东北城市群大气污染立体观测与研究进展

doi:10.3969/j.issn.1673-503X.2023.03.017

Abstract

Abstract:

Based on the project achievements of the National Key R & D Program of China "Three-dimensional monitoring technology system for combined air pollution in Harbin-Changchun Urban Agglomeration", this paper reviewed the main processes of the three-dimensional observation, characteristics, and formation mechanism of air pollution in urban agglomerations of Northeast China in recent years.We introduced the distribution and development of a monitoring network of air pollution in this region, summarized the spatiotemporal characteristics of air pollutants, optical properties, and chemical composition of aerosols, and analyzed the structure and physical process of planetary boundary layer and their impact on the formation and evolution of air pollution.Finally, we pointed out that it still needs to strengthen the research on the joint control of PM_2.5 and ozone pollution and the impact of aerosol-PBL interaction mechanism on air pollution in urban agglomerations in Northeast China.

Key words: Urban agglomeration in Northeast China, Air pollution, Three-dimensional observation, Planetary boundary layer, Formation mechanism

CLC Number:

P429

Xiao-lan LI,Yan-jun MA,Yang-feng WANG,Hu-jia ZHAO,Ye HONG,Ning-wei LIU,Yun-hai ZHANG. Review on three-dimensional monitoring and research progress on air pollution in urban agglomerations of Northeast China[J]. Journal of Meteorology and Environment, 2023, 39(3): 140-153.

Figures/Tables 12

Fig.1

Table 1

Fig.2

Table 2

Observational instruments and items in the monitoring network of atmospheric environment in the Harbin- Changchun Urban Agglomeration in autumn and winter from 2017 to 2019"

站点类型	站点位置	观测仪器/型号	观测内容
城市站	吉林长春 (北海超级站)	1.移动式空气质量监测仪/青岛和诚H6 .小流量采样器/青岛和诚HC-1010 3.大流量采样器/丹东百特BTPM-HS10 4.气溶胶化学成分组成监测仪/AIM3000T 5.有机碳/元素碳分析仪/RT-4 6.黑碳气溶胶监测仪/AE-31	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样 3.PM₁₀滤膜采样 4.水溶性离子及NH₃, HNO₃等气体成分浓度 5.PM_2.5中的有机碳和元素碳质量浓度 6.黑碳气溶胶质量浓度
	吉林松原	1.移动式空气质量监测仪/青岛和诚H6 2.小流量采样器/丹东百特BTPM-HS10	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样
	黑龙江哈尔滨香坊区	1.移动式空气质量监测仪/青岛和诚H6 2.小流量采样器/青岛和诚HC-1010 3.大流量采样器/丹东百特BTPM-HS10	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样 3.PM₁₀滤膜采样
	黑龙江大庆	1.移动式空气质量监测仪/青岛和诚H6 2.小流量采样器/青岛和诚HC-1010 3.大流量采样器/丹东百特BTPM-HS10	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样 3.PM₁₀滤膜采样
郊区站	吉林长春东北地理所	1.移动式空气质量监测仪/青岛和诚H6 2.小流量采样器/青岛和诚HC-1010 3.大流量采样器/丹东百特BTPM-HS10	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样 3.PM₁₀滤膜采样
	吉林永吉	1.移动式空气质量监测仪/青岛和诚H6 2.小流量采样器/青岛和诚HC-1010	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样
	黑龙江哈尔滨松北区	1.移动式空气质量监测仪/青岛和诚H6 2.小流量采样器/青岛和诚HC-1010 3.大流量采样器/丹东百特BTPM-HS10 4.颗粒物监测激光雷达/深圳大舜DSL-A 5.微波辐射计/MP-3000A	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样 3.PM₁₀滤膜采样 4.气溶胶消光系数廓线 5.气温、相对湿度、水汽密度和液态水含量廓线
	黑龙江绥化	1.移动式空气质量监测仪/青岛和诚H6 2.小流量采样器/青岛和诚HC-1010	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样
农村站	吉林榆树	1.移动式空气质量监测仪/青岛和诚H6 2.小流量采样器/青岛和诚HC-1010 3.大流量采样器/丹东百特BTPM-HS10 4.颗粒物监测激光雷达/深圳大舜DSL-A 5.微波辐射计/QFW-6000	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样 3.PM₁₀滤膜采样 4.气溶胶消光系数廓线 5.气温、相对湿度、水汽密度和液态水含量廓线
	吉林四平	1.移动式空气质量监测仪/青岛和诚H6 2.小流量采样器/青岛和诚HC-1010 3.颗粒物监测激光雷达/深圳大舜DSL-A 4.微波辐射计/MWP967KV	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样 3.气溶胶消光系数廓线 4.气温、相对湿度、水汽密度和液态水含量廓线
	黑龙江肇东	1.移动式空气质量监测仪/青岛和诚H6 2.小流量采样器/青岛和诚HC-1010	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样
	黑龙江宾县	1.移动式空气质量监测仪/青岛和诚H6 2.小流量采样器/青岛和诚HC-1010 3.大流量采样器/丹东百特BTPM-HS10	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样 3.PM₁₀滤膜采样
背景站	吉林岗子	1.移动式空气质量监测仪/青岛和诚H6 2.小流量采样器/青岛和诚HC-1010	1.PM₁₀、PM_2.5、SO₂、NO₂、CO和O₃质量浓度 2.PM_2.5滤膜采样

Table 2

Table 3

Fig.3

Fig.4

Fig.5

Fig.6

Fig.7

Fig.8

Fig.9

References 58

1	Shao M , Tang X Y , Zhang Y H , et al. City clusters in China: air and surface water pollution[J]. Frontiers in Ecology and the Environment, 2006, 4 (7): 353- 361. doi: 10.1890/1540-9295(2006)004[0353:CCICAA]2.0.CO;2
2	Zhang H L , Wang Y G , Hu J L , et al. Relationships between meteorological parameters and criteria air pollutants in three megacities in China[J]. Environmental Research, 2015, 140, 242- 254. doi: 10.1016/j.envres.2015.04.004
3	陈卫卫, 刘阳, 吴雪伟, 等. 东北区域空气质量时空分布特征及重度污染成因分析[J]. 环境科学, 2019, 40 (11): 4810- 4823.
4	Li X L , Wang Y F , Shen L D , et al. Characteristics of boundary layer structure during a persistent haze event in the central Liaoning City Cluster, Northeast China[J]. Journal of Meteorological Research, 2018, 32 (2): 302- 312. doi: 10.1007/s13351-018-7053-6
5	Chen Z H , Cheng S Y , Li J B , et al. Relationship between atmospheric pollution processes and synoptic pressure patterns in northern China[J]. Atmospheric Environment, 2008, 42 (24): 6078- 6087. doi: 10.1016/j.atmosenv.2008.03.043
6	Liu S H , Liu Z X , Li J , et al. Numerical simulation for the coupling effect of local atmospheric circulations over the area of Beijing, Tianjin and Hebei province[J]. Science in China Series D: Earth Science, 2019, 52 (3): 382- 392.
7	Zhu J L , Liao H , Li J P . Increases in aerosol concentrations over eastern China due to the decadal-scale weakening of the East Asian summer monsoon[J]. Geophysical Research Letters, 2012, 39 (9): L09809.
8	Hu X M , Ma Z Q , Lin W L , et al. Impact of the Loess Plateau on the atmospheric boundary layer structure and air quality in the North China Plain: a case study[J]. Science of the Total Environment, 2014, 499, 228- 237. doi: 10.1016/j.scitotenv.2014.08.053
9	Tang G Q , Zhang J Q , Zhu X W , et al. Mixing layer height and its implications for air pollution over Beijing, China[J]. Atmospheric Chemistry and Physics, 2016, 16 (4): 2459- 2475. doi: 10.5194/acp-16-2459-2016
10	Wei W , Zhang H S , Wu B G , et al. Intermittent turbulence contributes to vertical dispersion of PM_2.5 in the North China Plain: cases from Tianjin[J]. Atmospheric Chemistry and Physics, 2018, 18 (17): 12953- 12967. doi: 10.5194/acp-18-12953-2018
11	Li X L , Hu X M , Ma Y J , et al. Impact of planetary boundary layer structure on the formation and evolution of air-pollution episodes in Shenyang, Northeast China[J]. Atmospheric Environment, 2019, 214, 116850. doi: 10.1016/j.atmosenv.2019.116850
12	Yang T , Gbaguidi A , Yan P Z , et al. Model elucidating the sources and formation mechanisms of severe haze pollution over Northeast mega-city cluster in China[J]. Environmental Pollution, 2017, 230, 692- 700. doi: 10.1016/j.envpol.2017.06.007
13	Ma S Q , Chen W W , Zhang S C , et al. Characteristics and cause analysis of heavy haze in Changchun city in Northeast China[J]. Chinese Geographical Science, 2017, 27 (6): 989- 1002. doi: 10.1007/s11769-017-0922-6
14	Miao Y C , Guo J P , Liu S H , et al. Impacts of synoptic condition and planetary boundary layer structure on the trans-boundary aerosol transport from Beijing-Tianjin-Hebei region to northeast China[J]. Atmospheric Environment, 2018, 181, 1- 11. doi: 10.1016/j.atmosenv.2018.03.005
15	Li X L , Wang Y F , Zhao H J , et al. Characteristics of pollutants and boundary layer structure during two haze events in summer and autumn 2014 in Shenyang, Northeast China[J]. Aerosol and Air Quality Research, 2018, 18 (2): 386- 396. doi: 10.4209/aaqr.2017.03.0100
16	Zhao H J , Che H Z , Zhang L , et al. How aerosol transport from the North China plain contributes to air quality in northeast China[J]. Science of the Total Environment, 2020, 738, 139555. doi: 10.1016/j.scitotenv.2020.139555
17	Chen W W , Zhang S C , Tong Q S , et al. Regional characteristics and causes of haze events in Northeast China[J]. Chinese Geographical Science, 2018, 28 (5): 836- 850. doi: 10.1007/s11769-018-0965-3
18	Li R M , Chen W W , Xiu A J , et al. A comprehensive inventory of agricultural atmospheric particulate matters (PM₁₀ and PM_2.5) and gaseous pollutants (VOCs, SO₂, NH₃, CO, NO_x and HC) emissions in China[J]. Ecological Indicators, 2019, 107, 105609. doi: 10.1016/j.ecolind.2019.105609
19	Li X L , Ma Y J , Wang Y F , et al. Temporal and spatial analyses of particulate matter (PM₁₀ and PM_2.5) and its relationship with meteorological parameters over an urban city in northeast China[J]. Atmospheric Research, 2017, 198, 185- 193. doi: 10.1016/j.atmosres.2017.08.023
20	Li X L , Hu X M , Shi S Y , et al. Spatiotemporal variations and regional transport of air pollutants in two urban agglomerations in Northeast China Plain[J]. Chinese Geographical Science, 2019, 29 (6): 917- 933. doi: 10.1007/s11769-019-1081-8
21	Li L G , Zhao Z Q , Wang H B , et al. Concentrations of four major air pollutants among ecological functional zones in Shenyang, Northeast China[J]. Atmosphere, 2020, 11 (10): 1070. doi: 10.3390/atmos11101070
22	Liu N W , Ren W H , Li X L , et al. Distribution and urban-suburban differences in ground-level ozone and its precursors over Shenyang, China[J]. Meteorology and Atmospheric Physics, 2019, 131 (3): 669- 679. doi: 10.1007/s00703-018-0598-1
23	Gao C , Xiu A , Zhang X L , et al. Spatiotemporal characteristics of ozone pollution and policy implications in Northeast China[J]. Atmospheric Pollution Research, 2020, 11 (2): 357- 369. doi: 10.1016/j.apr.2019.11.008
24	马雁军, 赵胡笳, 刘宇飞, 等. 中国东北地区重污染事件气溶胶浓度变化与天气形势分析[J]. 气象与环境学报, 2021, 37 (5): 13- 19.
25	Zhao H J , Che H Z , Zhang X Y , et al. Aerosol optical properties over urban and industrial region of Northeast China by using ground-based sun-photometer measurement[J]. Atmospheric Environment, 2013, 75, 270- 278. doi: 10.1016/j.atmosenv.2013.04.048
26	Zhao H J , Che H Z , Wang Y Q , et al. Investigation of the optical properties of aerosols over the coastal region at Dalian, Northeast China[J]. Atmosphere, 2016, 7 (8): 103. doi: 10.3390/atmos7080103
27	Zhao H J , Che H Z , Wang Y Q , et al. Aerosol vertical distribution and typical air pollution episodes over northeastern China during 2016 analyzed by ground-based lidar[J]. Aerosol and Air Quality Research, 2018, 18 (4): 918- 937. doi: 10.4209/aaqr.2017.09.0327
28	Zhao H J , Che H Z , Xia X G , et al. Multiyear ground-based measurements of aerosol optical properties and direct radiative effect over different surface types in Northeastern China[J]. Journal of Geophysical Research: Atmospheres, 2018, 123 (24): 13887- 13916.
29	Zhao H J , Ma Y J , Wang Y Q , et al. Aerosol and gaseous pollutant characteristics during the heating season (winter-spring transition) in the Harbin-Changchun megalopolis, northeastern China[J]. Journal of Atmospheric and Solar-Terrestrial Physics, 2019, 188, 26- 43. doi: 10.1016/j.jastp.2019.03.001
30	Zhao H J , Che H Z , Gui K , et al. Interdecadal variation in aerosol optical properties and their relationships to meteorological parameters over northeast China from 1980 to 2017[J]. Chemosphere, 2020, 247, 125737. doi: 10.1016/j.chemosphere.2019.125737
31	Ma Y J , Zhao H J , Dong Y S , et al. Comparison of two air pollution episodes over Northeast China in winter 2016/17 using ground-based lidar[J]. Journal of Meteorological Research, 2018, 32 (2): 313- 323. doi: 10.1007/s13351-018-7047-4
32	洪也, 周德平, 马雁军, 等. 沈阳市夏秋季节大气细颗粒物元素浓度及分布特征[J]. 中国环境科学, 2010, 30 (7): 972- 979.
33	洪也, 马雁军, 韩文霞, 等. 沈阳市冬季大气颗粒物元素浓度及富集因子的粒径分布[J]. 环境科学学报, 2011, 31 (11): 2336- 2346.
34	Hong Y , Li C L , Li X L , et al. Analysis of compositional variation and source characteristics of water-soluble ions in PM_2.5 during several winter-haze pollution episodes in Shenyang, China[J]. Atmosphere, 2018, 9 (7): 280. doi: 10.3390/atmos9070280
35	Hong Y , Ma Y J , Sun J Y , et al. Water-soluble ion components of PM₁₀ during the winter-spring season in a typical polluted city in Northeast China[J]. Environmental Science and Pollution Research, 2019, 26 (7): 7055- 7070. doi: 10.1007/s11356-019-04199-x
36	Zhang M D , Zhang S C , Bao Q Y , et al. Temporal variation and source analysis of carbonaceous aerosol in industrial cities of Northeast China during the Spring Festival: the case of Changchun[J]. Atmosphere, 2020, 11 (9): 991. doi: 10.3390/atmos11090991
37	马雁军, 李晓岚, 张云海, 等. 2016年12月沈阳地区一次持续性重污染天气成因机制分析[J]. 环境化学, 2020, 39 (12): 3346- 3352.
38	Zhao H J , Che H Z , Xia X G , et al. Climatology of mixing layer height in China based on multi-year meteorological data from 2000 to 2013[J]. Atmospheric Environment, 2019, 213, 90- 103. doi: 10.1016/j.atmosenv.2019.05.047
39	Li X L , Ma Y J , Wang Y F , et al. Vertical distribution of particulate matter and its relationship with planetary boundary layer structure in Shenyang, Northeast China[J]. Aerosol and Air Quality Research, 2019, 19 (11): 2464- 2476. doi: 10.4209/aaqr.2019.06.0311
40	马雁军, 刘宁微, 王扬锋, 等. 辽宁中部城市群大气环境研究进展[J]. 气象科技进展, 2012, 2 (2): 19- 24.
41	Yan P , Pan X L , Tang J , et al. Hygroscopic growth of aerosol scattering coefficient: a comparative analysis between urban and suburban sites at winter in Beijing[J]. Particuology, 2009, 7 (1): 52- 60. doi: 10.1016/j.partic.2008.11.009
42	Tijjani B I , Uba S . The effect of hygroscopic growth on urban aerosols[J]. Advances in Physics Theories and Applications, 2013, 25, 58- 75.
43	Huang R J , Zhang Y L , Bozzetti C , et al. High secondary aerosol contribution to particulate ]pollution during haze events in China[J]. Nature, 2014, 514 (7521): 218- 222. doi: 10.1038/nature13774
44	Wang G H , Zhang R Y , Gomez M E , et al. Persistent sulfate formation from London Fog to Chinese haze[J]. Proceedings of the National Academy of Sciences of the United States of America, 2016, 113 (48): 13630- 13635.
45	Zhang K , Wang D F , Bian Q G , et al. Tethered balloon-based particle number concentration, and size distribution vertical profiles within the lower troposphere of Shanghai[J]. Atmospheric Environment, 2017, 154, 141- 150. doi: 10.1016/j.atmosenv.2017.01.025
46	Xu X , Lin W , Wang T , et al. Long-term trend of surface ozone at a regional background station in eastern China 1991-2006:enhanced variability[J]. Atmospheric Chemistry and Physics, 2008, 8 (10): 2595- 2607. doi: 10.5194/acp-8-2595-2008
47	Deng X J , Li F , Li Y H , et al. Vertical distribution characteristics of PM in the surface layer of Guangzhou[J]. Particuology, 2015, 20, 3- 9. doi: 10.1016/j.partic.2014.02.009
48	Wang S H , Welton E J , Holben B N , et al. Vertical distribution and columnar optical properties of springtime biomass-burning aerosols over northern Indochina during 2014 7-SEAS Campaign[J]. Aerosol and Air Quality Research, 2015, 15 (5): 2037- 2050. doi: 10.4209/aaqr.2015.05.0310
49	Lu S J , Wang D S , Wang Z Y , et al. Investigating the role of meteorological factors in the vertical variation in PM_2.5 by unmanned aerial vehicle measurement[J]. Aerosol and Air Quality Research, 2019, 19 (7): 1493- 1507. doi: 10.4209/aaqr.2018.07.0266
50	Zhang H S , Zhang X Y , Li Q H , et al. Research progress on estimation of the atmospheric boundary layer height[J]. Journal of Meteorological Research, 2020, 34 (3): 482- 498. doi: 10.1007/s13351-020-9910-3
51	Miao Y C , Li J , Miao S G , et al. Interaction between planetary boundary layer and PM_2.5 pollution in megacities in China: a review[J]. Current Pollution Reports, 2019, 5 (4): 261- 271. doi: 10.1007/s40726-019-00124-5
52	Zhang Q , Zhang J , Qiao J , et al. Relationship of atmospheric boundary layer depth with thermodynamic processes at the land surface in arid regions of China[J]. Science China Earth Sciences, 2011, 54 (10): 1586- 1594. doi: 10.1007/s11430-011-4207-0
53	Miao Y C , Liu S H , Guo J P , et al. Unraveling the relationships between boundary layer height and PM_2.5 pollution in China based on four-year radiosonde measurements[J]. Environmental Pollution, 2018, 243, 1186- 1195. doi: 10.1016/j.envpol.2018.09.070
54	Pan L , Xu J M , Tie X X , et al. Long-term measurements of planetary boundary layer height and interactions with PM_2.5 in Shanghai, China[J]. Atmospheric Pollution Research, 2019, 10 (3): 989- 996.
55	刘建, 范绍佳, 吴兑, 等. 珠江三角洲典型灰霾过程的边界层特征[J]. 中国环境科学, 2015, 35 (6): 1664- 1674.
56	桂海林, 江琪, 康志明, 等. 2016年冬季北京地区一次重污染天气过程边界层特征[J]. 中国环境科学, 2019, 39 (7): 2739- 2747.
57	Klein P M , Hu X M , Xue M . Impacts of mixing processes in nocturnal atmospheric boundary layer on urban ozone concentrations[J]. Boundary-Layer Meteorology, 2014, 150 (1): 107- 130.
58	Hu J , Li Y C , Zhao T L , et al. An important mechanism of regional O₃ transport for summer smog over the Yangtze River Delta in eastern China[J]. Atmospheric Chemistry and Physics, 2018, 18 (22): 16239- 16251.

站点	观测仪器	仪器型号	起始年份	观测内容
沈阳鞍山抚顺本溪	环境颗粒物分析仪	GRIMM-180	2006	PM₁、PM_2.5和PM₁₀质量浓度
	黑碳分析仪	AE-31	2006	黑碳质量浓度
	反应性气体分析仪	42c, 43c/42i, 43i	2006/2009	SO₂和NO₂质量浓度
	反应性气体分析仪	48i, 49i	2009	CO和O₃质量浓度
	能见度监测仪	FD12	2009	水平大气能见度
	太阳光度计	CE318	2009	气溶胶光学厚度、相函数、单词散射反照率、有效半径和体积浓度
沈阳	颗粒物监测仪	FH62C14	2009	PM₁₀和PM_2.5质量浓度
	在线气体组分及气溶胶监测系统	MARGA	2014	PM_2.5中的硫酸根、硝酸根、铵根等8种阴阳离子质量浓度
	单波段大气积分浊度仪	Aurora-1000	2014	颗粒物光散射系数
	大气颗粒物监测激光雷达	AGHJ-I-LIDAR	2015	气溶胶消光系数廓线
	过氧乙酰硝酸酯监测仪	PAN	2015	过氧乙酰硝酸酯(PAN)的质量浓度
	有机碳/元素碳分析仪	Sunset RT-4	2015	PM_2.5中有机碳/元素碳(OC/EC)的质量浓度
	四分量辐射仪	NR-Lite	2018	向上和向下的长短波辐射
	三波段大气积分浊度仪	Aurora-3000	2020	颗粒物光散射系数
	开路式CO₂/H₂O气体分析仪	LICOR-7500	2020	脉动量(u、v、w、H₂O、CO₂)
	大气挥发性有机物在线监测系统	AQMS-900VCM	2020	挥发性有机物(VOC)浓度
	微波辐射计	TK001	2020	气温、相对湿度、水汽密度和液态水含量垂直廓线

试验季节	观测时间	观测地点	观测内容
2016年秋冬季	2016年11月19日至12月6日和12月17—23日(共25 d)	沈阳	风速、风向、温度和相对湿度廓线
2018年秋冬季	2018年10月29日至12月8日(共41 d)	沈阳、长春、哈尔滨、榆树	风速、风向、温度和相对湿度廓线; PM₁、PM_2.5和PM₁₀质量浓度廓线
2020年冬季	2020年1月1—20日(共20 d)	沈阳、哈尔滨、长春	风速、风向、温度、相对湿度和气压廓线

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Review on three-dimensional monitoring and research progress on air pollution in urban agglomerations of Northeast China

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