RESOURCES AND ENVIRONMENT IN THE YANGTZE BASIN >> 2015, Vol. 24 >> Issue (09): 1451-1457.doi: 10.11870/cjlyzyyhj201509002

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Estimating visibility of nanjing using modis aod data

LIU Zhen-bo1,2, ZHANG Ming-ming3, GE Yun-jian1,2, QIU Bin4   

  1. 1. Key Laboratory of Meteorological Disaster of Ministry of Education, Nanjing University of Information Science & Technology, Nanjing 210044, China;
    2. School of Geography and Remote Sensing, Nanjing University of Information Science & Technology, Nanjing 210044, China;
    3. Chizhou Meteorological Bureau of Anhui, Chizhou 247100, China;
    4. Pukou Meteorological Bureau of Nanjing, Nanjing 211800, China
  • Received:2014-11-29 Revised:2015-03-23 Online:2015-09-20

Abstract: Visibility is one of basic parameters in meteorological observation, which can be used to represent the degree of atmospheric quality. Accurate measurement of atmospheric visibility is important for both human health and transportation. Visibility measurement through ground-based instrumentation on regional scale is lacking. In this paper, seasonal models are fitted using visibility measurement data from meteorological observation station located in Nanjing university of Information Science & Technology and aerosol scale height data from MODIS aerosol optical depth production. Using the seasonal models, visibility distribution of Nanjing in 2013 was mapped and the temporal and spatial distribution of regional visibility over the Nanjing area was analyzed. The results showed that the aerosol scale height in summer had the highest value of 1.328 km and the value in winter had the lowest value of 0.587 6 km in the Nanjing City. According to the validation of estimated visibility values using meteorological station measurement data, the average absolute error and average relative error of estimated visibility values were 1.72 km and 30.71%, respectively. The seasonal average estimated visibility values present better consistency with measurement data with the seasonal average absolute error and relative error of 1.29 km and 14%, respectively. Spatial scale difference between the observational station data and remote sensing data was the main cause of estimation error. Furthermore, the high wind speed will increase the model estimation error through the analysis of synchronous observation wind data. The annual average visibility of 2013 over the Nanjing area is 6.07 km presenting an increasing trend from the city center to the suburbs. In the study area, the visibility values in different seasons were obviously different. Visibility value of summer was 9.93 km and it was higher than the other three seasons with visibility value. According to the natural and economic conditions in study area, the spatio-temporal distribution of visibility is mainly affected by weather and the arrangement of regional economic developments. Besides, the effect of human activities was also an important factor in affecting visibility value. A large number of construction projects in the city central areas in 2013 contributed to produce local dust weather which can result in high value of visibility.

Key words: visibility, aerosol optical depth, satellite remote sensing, MODIS

CLC Number: 

  • TP79
[1] 中国气象局.地面气象观测规范[M].北京:气象出版社,2003:149-152.
[2] KESSNER A L, WANG J, LEVY R C, et al. Remote sensing of surface visibility from space: A look at the United States East Coast[J]. Atmospheric Environment, 2013, 81: 136-147.
[3] 李成才,毛节泰,刘启汉,等.MODIS卫星遥感气溶胶产品在北京市大气污染研究中的应用[J].中国科学D辑 地球科学,2005,35(增刊Ⅰ):l77-186.
[4] 吴晓京,陈云浩,李三妹.应用MODIS数据对新疆北部大雾地面能见度和微物理参数的反演[J].遥感学报,2005,9(6):688-696.
[5] 吴文玉,孔芹芹,马晓群,等.基于MODIS数据的安徽区域日蒸散量估算与分析[J].长江流域资源与环境,2014,23(6):854-861.
[6] 林燕芬.大气气溶胶对能见度、云和降雨的影响机制[D].上海:复旦大学博士学位论文,2009.
[7] 罗云峰,吕达仁,何晴,等.华南沿海地区太阳直接辐射、能见度及大气气溶胶变化特征分析[J].气候与环境研究,2000,5(1):36-44.
[8] 尚 倩,李子华,杨 军,等.南京冬季大气气溶胶粒子谱分布及其对能见度的影响[J].环境科学,2011,32(9):2750-2760.
[9] 肖钟湧,江 洪,陈 健,等.利用MODIS遥感数据反演广州市气溶胶光学厚度[J].中国环境科学,2010,30(5):577-584.
[10] 任 佳,王振会,孙 林,等.基于MODIS数据反演江浙皖地区气溶胶光学厚度[J].环境科学与技术,2010,33(8):167-171.
[11] 王 缅,刘文清,陆亦怀,等.气溶胶前向散射大气能见度测量系统传递系数的标定及校准方法[J].光学技术,2008,34(3):334-337.
[12] 王 静,杨复沫,王鼎益,等.北京市MODIS气溶胶光学厚度和PM2.5质量浓度的特征及其相关性[J].中国科学院研究生院学报,2010,27(1):10-16.
[13] 朱忠敏,龚 威,余 娟,等.水平能见度与气溶胶光学厚度转换模型的适用性分析[J].武汉大学学报·信息科学版,2010,35(9):1086-1090.
[14] 孙 娟,束 炯,鲁小琴,等.上海地区气溶胶特征及MODIS气溶胶产品在能见度中的应用[J].环境污染与防治,2007,29(2):127-131.
[15] WANG L L, WANG Y S, XIN J Y, et al. Assessment and comparison of three years of Terra and Aqua MODIS Aerosol Optical Depth Retrieval (C005) in Chinese terrestrial regions[J]. Atmospheric Research, 2010, 97(1/2): 229-240.
[16] 叶懿安,朱继业,李升峰,等.长三角城市工业碳排放及其经济增长关联性分析[J].长江流域资源与环境,2013,22(3):257-262.
[17] 南京市气象台.南京2013年气候分析[EB/OL].(2014-01-14).http://js.people.com.cn/html/2014/01/16/282708.html.
[18] 朱爱华,李成才,刘桂青,等.北京地区MODIS卫星遥感气溶胶资料的检验与应用[J].环境科学学报,2004,24(1):86-90.
[19] KOSCHMIEDER H. Theorie der horizontalen Sichtweite: Kontrast und Sichtweite[M].Keim & Nemnich, 1925.
[20] 盛立芳,申莉莉,李秀镇,等.水平能见度经验公式在青岛沿海地区的应用[J].中国海洋大学学报,2009,39(5):877-882.
[21] 范 伟,韩 永,王 毅,等.内陆和沿海地区大气气溶胶标高的测量分析[J].红外与激光工程,2006,35(5):532-535.
[22] 张倩倩.基于MODIS数据的雾霾检测方法研究[D].南京:南京师范大学硕士学位论文,2012.
[23] 毛节泰,刘晓阳,李成才,等.MODIS卫星遥感北京地区气溶胶光学厚度及与地面光度计遥感的对比[J].应用气象学报,2002,13(特刊):127-135.
[24] 李成才.MODIS遥感气溶胶光学厚度及应用于区域环境大气污染研究[D].北京:北京大学博士学位论文,2002.
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