RESOURCES AND ENVIRONMENT IN THE YANGTZE BASIN >> 2017, Vol. 26 >> Issue (02): 264-272.doi: 10.11870/cjlyzyyhj201702012

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AN ANALYSIS OF THE SPATIAL-TEMPORAL PATTERN AND INFLUENCING FCTORS OF PM2.5 IN THE YANGTZE RIVER DELTA IN 2015

MAO Wan-liu1, XU Jian-hua1, LU De-bin1,2, YANG Dong-yang1, ZHAO Jia-nan1   

  1. 1. School of Geographic Sciences, East China Normal University, Shanghai 200241, China;
    2. Department of Tourism and Geography, Tongren University, Tongren 554300, China
  • Received:2016-07-11 Revised:2016-10-31 Online:2017-02-20
  • Supported by:
    National Natural Science Foundation of China, (No.31470519)

Abstract: The increase of PM2.5 concentration has a vital influence on atmospheric visibility, human health and climate change. This paper adopts the monitoring data of the Yangtze River Delta in 2015, employs the analytical method of exploratory spatial data and relative coefficient method, and analyzes the spatial-temporal pattern and influencing factors of PM2.5 in cities of the Yangtze River Delta. The results showed that:1) The average annual concentration of PM2.5 in Yangtze River Delta region is 54.54 μg/m3. The level is high in spring & winter and low in summer & autumn in general. January and December are the months of most polluted, with widest range of pollution. The concentration is low in months during May to September. The average daily value of wave period in spring and winter is shorter and intense, while in summer and autumn is longer and gentle. 2) In 2015, the average annual concentration of PM2.5 in the Yangtze River Delta region is decreasing from Jiangsu to Zhejiang, which has the characteristics of high in north and low in south, local projecting. 3) In the Yangtze River Delta region, low concentration of PM2.5 in the urban agglomeration is mainly distributed in the coastal area of Zhejiang Province, and the high value agglomeration is mainly distributed in the South of Jiangsu area. 4) The soot emitted by burning and the quadratic transformations of precursor has a significant impact on the concentration of PM2.5 in Yangtze River Delta region. Wind speed and precipitation are the two important meteorological factors that affect the concentration of PM2.5.

Key words: PM2.5, spatial and temporal pattern, meteorological factor, Yangtze River Delta region

CLC Number: 

  • X513
[1] 李莉, 陈长虹, 黄成, 等. 长江三角洲地区大气O3和PM10的区域污染特征模拟[J]. 环境科学, 2008, 29(1):237-245.[LI L, CHEN C H, HUANG C, et al. Regional air pollution characteristics simulation of O3 and PM10 over Yangtze River Delta Region[J]. Environmental Science, 2008, 29(1):237-245.]
[2] GENG G N, ZHANG Q, MARTIN R V, et al. Estimating long-term PM2.5 concentrations in China using satellite-based aerosol optical depth and a chemical transport model[J]. Remote Sensing of Environment, 2015, 166:262-270.
[3] 邓君俊. 长三角地区霾天气形成机理和预报方法研究[D]. 南京:南京大学博士学位论文, 2011.[DENG J J. Study on the formation mechanism and forecasting methodology on haze weather in Yangtze River Delta[D]. Nanjing:Doctor Dissertation of Nanjing University, 2011.]
[4] YU S C, DENNIS R L, BHAVE P V, et al. Primary and secondary organic aerosols over the United States:estimates on the basis of observed organic carbon (OC) and elemental carbon (EC), and air quality modeled primary OC/EC ratios[J]. Atmospheric Environment, 2004, 38(31):5257-5268.
[5] KAN H D, CHEN R J, TONG S L. Ambient air pollution, climate change, and population health in China[J]. Environment International, 2012, 42:10-19.
[6] GUAN D B, SU X, ZHANG Q, et al. The socioeconomic drivers of China's primary PM2.5 emissions[J]. Environmental Research Letters, 2014, 9(2):024010.
[7] 潘月鹏, 贾琳, 田世丽, 等. 大气霾污染对农业生产的可能影响[J]. 农业环境科学学报, 2014, 33(11):2279-2280.[PAN Y P, JIA L, TIAN S L, et al. Potential effects of haze pollution on agriculture in China[J]. Journal of Agro-Environment Science, 2014, 33(11):2279-2280.]
[8] 杨复沫, 段凤魁, 贺克斌. PM2.5的化学物种采样与分析方法[J]. 中国环境监测, 2004, 20(5):14-20.[YANG F M, DUAN F K, HE K B. PM2.5 speciation sampling and analysis methods[J]. Environmental Monitoring in China, 2004, 20(5):14-20.]
[9] SHALTOUT A A, BOMAN J, AL-MALAWI D R, et al. Elemental composition of PM2.5 particles sampled in industrial and residential areas of Taif, Saudi Arabia[J]. Aerosol and Air Quality Research, 2013, 13(4):1356-1364.
[10] 郑玫, 张延君, 闫才青, 等. 上海PM2.5工业源谱的建立[J]. 中国环境科学, 2013, 33(8):1354-1359.[ZHENG M, ZHANG Y J, YAN C Q, et al. Establishing PM2.5 industrial source profiles in Shanghai[J]. China Environmental Science, 2013, 33(8):1354-1359.]
[11] 戴海夏, 宋伟民, 高翔, 等. 上海市A城区大气PM10、PM2.5污染与居民日死亡数的相关分析[J]. 卫生研究, 2004, 33(3):293-297.[DAI H X, SONG W M, GAO X, et al. Study on relationship between ambient PM10, PM2.5 pollution and daily mortality in a district in Shanghai[J]. Journal of Hygiene Research, 2004, 33(3):293-297.]
[12] FANG W X, YANG Y C, XU Z M. PM10 and PM2.5 and health risk assessment for heavy metals in a typical factory for cathode ray tube television recycling[J]. Environmental Science & Technology, 2013, 47(21):12469-12476.
[13] 王振波, 方创琳, 许光, 等. 2014年中国城市PM2.5浓度的时空变化规律[J]. 地理学报, 2015, 70(11):1720-1734.[WANG Z B, FANG C L, XU G, et al. Spatial-temporal characteristics of the PM2.5 in China in 2014[J]. Acta Geographica Sinica, 2015, 70(11):1720-1734.]
[14] CHEN L W A, CHOW J C, DODDRIDGE B G, et al. Analysis of a summertime PM2.5 and haze episode in the mid-Atlantic region[J]. Journal of the Air & Waste Management Association, 2003, 53(8):946-956.
[15] 黄巍, 龙恩深. 成都PM2.5与气象条件的关系及城市空间形态的影响[J]. 中国环境监测, 2014, 30(4):93-99.[HUANG W, LONG E S. The Relationship between PM2.5 and meteorological conditions in Chengdu and the impact of urban spatial morphology[J]. Environmental Monitoring in China, 2014, 30(4):93-99.]
[16] 戴昭鑫, 张云芝, 胡云锋, 等. 基于地面监测数据的2013~2015年长三角地区PM2.5时空特征[J]. 长江流域资源与环境, 2016, 25(5):813-821.[DAI Z X, ZHANG Y Z, HU Y F, et al. Spatial-temporal characteristics of PM2.5 in Yangtze River Delta (YRD) Region based on the ground monitoring data from 2013-2015[J]. Resources and Environment in the Yangtze Basin, 2016, 25(5):813-821.]
[17] 程真, 陈长虹, 黄成, 等. 长三角区域城市间一次污染跨界影响[J]. 环境科学学报, 2011, 31(4):686-694.[CHENG Z, CHEN C H, HUANG C, et al. Trans-boundary primary air pollution between cities in the Yangtze River Delta[J]. Acta Scientiae Circumstantiae, 2011, 31(4):686-694.]
[18] 李莉, 安静宇, 卢清. 清洁空气行动计划实施对长三角地区PM2.5污染改善效果模拟评估[J]. 环境科学研究, 2015, 28(11):1653-1661.[LI L, AN J Y, LU Q. Modeling assessment of PM2.5 concentrations under implementation of clean air action plan in the Yangtze River Delta Region[J]. Research of Environmental Sciences, 2015, 28(11):1653-1661.]
[19] 邓林, 吴俊锋, 任晓鸣, 等. 基于长三角地区空气重污染事件预警与应急机制的探讨[J]. 生态经济, 2014, 30(7):161-163, 178.[DENG L, WU J F, REN X M, et al. The discussion of heavy air pollution incident early warning and emergency mechanism based on Yangtze River Delta Region[J]. Ecological Economy, 2014, 30(7):161-163, 178.]
[20] 吕森林, 陈小慧, 吴明红, 等. 上海市PM2.5的物理化学特征及其生物活性研究[J]. 环境科学, 2007, 28(3):472-477.[LV S L, CHEN X H, WU M H, et al. Physicochemistry and bioreactivity characterization of fine particles (PM2.5) in Shanghai Air[J]. Environmental Science, 2007, 28(3):472-477.]
[21] 杨卫芬, 银燕, 魏玉香, 等. 霾天气下南京PM2.5中金属元素污染特征及来源分析[J]. 中国环境科学, 2010, 30(1):12-17.[YANG W F, YIN Y, WEI Y X, et al. Characteristics and sources of metal elements in PM2.5 during hazy days in Nanjing[J]. China Environmental Science, 2010, 30(1):12-17.]
[22] 焦荔, 包贞, 洪盛茂, 等. 杭州市大气细颗粒物PM2.5中多环芳烃含量特征研究[J]. 中国环境监测, 2009, 25(1):67-70.[JIAO L, BAO Z, HONG S M, et al. Study on the pollution characteristics of PAHs in Ambient PM2.5 of Hangzhou city[J]. Environmental Monitoring in China, 2009, 25(1):67-70.]
[23] 周天墨, 付强, 诸云强, 等. 空间自相关方法及其在环境污染领域的应用分析[J]. 测绘通报, 2013(1):53-56.[ZHOU T M, FU Q, ZHU Y Q, et al. Research on the application of spatial autocorrelation method in environmental pollution[J]. Bulletin of Surveying and Mapping, 2013(1):53-56.]
[24] 姜澒月, 闫亚琛, 李海蓉. 中国2013年城市大气污染现状及探索性空间数据分析[J]. 安全与环境学报, 2016, 16(2):352-357.[JIANG H Y, YAN Y C, LI H R. Urban air pollution status in-situ in China and an exploratory spatial data analysis in the year of 2013[J]. Journal of Safety and Environment, 2016, 16(2):352-357.]
[25] GOODCHILD M F, ANSELIN L, APPELBAUM R P, et al. Toward spatially integrated social science[J]. International Regional Science Review, 2000, 23(2):139-159.
[26] 王劲峰. 空间分析[M]. 北京:科学出版社, 2006:92-96.[WANG J F. Spatial Analysis[M]. Beijing:Science Press, 2006:92-96.]
[27] 卢德彬, 涂建军, 邹韬, 等. 基于GIS的重庆市经济空间差异的ESDA分析[J]. 西南大学学报(自然科学版), 2011, 33(8):157-161.[LU D B, TU J J, ZOU T, et al. An analysis of regional economic disparities of Chongqing based on ESDA and GIS[J]. Journal of Southwest University (Natural Science Edition), 2011, 33(8):157-161.]
[28] 徐建华. 计量地理学[M]. 北京:高等教育出版社, 2006.[XU J H. Quantitative Geography[M]. Beijing:Higher Education Press, 2006. (未找到本条文献英文信息, 请核对)]
[29] 王宏, 陈晓秋, 余永江, 等. 福州市PM2.5、PM2.5/PM10分布特征及与气象条件关系的初步分析[J]. 热带气象学报, 2014, 30(2):387-391.[WANG H, CHEN X Q, YU Y J, et al. Preliminary analyses on distribution characteristics of PM2.5、PM2.5/PM10 and its relationship with meteorological conditions in Fuzhou[J]. Journal of Tropical Meteorology, 2014, 30(2):387-391.]
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