Ecology and Environmental Sciences ›› 2026, Vol. 35 ›› Issue (10): 1576-1587.DOI: 10.16258/j.cnki.1674-5906.2026.10.008
• Research Article [Environmental Science] • Previous Articles Next Articles
Lin Han1,2,3(
), Liu Yangjun1,2,3, Wang Keyue4,*(
), Wang Hong5,6, Wu Qunyong1,2,3
Received:2026-01-17
Revised:2026-08-15
Accepted:2026-09-07
Online:2026-10-18
Published:2026-10-21
林瀚1,2,3(
), 刘洋俊1,2,3, 王珂月4,*(
), 王宏5,6, 邬群勇1,2,3
通讯作者:
E-mail: 作者简介:林瀚(1994年生),男,博士,研究方向为大气遥感反演。E-mail: hlin@fzu.edu.cn
基金资助:CLC Number:
Lin Han, Liu Yangjun, Wang Keyue, Wang Hong, Wu Qunyong. Variation Characteristics and Attribution Analysis of Ozone Concentration in Fujian Province Based on Atmospheric Classification[J]. Ecology and Environmental Sciences, 2026, 35(10): 1576-1587.
林瀚, 刘洋俊, 王珂月, 王宏, 邬群勇. 基于大气分型的福建省臭氧浓度变化特征及归因分析[J]. 生态环境学报, 2026, 35(10): 1576-1587.
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URL: https://www.jeesci.com/EN/10.16258/j.cnki.1674-5906.2026.10.008
| 输入:一组向量,X={x1, x2, …, xN} |
|---|
| 输出:一组原型,Y={y1, y2, …, yM} |
| 开始 |
| 随机初始化Y={y1, y2, …, yM} |
| 循环 |
| 随机选择x∈X |
| 找到与x最匹配的最佳单元y* |
| y*=max(Sx,y), y∈Y 训练 |
| 对于所有的y∈Y |
| y=y+ηh(y, y*)(x−y) |
| 更新学习率η和邻域函数h |
| 直到终止条件为真 |
| 结束 |
Table 1 Workflow of the S-SOM algorithm
| 输入:一组向量,X={x1, x2, …, xN} |
|---|
| 输出:一组原型,Y={y1, y2, …, yM} |
| 开始 |
| 随机初始化Y={y1, y2, …, yM} |
| 循环 |
| 随机选择x∈X |
| 找到与x最匹配的最佳单元y* |
| y*=max(Sx,y), y∈Y 训练 |
| 对于所有的y∈Y |
| y=y+ηh(y, y*)(x−y) |
| 更新学习率η和邻域函数h |
| 直到终止条件为真 |
| 结束 |
| 气象条件 | S-SOM-I | S-SOM-II | S-SOM-III | S-SOM-IV |
|---|---|---|---|---|
| 地表温度/℃ | 27.7 | 26.6 | 24.1 | 17.7 |
| 10 m风速/(m·s−1) | 2.20 | 2.20 | 2.87 | 3.21 |
| 降水量/mm | 0.163 | 0.403 | 0.0605 | 0.0941 |
| 地表相对湿度/% | 79.1 | 80.0 | 70.6 | 73.2 |
Table 2 Mean meteorological conditions for the 2022 S-SOM weather regime in Fujian Province
| 气象条件 | S-SOM-I | S-SOM-II | S-SOM-III | S-SOM-IV |
|---|---|---|---|---|
| 地表温度/℃ | 27.7 | 26.6 | 24.1 | 17.7 |
| 10 m风速/(m·s−1) | 2.20 | 2.20 | 2.87 | 3.21 |
| 降水量/mm | 0.163 | 0.403 | 0.0605 | 0.0941 |
| 地表相对湿度/% | 79.1 | 80.0 | 70.6 | 73.2 |
| 气象条件 | S-SOM-I | S-SOM-II | S-SOM-III | S-SOM-IV | S-SOM-V |
|---|---|---|---|---|---|
| 地表温度/℃ | 27.0 | 25.2 | 20.3 | 24.1 | 15.9 |
| 10 m风速/(m·s−1) | 1.90 | 2.20 | 2.32 | 2.34 | 2.83 |
| 降水量/mm | 0.315 | 0.213 | 0.203 | 0.248 | 0.125 |
| 地表相对湿度/% | 83.1 | 80.4 | 79.0 | 81.4 | 76.1 |
Table 3 Mean meteorological conditions for the 2023 S-SOM weather regime in Fujian Province
| 气象条件 | S-SOM-I | S-SOM-II | S-SOM-III | S-SOM-IV | S-SOM-V |
|---|---|---|---|---|---|
| 地表温度/℃ | 27.0 | 25.2 | 20.3 | 24.1 | 15.9 |
| 10 m风速/(m·s−1) | 1.90 | 2.20 | 2.32 | 2.34 | 2.83 |
| 降水量/mm | 0.315 | 0.213 | 0.203 | 0.248 | 0.125 |
| 地表相对湿度/% | 83.1 | 80.4 | 79.0 | 81.4 | 76.1 |
| 城市臭氧质量浓度 | r | p | 城市臭氧质量浓度 | r | p |
|---|---|---|---|---|---|
| 龙岩市 | 0.526 | 0.000 | 宁德市 | 0.664 | 0.000 |
| 三明市 | 0.445 | 0.001 | 南平市 | 0.660 | 0.000 |
| 漳州市 | 0.389 | 0.004 | 莆田市 | 0.633 | 0.000 |
| 南平市 | 0.372 | 0.006 | 福州市 | 0.612 | 0.000 |
| 厦门市 | 0.360 | 0.008 | 泉州市 | 0.608 | 0.000 |
| 泉州市 | 0.341 | 0.013 | 三明市 | 0.596 | 0.000 |
| 莆田市 | 0.317 | 0.021 | 龙岩市 | 0.553 | 0.000 |
| 福州市 | 0.253 | 0.068 | 厦门市 | 0.541 | 0.000 |
| 宁德市 | 0.184 | 0.188 | 漳州市 | 0.500 | 0.000 |
Table 4 Correlations of wind Speed in the Fujian-Zhejiang border region (left) and the taiwan strait region (right) with ozone mass concentrations in cities of Fujian Province
| 城市臭氧质量浓度 | r | p | 城市臭氧质量浓度 | r | p |
|---|---|---|---|---|---|
| 龙岩市 | 0.526 | 0.000 | 宁德市 | 0.664 | 0.000 |
| 三明市 | 0.445 | 0.001 | 南平市 | 0.660 | 0.000 |
| 漳州市 | 0.389 | 0.004 | 莆田市 | 0.633 | 0.000 |
| 南平市 | 0.372 | 0.006 | 福州市 | 0.612 | 0.000 |
| 厦门市 | 0.360 | 0.008 | 泉州市 | 0.608 | 0.000 |
| 泉州市 | 0.341 | 0.013 | 三明市 | 0.596 | 0.000 |
| 莆田市 | 0.317 | 0.021 | 龙岩市 | 0.553 | 0.000 |
| 福州市 | 0.253 | 0.068 | 厦门市 | 0.541 | 0.000 |
| 宁德市 | 0.184 | 0.188 | 漳州市 | 0.500 | 0.000 |
| 相关性指标 | 0-200 m | 200-500 m | >500 m |
|---|---|---|---|
| r | 0.996 | 0.941 | 0.947 |
| p | 0.000 | 0.000 | 0.000 |
Table 5 Correlations between O3-8h concentration variations at stations of different elevations and the overall variation across Fujian Province
| 相关性指标 | 0-200 m | 200-500 m | >500 m |
|---|---|---|---|
| r | 0.996 | 0.941 | 0.947 |
| p | 0.000 | 0.000 | 0.000 |
| 天气分型 | 48 h后向轨迹 类型 | 福建省O3-8h 均值 | O3-8h超标率/ % |
|---|---|---|---|
| 2022年S-SOM-I | 轨迹III | 88.1 | 28.2 |
| 2022年S-SOM-I | 轨迹V | 76.4 | 16.7 |
| 2022年S-SOM-II | 轨迹III | 101 | 55.0 |
| 2022年S-SOM-II | 轨迹V | 79.8 | 27.3 |
| 2022年S-SOM-III | 轨迹I | 111 | 63.2 |
| 2022年S-SOM-III | 轨迹III | 110 | 72.7 |
| 2022年S-SOM-IV | 轨迹I | 85.9 | 26.4 |
| 2022年S-SOM-IV | 轨迹III | 84.0 | 22.6 |
| 2022年S-SOM-IV | 轨迹IV | 81.0 | 13.9 |
| 2023年S-SOM-I | 轨迹III | 97.7 | 45.5 |
| 2023年S-SOM-I | 轨迹IV | 103 | 50.0 |
| 2023年S-SOM-I | 轨迹V | 78.9 | 0 |
| 2023年S-SOM-II | 轨迹III | 92.0 | 31.9 |
| 2023年S-SOM-II | 轨迹V | 78.3 | 15.4 |
| 2023年S-SOM-III | 轨迹I | 95.6 | 40.0 |
| 2023年S-SOM-III | 轨迹III | 88.9 | 33.3 |
| 2023年S-SOM-III | 轨迹IV | 84.3 | 26.3 |
| 2023年S-SOM-IV | 轨迹I | 92.3 | 40.0 |
| 2023年S-SOM-IV | 轨迹III | 87.9 | 30.0 |
| 2023年S-SOM-V | 轨迹I | 86.1 | 29.1 |
| 2023年S-SOM-V | 轨迹III | 83.5 | 31.9 |
| 2023年S-SOM-V | 轨迹IV | 84.5 | 26.6 |
Table 6 Statistical results of O3-8h in Fujian Province for different combinations of weather regime and backward trajectory types
| 天气分型 | 48 h后向轨迹 类型 | 福建省O3-8h 均值 | O3-8h超标率/ % |
|---|---|---|---|
| 2022年S-SOM-I | 轨迹III | 88.1 | 28.2 |
| 2022年S-SOM-I | 轨迹V | 76.4 | 16.7 |
| 2022年S-SOM-II | 轨迹III | 101 | 55.0 |
| 2022年S-SOM-II | 轨迹V | 79.8 | 27.3 |
| 2022年S-SOM-III | 轨迹I | 111 | 63.2 |
| 2022年S-SOM-III | 轨迹III | 110 | 72.7 |
| 2022年S-SOM-IV | 轨迹I | 85.9 | 26.4 |
| 2022年S-SOM-IV | 轨迹III | 84.0 | 22.6 |
| 2022年S-SOM-IV | 轨迹IV | 81.0 | 13.9 |
| 2023年S-SOM-I | 轨迹III | 97.7 | 45.5 |
| 2023年S-SOM-I | 轨迹IV | 103 | 50.0 |
| 2023年S-SOM-I | 轨迹V | 78.9 | 0 |
| 2023年S-SOM-II | 轨迹III | 92.0 | 31.9 |
| 2023年S-SOM-II | 轨迹V | 78.3 | 15.4 |
| 2023年S-SOM-III | 轨迹I | 95.6 | 40.0 |
| 2023年S-SOM-III | 轨迹III | 88.9 | 33.3 |
| 2023年S-SOM-III | 轨迹IV | 84.3 | 26.3 |
| 2023年S-SOM-IV | 轨迹I | 92.3 | 40.0 |
| 2023年S-SOM-IV | 轨迹III | 87.9 | 30.0 |
| 2023年S-SOM-V | 轨迹I | 86.1 | 29.1 |
| 2023年S-SOM-V | 轨迹III | 83.5 | 31.9 |
| 2023年S-SOM-V | 轨迹IV | 84.5 | 26.6 |
| 天气分型 | NO2质量浓度 | 2 m温度 | 相对湿度 | 10 m东北风速 | p值 |
|---|---|---|---|---|---|
| 2022年 S-SOM-Ⅰ | −0.253 | 0.368 | −0.609 | 0.556 | 0.000 |
| 2022年 S-SOM-Ⅲ | −0.350 | 0.383 | −0.525 | 0.301 | 0.000 |
Table 7 Correlations between ozone mass concentration and influencing factors under different weather regime
| 天气分型 | NO2质量浓度 | 2 m温度 | 相对湿度 | 10 m东北风速 | p值 |
|---|---|---|---|---|---|
| 2022年 S-SOM-Ⅰ | −0.253 | 0.368 | −0.609 | 0.556 | 0.000 |
| 2022年 S-SOM-Ⅲ | −0.350 | 0.383 | −0.525 | 0.301 | 0.000 |
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