Abstract
Aerosol optical properties were measured and analyzed through the ground-based remote sensing Aerosol Robotic Network (AERONET) over an urban-industrial site, Nanjing (32.21° N, 118.72° E, and 62 m above sea level), in the Yangtze River Delta, China, during September 2007–August 2008. The annual averaged values of aerosol optical depth (AOD500) and the Ångström exponent (AE440–870) were measured to be 0.94 ± 0.52 and 1.10 ± 0.21, respectively. The seasonal averaged values of AOD500 (AE440–870) were noticed to be high in summer (autumn) and low in autumn (spring). The characterization of aerosol types showed the dominance of mixed type followed by the biomass burning and urban-industrial type of aerosol at Nanjing. Subsequently, the curvature (a 2) obtained from the second-order polynomial fit and the second derivative of AE (α′) were also analyzed to understand the dominant aerosol type. The single scattering albedo at 440 nm (SSA440) varied from 0.88 to 0.93 with relatively lower (higher) values during the summer (spring), suggesting an increase in black carbon and mineral dust (desert dust) aerosols of absorbing (scattering) nature. The averaged monthly and seasonal evolutions of shortwave (0.3–4.0 μm) direct aerosol radiative forcing (DARF) values were computed from the Santa Barbara DISORT Atmospheric Radiative Transfer (SBDART) model both at the top of atmosphere (TOA) and bottom of atmosphere (SUR) during the study period. Further, the aerosol forcing efficiency (AFE) and the corresponding atmospheric heating rates (AHR) were also estimated from the forcing within the atmosphere (ATM). The derived DARF values, therefore, produced a warming effect within the atmosphere due to strong absorption of solar radiation.
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References
Adesina AJ, Kumar KR, Sivakumar V, Griffith D (2014) Direct radiative forcing of urban aerosols over Pretoria (25.75°S, 28.28°E) using AERONET Sunphotometer data: first scientific results and environmental impact. J Environ Sci 26:2459–2474
Alam K, Trautmann T, Blaschke T (2011) Aerosol optical properties and radiative forcing over mega-city, Karachi. Atmos Res 101:773–782
Alam K, Trautmann T, Blaschke T, Majid H (2012) Aerosol optical and radiative properties during summer and winter season over Lahore and Karachi. Atmos Environ 50:234–245
Angstrom A (1964) The parameters of atmospheric turbidity. Tellus 16:64–75
Brock CA, Wagner NL, Anderson BE, Beyersdort A et al (2015) Aerosol optical properties in the southeastern United States in summer—part 2: sensitivity of aerosol optical depth to relative humidity and aerosol parameters. Atmos Chem Phys Discuss 15:31471–31499
Charlson RJ, Schwartz SE, Hales JM, Cess RD, Coakley JA, Hansen JE et al (1992) Climate forcing by anthropogenic aerosols. Science 255:423–430
Che H, Zhang XY, Chen HB, Damiri B, Goloub P, Li ZQ, Zhang XC, Wei Y, Zhou HG, Dong F, et al (2009) Instrument calibration and aerosol optical depth validation of the China aerosol remote sensing network. J Geophys Res 114
Che H, Xia X, Zhu J, Wang H, Wang Y, Sun J, Zhang X, Shi G (2014) Aerosol optical properties under the condition of heavy haze over an urban site of Beijing, China. Environ Sci Pollut Res. doi:10.1007/s11356-014-3415-5
Che H, Zhao H, Wu Y, Xia X, Zhu J, Dubovik O et al (2015) Application of aerosol optical properties to estimate aerosol type from ground-based remote sensing observation at urban area of northeastern China. J Atmos Solar Terres Phys 132:37–47
Chen J, Jiang H, Wang B et al (2012) Aerosol optical properties from sun photometric measurements in Hangzhou district, China. Int J Remote Sens 33:2451–2461
Cheng T, Xu C, Duan J, Wang Y et al (2015) Seasonal variation and difference of aerosol optical properties in columnar and surface atmospheres over Shanghai. Atmos Environ 123:315–326
Deng J, Wang T, Jiang Z et al (2012) Characterization of visibility and its affecting factors over Nanjing, China. Atmos Res 101:681–691
Di Sarra A, di Biagio C, Meloni D, Monteleone F, Pace G, Pugnaghi S, Sferlazzo D (2011) Shortwave and longwave radiative effects of the intense Saharan dust event of 25–26 March 2010 at Lampedusa (Mediterranean Sea). J Geophys Res 116:D23209. doi:10.1029/2011JD016238
Draxler RR, Rolph GD (2003) HYSPLIT (Hybrid Single-Particle Lagrangian Integrated Trajectory). Model access via the NOAA ARL READY Website. NOAA Air Resources Laboratory, Silver Spring, MD, http://www.arl.noaa.gov/ready/hysplit4.html
Dubovik O, King MA (2000) A flexible inversion algorithm for retrieval of aerosol optical properties from Sun and sky radiance measurements. J Geophys Res 105:20673–20696
Dubovik O, Holben BN, Eck TF, Smirnov A, Kaufman YJ, King MD, Tanre D, Slutsker I (2002) Variability of absorption and optical properties of key aerosol types observed in worldwide locations. J Atmos Sci 59:590–608
Eck TF, Holben BN, Reid JS, Dubovik O, Smirnov A, O’Neill NT, Slutsker I, Kinne S (1999) Wavelength dependence of the optical depth of biomass burning, urban, and desert dust aerosols. J Geophys Res 104. http://dx.doi.org/10.1029/1999JD900923
Eck TF, Holben BN, Dubovik O, Smirnov A, Glob P, Chen HB, et al (2005) Columnar aerosol optical properties at AERONET sites in central eastern Asia and aerosol transport to the tropical mid-Pacific. J Geophys Res 110. http://dx.doi.org/10.1029/2004JD005274
El-Metwally M, Alfaro SC, Wahab MMA, Favez O, Mohammed Z, Chatenet B (2011) Aerosol properties and associated radiative effects over Cairo (Egypt). Atmos Res 99:263–276
Esteve AR, Estelles V, Utrillas MP, Martinez-Lozano JA (2014) Analysis of the aerosol radiative forcing over a Mediterranean urban coastal site. Atmos Res 137:195–204
Giles DM, Holben BN, Eck TF, Sinyuk A, Smirnov A, Slutsker I, et al (2012) An analysis of AERONET aerosol absorption properties and classifications representative of aerosol source regions. J Geophys Res 117. http://dx.doi.org/10.1029/2012JD018127
Gobbi GP, Kaufman YJ, Koren I, Eck TF (2007) Classification of aerosol properties derived from AERONET direct sun data. Atmos Chem Phys 7:453–458
Goloub P, Li Z, Dubovik O, Blarel L, Podvin T, Jankowiak I, Lecoq R, Deroo C, Chatenet B, Morel JP, Cuevas E, Ramos R (2007) PHOTONS/AERONET sunphotometer network overview: description, activities, results. Proc SPIE 6936, doi:10.117/12.783171
Han Y, Wu YH, Wang T, Xie C, Zhao K, Zhuang BL, Li S (2015) Characterizing a persistent Asian dust transport event: optical properties and impact on air quality through the ground-based and satellite measurements over Nanjing, China. Atmos Environ 115:304–316
Holben BN, Eck TF, Slutsker I, Tanre D, Buis JP, Setzer A et al (1998) AERONET—a federated instrument network and data archive for aerosol characterization. Remote Sens Environ 66:1–16
IPCC (2013) Climate change 2013: the physical science basis: contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Stocker TF, Qin D, Plattner GK, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM (eds) Cambridge University Press, Cambridge, pp. 1535
Jacobson MZ (2001) Strong radiative heating due to mixing state of black carbon in atmospheric aerosols. Nature 409:695–697
Kaskaoutis DG, Badarinath KVS, Kharol SK, Sharma AR, Kambezidis HD (2009) Variations in the aerosol optical properties and types over the tropical urban site of Hyderabad, India. J Geophys Res 114:D22204. http://dx.doi.org/10.1029/2009JD012423
Kaskaoutis DG, Sinha PR, Vinoj V, Kosmopoulos PG, Tripathi SN, Misra A, Sharma M, Singh RP (2013) Aerosol properties and radiative forcing over Kanpur during severe aerosol loading conditions. Atmos Environ 79:7–19
Kedia S, Ramachandran S, Holben BN, Tripathi SN (2014) Quantification of aerosol type, and source of aerosols over the Indo-Gangetic plain. Atmos Environ 98:607–619
Kim S-W, Choi I–J, Yoon S-C (2010) A multiyear analysis of clear-sky aerosol optical properties and direct radiative forcing at Gosan, Korea (2001–2008). Atmos Res 95:279–287
Kumar KR, Sivakumar V, Reddy RR, Gopal KR, Adesina AJ (2013) Inferring wavelength dependence of AOD and Angstrom exponent over a sub-tropical station in South Africa using AERONET data: influence of meteorology, long-range transport and curvature effect. Sci Total Environ 461–462:397–408
Kumar KR, Sivakumar V, Reddy RR, Gopal KR, Adesina AJ (2014) Identification and classification of different aerosol types over a subtropical rural site in Mpumalanga, South Africa: Seasonal variations as retrieved from the AERONET Sunphotometer. Aerosol Air Qual Res 14:108–123
Kumar KR, Yin Y, Sivakumar V, Kang N, Yu X, Diao Y, Adesina AJ, Reddy RR (2015) Aerosol climatology and discrimination of aerosol types retrieved from MODIS, MISR, and OMI over Durban (29.88°S, 31.02°E), South Africa. Atmos Environ 117:9–18
Li S, Wang TJ, Xie M, Han Y, Zhuang BL (2015) Observed aerosol optical depth and angstrom exponent in urban area of Nanjing, China. Atmos Environ 123:350–356
Liou KN (2002) An introduction to atmospheric radiation. Elsevier, New York, p 583
Liu J, Zheng Y, Li Z, et al (2012) Seasonal variations of aerosol optical properties, vertical distribution and associated radiative effects in the Yangtze Delta region of China. J Geophys Res 117:D00K38. http://dx.doi.org/10.1029/2011JD016490
Pace G, di Sarra A, Meloni D, Piacentino S, Chamard P (2006) Aerosol optical properties at Lampedusa (central Mediterranean). 1. Influence of transport and identification of different aerosol types. Atmos Chem Phys 6:697–713
Pan L, Che H, Geng F et al (2010) Aerosol optical properties based on ground measurements over the Chinese Yangtze Delta Region. Atmos Environ 44:2587–2596
Pathak B, Subba T, Dahutia P, Bhuyan PK, Moorthy KK, Gogoi MM, Babu SS, et al (2015) Aerosol characteristics in north-east India using ARFINET spectral optical depth measurements. Atmos Environ. doi:10.1016/j.atmosenv.2015.07.038
Ramachandran S, Kedia S (2012) Radiative effects of aerosols over Indo-Gangetic plain: environmental (urban vs rural) and seasonal variations. Environ Sci Pollut Res 19:2159–2171
Ramanathan V, Crutzen PJ, Kiehl JT, Rosenfeld D (2001) Aerosols, climate, and the hydrological cycle. Science 294:2119–2124
Remer LA, Kaufman YJ, Tanre D, Matto S, Chu DA, Martins JV et al (2005) The MODIS aerosol algorithm products, and validation. J Atmos Sci 62:947–973
Ricchiazzi P, Yang S, Gautier C, Sowle D (1998) SBDART: a research and teaching software tool for plane-parallel radiative transfer in the earth’s atmosphere. Bull Am Meteorol Soc 79:2101–2114
Romero AS, Gonzalez JA, Calbo J, Lorenzo AS, Michalsky J (2016) Aerosol optical depth in a western Mediterranean site: an assessment of different methods. Atmos Res 174–175:70–84
Russell PB, Bergstorm RW, Shinozuka Y, Clarke AD, DeCarlo PF, Jimenez JL, Livingston JM, Redemann J et al (2010) Absorption Angstrom exponent in AERONET and related data as an indicator of aerosol composition. Atmos Chem Phys 10:1155–1169
Saha A, Mallet M, Roger JC, Dubuisson P, Piazzola J, Despiau S (2008) One year measurements of aerosol optical properties over an urban coastal site: effect on local direct radiative forcing. Atmos Res 90:195–202
Satheesh SK, Vinoj V, Moorthy KK (2010) Radiative effects of aerosols at an urban location in southern India: observations versus model. Atmos Environ 44:5295–5304
Schuster GL, Dubovik O, Holben BN (2006) Angstrom exponent and bimodal aerosol size distributions. J Geophys Res 111. http://dx.doi.org/10.1029/2005JD006328
Singh RP, Dey S, Tripathi SN, Tare V, Holben BN (2004) Variability of aerosol parameters over Kanpur city, northern India. J Geophys Res. doi:10.1029/2004JD004966
Sinha PR, Dumka UC, Manchanda RK, Kaskoutis DG, Sreenivasan S, Moorthy KK, Babu SS (2013) Contrasting aerosol characteristics and radiative forcing over Hyderabad, India due to seasonal meso-scale and synoptic scale processes. Quat J Royal Meteorol Soc 139:434–450
Smirnov A, Holben BN, Eck TF, Dubovik O, Slutsker I (2000) Cloud screening and quality control algorithms for the AERONET data base. Remote Sens Environ 73:337–349
Srivastava AK, Ram K, Singh S, Kumar S, Tiwari S (2015) Aerosol optical properties and radiative effects over Manora Peak in the Himalayan foothills: seasonal variability and role of transported aerosols. Sci Total Environ 502:287–295
Takemura T, Nakajima T (2004) Overview of SKYNET and its activities. Optica Pura y Aplcada 37:3303–3308
Tanre D, Kaufman YJ, Holben BN, Chatenet B, Karineli A, Lavenu F, Blarel L, Dubovik O, Remer L (2001) Climatology of dust aerosol size distribution and optical properties derived from remotely sensed data in the solar spectrum. J Geophys Res 106:205–218
Tiwari S, Srivastava AK, Singh AK, Singh S (2015) Identification of aerosol types over Indo-Gangetic Basin: implications to optical properties and associated radiative forcing. Environ Sci Pollut Res. doi:10.1007/s11356-015-4495-6
Twomey SA, Piepgrass M, Wolfe TL (1984) An assessment of the impact of pollution on the global albedo. Tellus 36B:356–366
Valenzuela A, Olmo EJ, Lyamani H, Anton M, Quirantes A, Alados-Arboledas L (2012) Aerosol radiative forcing during African desert dust events (2005–2010) over southeastern Spain. Atmos Chem Phys 12:10331–10351
Wang P, Che H, Zhang X et al (2010) Aerosol optical properties of regional background atmosphere in northeast China. Atmos Environ 44:4404–4412
Wang L, Gong W, Xia X, Zhu J, Li J, Zhu Z (2015) Long-term observations of aerosol optical properties at Wuhan, an urban site in central China. Atmos Environ 101:94–102
Wu Y, Zhu J, Che H, Xia X, Zhang R (2015) Column-integrated aerosol optical properties and direct radiative forcing based on sun photometer measurements at a semi-arid rural site in northeast China. Atmos Res 157:56–65
Xia X, Chen H, Wang P, Zhang W, Goloub P, Chatenet B, Eck TF, Holben BN (2006) Variation of column-integrated aerosol properties in a Chinese urban region. J Geophys Res 111:D05204. http://dx.doi.org/10.1029/2005JD006203
Xia X, Chen H, Goloub P, Zong X, Zhang W, Wang P (2013) Climatological aspects of aerosol optical properties in North China Plain based on ground and satellite remote-sensing data. J Quant Spectro Radiat Transf 127:12–23
Xia X, Che H, Zhu J, Chen H, Cong Z, Deng X et al (2016) Ground-based remote sensing of aerosol climatology in China: aerosol optical properties, direct radiative effects and its parameterization. Atmos Environ 124:243–251
Yu X, Ma J, Kumar KR, Zhu B, An J, He J, Li M (2016a) Measurement and analysis of surface aerosol optical properties over urban Nanjing in the Chinese Yangtze River Delta. Sci Total Environ 546:277–291
Yu X, Kumar KR, Lu R, Ma J (2016b) Changes in column aerosol optical properties during extreme haze-fog episodes in January 2013 over urban Beijing. Environ Pollut 210:217–226
Yu X, Lu R, Kumar KR, Ma J, et al (2016c) Dust aerosol properties and radiative forcing observed in spring during 2001–2014 over urban Beijing, China. Environ Sci Pollut Res. doi:10.1007/s11356-016-6727-9
Zhu J, Xia X, Che H, Wang J, Zhang J, Duan Y (2016) Study of aerosol optical properties at Kunming in southwest China and long-range transport of biomass burning aerosols from North Burma. Atmos Res 169:237–247
Zhuang BL, Wang TJ, Li S, Liu J, Talbot R, Mao HT, Yang XQ et al (2014) Optical properties and radiative forcing of urban aerosols in Nanjing, China. Atmos Environ 83:43–52
Acknowledgments
This work was supported by the Natural Science Foundation of Jiangsu Province (Grant No. BK20140996); the Key Laboratory for Aerosol-Cloud-Precipitation of China Meteorological Administration, NUIST (Grant No. KDW1404); the Strategic Priority Research Program (B) of the Chinese Academy of Sciences (Grant No. XDB05030104); the National Natural Science Foundation of China (Grant Nos. 41475142, 91544229); and the Qing Lan Project. Concerning the AERONET data used in this paper, we thank Prof. Bin Zhu, PI of NUIST site for his efforts in establishing and maintaining the site. Thanks are also due to Dr. Jing Wang for the upkeep of the instrument and availability of the online data. We also thank the MODIS and CALIPSO scientific teams and also the NOAA Air Resources Laboratory (ARL) for the provision of the HYSPLIT transport and dispersion model used in this study. The authors would like to acknowledge Prof. Gerhard Lammel, the Editor-in-Chief of the journal, and the two anonymous reviewers for their helpful comments and constructive suggestions toward the improvement of an earlier version of the manuscript.
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Kang, N., Kumar, K.R., Yu, X. et al. Column-integrated aerosol optical properties and direct radiative forcing over the urban-industrial megacity Nanjing in the Yangtze River Delta, China. Environ Sci Pollut Res 23, 17532–17552 (2016). https://doi.org/10.1007/s11356-016-6953-1
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DOI: https://doi.org/10.1007/s11356-016-6953-1