interpretation highlighted temperature and relative humidity as the most influential meteorological factors affecting SOA formation. Furthermore, biogenic volatile organic compounds, particularly isoprene oxidation products (methacrolein), were identified as the dominant precursors for less-oxidized oxygenated OA(LO-OOA) under high atmospheric oxidation capacity. In contrast, anthropogenic VOCs (AVOCs), including methylethylketone and toluene, contributed significantly to the formation of more-oxidized oxygenated OA (MO-OOA) via aqueous-phase processes likely enhanced by Fe-catalyzed Fenton reactions in aerosol liquid water. These findings suggest that effective SOA mitigation in Hangzhou requires controlling both anthropogenic VOC emissions as well as biogenic VOCs. © 2025 Elsevier B.V.
| Original language | English |
|---|---|
| Article number | 139925 |
| Number of pages | 10 |
| Journal | Journal of Hazardous Materials |
| Volume | 498 |
| Online published | 19 Sept 2025 |
| DOIs | |
| Publication status | Published - 15 Oct 2025 |
Funding
This work was supported by the National Natural Science Foundation of China (42305098, 42405095, 91844301, and 22376134), the Ministry of Science and Technology of China (2022YFC3703505), the “Pioneer” and “Leading Goose” R&D Program of Zhejiang (2021C03165, 2022C03084, 2022C03065), and the China Postdoctoral Science Foundation (2023M733028).
Research Keywords
- Aqueous-phase
- Fenton reaction
- Machine learning
- Meteorological conditions
- OVOCs
- Photochemistry
- Secondary organic aerosol
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