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Characteristics analysis of autumn ozone pollution weather patterns in the Pearl River Delta based on the SOM method
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Yun-wei LI1, Yan-xing WU1, Jing-wen ZHANG1, Run LIU1, 2, *
China Environmental Science | 2026, 46(3) : 1194 - 1201
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China Environmental Science | 2026, 46(3): 1194-1201
• Ozone Pollution Control •
Characteristics analysis of autumn ozone pollution weather patterns in the Pearl River Delta based on the SOM method
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Yun-wei LI1, Yan-xing WU1, Jing-wen ZHANG1, Run LIU1, 2, *
Affiliations
  • 1.College of Environmental and Climate Research, Jinan University, Guangzhou 511443, China
  • 2.Guangdong-Hong Kong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 511443, China
Published: 2026-03-20
Outline
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Given the ozone (O3) pollution events in the Pearl River Delta (PRD) region frequently occur in autumn and the increasing application of objective weather classification methods in urban agglomeration pollution studies, this study employed the Self-Organizing Map (SOM) method to classify the sea level pressure fields in the PRD and to investigate the impacts of different weather patterns on severe autumn O3 pollution. The results indicated that 15weather patterns identified from sea level pressure fields could be categorized into four groups based on O3 pollution levels: heavy pollution, moderate pollution, light pollution, and clean. Among them, heavy and moderate pollution weather patterns exhibited distinct seasonal distributions, with the weak cold high-pressure combined with typhoon and subtropical high pattern (T12) (The average O3 concentration was 118.2 μg/m3, with an exceedance rate of 22.4%) was associated with the most severe O3 pollution. Autumn O3 exceedance days under heavy pollution patterns were generally accompanied by high solar radiation (554.1kJ/m2 above the mean), high temperature (3.1℃ above the mean), and low relative humidity (9.2% below the mean), which were highly favorable for O3 formation. Using the circulation field of heavy pollution weather patterns with autumn O3 exceedance day as a reference, the study found that the number of days favorable for O3 exceedance during 2015~2024 was significantly correlated with autumn O3 concentration. Furthermore, the number of favorable days under similar circulation conditions showed a significant increasing trend during 1995~2060 (with an average growth rate of 0.14d/a).

Pearl River Delta  /  ozone  /  SOM weather classification method  /  meteorology
李韵唯, 吴燕星, 张靖雯, 刘润. 基于SOM方法的珠三角秋季臭氧污染天气型特征分析. 中国环境科学, 2026 , 46 (3) : 1194 -1201 .
Yun-wei LI, Yan-xing WU, Jing-wen ZHANG, Run LIU. Characteristics analysis of autumn ozone pollution weather patterns in the Pearl River Delta based on the SOM method[J]. China Environmental Science, 2026 , 46 (3) : 1194 -1201 .
Year 2026 volume 46 Issue 3
97
18
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Article Info
  • Receive Date:2025-08-16
  • Online Date:2026-10-08
  • Published:2026-03-20
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  • Received:2025-08-16
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Affiliations
    1.College of Environmental and Climate Research, Jinan University, Guangzhou 511443, China
    2.Guangdong-Hong Kong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 511443, China
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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