A synergy of linear model and wavelet analysis towards space-time characterization of aerosol optical depth (AOD) during pre-monsoon season (2007-2016) over Indian sub-continent

被引:11
作者
Barik, Gunadhar [1 ]
Acharya, Prasenjit [1 ]
Maiti, Arabinda [1 ]
Gayen, Bijoy Krishna [2 ]
Bar, Somnath [3 ]
Sarkar, Ashis [1 ]
机构
[1] Vidyasagar Univ, Dept Geog, Midnapore 721102, W Bengal, India
[2] Vidyasagar Univ, Dept Remote Sensing & GIS, Midnapore 721102, W Bengal, India
[3] Cent Univ Jharkhand, Dept Geoinformat, Jharkhand 835205, India
关键词
AOD; Mann-Kendall test; Wavelet transformation; MODIS; MISR; INDO-GANGETIC PLAINS; SULFATE AEROSOLS; MODIS; RAINFALL; VARIABILITY; AERONET; TRENDS; SITES; LIDAR; LAND;
D O I
10.1016/j.jastp.2020.105478
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The pre-monsoon aerosol concentration plays a significant role in modifying precipitation amount over the In-dian sub-continent. A large variety of aerosol from different sources produces a complex radiative and climate response through the interaction with the hydrometeorological parameters. In this study, we analyzed the spacetime dynamics of aerosol optical depth (AOD) in relation to the meteorological and surface parameters over Indian sub-continent during pre-monsoon season from 2007 to 2016. The level-3 daily aerosol products from Moderate Resolution Imaging Spectroradiometer (MODIS) and Multi-angle Imaging Spectroradiometer (MISR) were used. The IMD gridded rainfall and temperature, ECMWF derived RH and wind velocity, and GLADS derived soil moisture data were also used at daily time scale. For the space-time model, the Mann-Kendall trend test and a pixel-based multiple linear regression were used, while, wavelet transformation was used on these daily observations for analyzing periodicities of AOD. The time-series average shows moderate to high AOD (0.4-0.8), including a consistent positive anomaly in the Indo-Gangetic basin (IGP) in north India. A significant inter-annual variation is also observed both in MODIS and MISR datasets. The trend statistics shows an increasing trend of aerosol concentration in the eastern and southern India. The linear regression shows a variable response of AOD with changing magnitude of meteorological factors. However, a substantial spatial coverage of significantly decreased AOD is observed with increasing soil moisture content (beta <-0.04). The wavelet analysis manifests the abundances of 32-128 days of cycle with a periodic interjection of 8-32 days of cycle suggesting occurrence of fine and coarse mode aerosols events, respectively. The coherency of time series AOD and other covariates shows varying leading and lagging dynamics in these two principal periodicities. The findings, however, evidenced a notable difference in the space-time patterns of AOD in MODIS and MISR datasets. The analyzed AOD cycles are coincided with the Madden-Julian-Oscillation (MJO) that recurs every 30-60 days interval. The findings also support the theoretical proposition of elevated heat pump theory (EHP) driven by fine mode aerosols for occurring pre-monsoon and monsoon precipitation over the Indian sub-continent. The analyzed periodicity of AOD can provide useful insights in studying the short/long term variability of precipitation over polluted environments during the pre-monsoon season.
引用
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页数:12
相关论文
共 91 条
  • [1] Seasonal variability in aerosol optical depth over India: a spatio-temporal analysis using the MODIS aerosol product
    Acharya, Prasenjit
    Sreekesh, S.
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 2013, 34 (13) : 4832 - 4849
  • [2] Evaluating MODIS and MISR aerosol optical depth retrievals over environmentally distinct sites in Pakistan
    Ali, Gohar
    Bao, Yansong
    Boiyo, Richard
    Tang, Weiyao
    Lu, Qifeng
    Min, Jinzhong
    [J]. JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS, 2019, 183 : 19 - 35
  • [3] Inferring absorbing organic carbon content from AERONET data
    Arola, A.
    Schuster, G.
    Myhre, G.
    Kazadzis, S.
    Dey, S.
    Tripathi, S. N.
    [J]. ATMOSPHERIC CHEMISTRY AND PHYSICS, 2011, 11 (01) : 215 - 225
  • [4] Badarinath KVS, 2006, CURR SCI INDIA, V91, P1085
  • [5] Long-range transport of aerosols from agriculture crop residue burning in Indo-Gangetic Plains-A study using LIDAR, ground measurements and satellite data
    Badarinath, K. V. S.
    Kharol, Shailesh Kumar
    Sharma, Anu Rani
    [J]. JOURNAL OF ATMOSPHERIC AND SOLAR-TERRESTRIAL PHYSICS, 2009, 71 (01) : 112 - 120
  • [6] Characterization of aerosols from biomass burning - a case study from Mizoram (Northeast), India
    Badarinath, KVS
    Latha, KM
    Chand, TRK
    Gupta, PK
    Ghosh, AB
    Jain, SL
    Gera, BS
    Singh, R
    Sarkar, AK
    Singh, N
    Parmar, RS
    Koul, S
    Kohli, R
    Nath, S
    Ojha, VK
    Singh, G
    [J]. CHEMOSPHERE, 2004, 54 (02) : 167 - 175
  • [7] Planetary scale modulations in aerosol properties at Delhi, in the Indo-Gangetic Plain: a quantitative analysis from intra-seasonal to inter-annual timescales
    Beegum, S. Naseema
    Lodhi, Neelesh K.
    Singh, Sachchidanand
    [J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2016, 36 (10) : 3469 - 3478
  • [8] Large scale modulations of spectral aerosol optical depths by atmospheric planetary waves
    Beegum, S. Naseema
    Moorthy, K. Krishna
    Babu, S. Suresh
    Reddy, R. Ramakrishna
    Gopal, K. Rama
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2009, 36
  • [9] Berrisford P., 2009, ERA REP SER, V1, P1
  • [10] Cheng L., 2019, INT J ENV RES PUB HE, V16, P1