Abstract
Retrieval of cloud parameters is fundamental for descriptions of the cloud process in weather and cloud models, and is also the base for theoretical and applicational investigations on weather modification, aerosol-cloud-precipitation interaction, cloud-radiative climate effects, and so on. However, it is still difficult to obtain full information of cloud parameters over a wide area under the current level of science and technology. Luckily, parameters at the top of clouds can be retrieved with the satellite spectrum remote sensing, which is useful in obtaining global cloud properties. In this paper, cloud parameters retrieved by the bispectral reflectance (BSR) method and other methods developed on the basis of the BSR are briefly summarized. Recent advances in studies on the indirect effects of aerosol on cloud parameters are reviewed. The relationships among cloud parameters and precipitation intensity, type, and structure are elaborated on, based upon the pixel-level merged datasets derived from daily measurements of precipitation radar and visible and infrared scanner, together with cloud parameters retrieved by the BSR. It is revealed that cloud particle effective radius and liquid water path near cloud tops are effective to identify the thickness and intensity of convective precipitating clouds. Furthermore, the differences in cloud parameters and precipitation intensity for precipitating and non-precipitating clouds over land and ocean are compared in this paper.
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Albrecht, B. A., 1989: Aerosols, cloud microphysics, and fractional cloudiness. Science, 245, 1227–1230.
Arking, A., and J. D. Childs, 1985: Retrieval of cloud cover parameters from multispectral images. J. Appl. Meteor., 24, 322–334.
Baum, B. A., R. F. Arduini, B. A. Wielicki, et al., 1994: Multilevel cloud retrieval using multispectral HIRS and AVHRR data: Nighttime oceanic analysis. J. Geophy. Res., 99, 5499–5514.
—, R. A. Frey, G. G. Mace, et al., 2003: Nighttime multilayered cloud detection using MODIS and ARM data. J. Appl. Meteor., 42, 905–919.
Chen, R., F. L. Chang, Z. Q. Li, et al., 2007: Impact of the vertical variation of cloud droplet size on the estimation of cloud liquid water path and rain detection. J. Atmos. Sci., 64, 3843–3853.
Chen Yingying, Zhou Yuquan, Mao Jietai, et al., 2007: Experimental research of the retrieval of cloud effective particle radius by FY-2C geostationary satellite data. Meteor. Mon., 33, 29–34. (in Chinese)
Delanoë, J., and R. J. Hogan, 2010: Combined CloudSat-CALIPSO-MODIS retrievals of the properties of ice clouds. J. Geophys. Res., 115, doi: 10.1029/2009JD012346.
Fu Yunfei, Liu Peng, Liu Qi, et al., 2011: Climatological characteristics of VIRS channels for precipitating cloud in summer over the tropics and subtropics. J. Atmos. Environ. Optics, 6, 129–140. (in Chinese)
Givati, A., and D. Rosenfeld, 2004: Quantifying precipitation suppression due to air pollution. J. Appl. Meteor., 43, 1038–1056.
Guo Xueliang, Huang Meiyuan, Xu Huaying, et al., 1999: Rain category numerical simulations of microphysical processes of precipitation formation in stratiform clouds. Chinese J. Atmos. Sci., 23, 745–752. (in Chinese)
Han, Q., W. B. Rossow, and A. A. Lacis, 1994: Nearglobal survey of effective droplet radii in liquid water clouds using ISCCP data. J. Climate, 7, 465–497.
Hansen, J. E., and L. D. Travis, 1974: Light scattering in planetary atmospheres. Space Sci. Rev., 16, 527–610.
Hu, Y. X., S. Rodier, K.-M. Xu, et al., 2010: Occurrence, liquid water content, and fraction of supercooled water clouds from combined CALIOP/IIR/MODIS measurements. J. Geophys. Res., 115, doi: 10.1029/2009JD012384.
Hu Zhijin, Qin Yu, and Wang Yubin, 1983: A numerical model of the cold stratified clouds. Acta Meteor. Sinica, 41, 194–203. (in Chinese)
Huang, H. L., and G. R. Diak, 1992: Retrieval of non-precipitating liquid water cloud parameters from microwave data: A simulation study. J. Atmos. Oceanic Technol., 9, 354–363.
Huebert, B. J., T. Bates, P. B. Russell, et al., 2003: An overview of ACE-Asia: Strategies for quantifying the relationships between Asian aerosols and their climatic impacts. J. Geophys. Res., 108, doi: 10.1029/2003JD003550.
Inoue, T., and K. Aonashi, 2000: A comparison of cloud and rainfall information from instantaneous visible and infrared scanner and precipitation radar observations over a frontal zone in East Asia during June 1998. J. App. Meteor., 39, 2292–2301.
Jacob, D. J., J. H. Crawford, M. M. Kleb, et al., 2003: Transport and chemical evolution over the Pacific (TRACE-P) aircraft mission: Design, execution, and first results. J. Geophys. Res., 108, doi: 10.1029/2002JD003276.
Joiner, J., A. P. Vasilkov, P. K. Bhartia, et al., 2010: Detection of multi-layer and vertically-extended clouds using A-train sensors. Atmos. Meas. Tech., 3, 233–247.
Key, J. R., and J. M. Intrieri, 2000: Cloud particle phase determination with the AVHRR. J. Appl. Meteor., 39, 1797–1804.
King, M. D., Y. J. Kaufman, W. P. Menzel, et al., 1992: Remote sensing of cloud, aerosol, and water vapor properties from the moderate resolution imaging spectrometer (MODIS). IEEE. Trans. Geosci. Remote Sens., 30, 2–27.
Kiran, R., V., M. Rajeevan, S. V. B. Rao, et al., 2009: Analysis of variations of cloud and aerosol properties associated with active and break spells of Indian summer monsoon using MODIS data. Geophys. Res. Lett., 36, doi: 10.1029/2008GL037135.
Klein, S. A., and D. L. Hartmann, 1993: The seasonal cycle of low stratiform clouds. J. Climate, 6, 1587–1606.
Koren, I., A. Orit, A. R. Lorraine, et al., 2012: Aerosol-induced intensification of rain from the tropics to the midlatitudes. Nature Geoscience, 5, 118–122.
Kubota, M, 1994: A new cloud detection algorithm for nighttime AVHRR/HRPT data. J. Oceanogr., 50, 31–41.
Kühnlein, M., T. Appelhans, B. Thies, et al., 2013: An evaluation of a semi-analytical cloud property retrieval using MSG SEVIRI, MODIS, and cloudsat. Atmos. Res., 122, 111–135.
Lei Hengchi, Hong Yanchao, Zhao Zhen, et al., 2008: Advances in cloud and precipitation physics and weather modification in recent years. Chinese J. Atmos. Sci., 32, 967–974. (in Chinese)
Lensky, I. M., and D. Rosenfeld, 1997: Estimation of precipitation area and rain intensity based on the micro-physical properties retrieved from NOAA AVHRR data. J. Appl. Meteor., 36, 234–242.
—, and —, 2003: Satellite-based insights into precipitation formation processes in continental and maritime convective clouds at nighttime. J. Appl. Meteor., 42, 1227–1233.
Li, Z. Q., H. Chen, M. Cribb, et al., 2007: Preface to special section on East Asian studies of tropospheric aerosols: An international regional experiment (EAST-AIRE). J. Geophys. Res., 112, doi: 10.1029/2007JD008853.
Li Yunying, Yu Rucong, Xu Youping, et al., 2003: The formation and diurnal changes of stratiform clouds in southern China. Acta Meteor. Sinica, 61, 733–743. (in Chinese)
Liu, G., J. A. Curry, J. A. Haggerty, et al., 2001: Retrieval and characterization of cloud liquid water path using airborne passive microwave data during INDOEX. J. Geophys. Res., 106, 28719–28730.
Liu Hongli, Zhu Wenqin, Yi Shuhua, et al., 2003: Climatic analysis of the cloud over China. Acta Meteor. Sinica, 61, 466–473. (in Chinese)
Liu Qi and Fu Yunfei, 2009: The climatological feature of diurnal variation of cloud amount over the tropics. J. Trop. Meteor., 25,717–724. (in Chinese)
Lohmann, U., and J. Feichter, 2005: Global indirect aerosol effects: A review. Atmos. Chem. Phys., 5, 715–737.
Lowenthal, D. H., and R. D. Borys, 2000: Sources of microphysical variation in marine stratiform clouds in the North Atlantic. Geophys. Res. Lett., 27, 1491–1494.
Lynn, B., A. Khain, D. Rosenfeld, et al., 2007: Effects of aerosols on precipitation from orographic clouds. J. Geophys. Res., 112, doi: 10.1029/2006JD007537.
MaKague, D., and K. F. Evans, 2002: Multichannel satellite retrieval of cloud parameter probability distribution functions. J. Atmos. Sci., 59, 1371–1382.
Masunaga, H., T. Y. Nakajima, T. Nakajima, et al., 2002: Physical properties of maritime low clouds as retrieved by combined use of tropical rainfall measurement mission microwave imager and visible/infrared scanner: Algorithm. J. Geophys. Res., 107, AAC 1-1-AAC 1–12.
Meyer, K., and S. Platnick, 2010: Utilizing the MODIS 1.38 µm channel for cirrus cloud optical thickness retrievals: Algorithm and retrieval uncertainties. J. Geophys. Res., 115, doi: 10.1029/2010JD014872.
Min, Q. L., R. Li, B. Lin, et al., 2009: Evidence ofmineral dust altering cloud microphysics and precipitation. Atmos. Chem. Phys., 9, 3223–3231.
Minnis, P., P. W. Heck, D. F. Young, et al., 1992: Stratocumulus cloud properties derived from simultaneous satellite and island-based instrumentation during fire. J. Appl. Meteor., 31, 317–339.
Nakajima, T., and M. D. King, 1990: Determination of the optical thickness and effective particle radius of clouds from reflected solar radiation measurements. Part I: Theory. J. Atmos. Sci., 47, 1878–1893.
—, —, J. D. Spinhirne, et al., 1991: Determination of the optical thickness and effective particle radius of clouds from reflectedsolar radiation measurements. Part II: Marine stratocumulus observations. J. Atmos. Sci., 48, 728–751.
—, and T. Nakajima, 1995: Wide-area determination of cloud microphysical properties from NOAA AVHRR measurements for fire and ASTEX regions. J. Atmos. Sci., 52, 4043–4059.
—, M. Sekiguchi, T. Takemura, et al., 2003: Significance of direct and indirect radiative forcings of aerosols in the East China Sea region. J. Geophys. Res., 108, doi: 10.1029/2002JD003261.
Nauss, T., and A. A. Kokhanovsky, 2011: Retrieval of warm cloud optical properties using simple approximations. Remote Sens. Environ., 115, 1317–1325.
Ou, S. C., K. N. Liou, W. M. Gooch, et al., 1993: Remotesensing of cirrus cloud parameters using advanced very-high-resolution radiometer 3.7- and 10.9-µm channels. Appl. Opt., 32, 2171–2180.
Paldor, N., 2008: On the estimation of trends in annual rainfall using paired gauge observations. J. Appl. Meteor. Climatol., 47, 1814–1818.
Platnick, S., and F. P. J. Valero, 1995: A validation of a satellite cloud retrieval during ASTEX. J. Atmos. Sci., 52, 2985–3001.
—, M. D. King, S. A. Ackerman, et al., 2003: The MODIS cloud products: Algorithms and examples from Terra. IEEE Trans. Geosci. Remote. Sen., 44, 459–473.
Ramaswamy, V., O. Boucher, J. Haigh, et al., 2001: Radiative forcing of climate. Climate Change 2001: The Scientific Basis. Houghton, M., et al., Eds, Cambridge University Press, 349–416.
Rao, N. X., S. C. Ou, and K. N. Liou, 1995: Removal of the solar component in AVHRR 3.7-µm radiances for the retrieval of cirrus cloud parameters. J. Appl. Meteor., 34, 482–499.
Reisin, T., Z. Levin, and S. Tzivion, 1996: Rain production in convective clouds as simulated in an axisymmetric model with detailed microphysics. Part I: Description of the model. J. Atmos. Sci., 53, 497–519.
Remer, L. A., and Y. J. Kaufman, 2006: Aerosol direct radiative effect at the top of the atmosphere over cloud free ocean derived from four years of MODIS data. Atmos. Chem. Phys., 6, 237–253.
Rhoads, K. P., P. Kelley, R. R. Dickerson, et al., 1997: Composition of the troposphere over the Indian Ocean during the monsoonal transition. J. Geophys. Res., 102, 18981–18995.
Rosenfeld, D., and I. M. Lensky, 1989: Satellite-based insights into precipitation formation processes in continental and maritime convective clouds. Bull. Amer. Meteor. Soc., 79, 2457–2477.
—, D. B. Wolff, and E. Amitai, 1994: The window probability matching method for rainfall measurements with radar. J. Appl. Meteor., 33, 682–693.
—, 1999: TRMM observed first direct evidence of smoke from forest fires inhibiting rainfall. Geophys. Res. Lett., 26, 3105–3108.
—, E. Cattani, S. Melani, et al., 2004: Considerations on daylight operation of 1.6 versus 3.7-µm channel on NOAA and METOP satellites. Bull. Amer. Meteor. Soc., 85, 873–881.
—, Y. J. Kaufman, and I. Koren, 2006: Switching cloud cover and dynamical regimes from open to closed Benard cells in response to the suppression of precipitation by aerosols. Atmos. Chem. Phys., 6, 2503–2511.
—, J. Dai, X. Yu, et al., 2007: Inverse relations between amounts of air pollution and orographic precipitation. Science, 315, 1396–1398.
—, W. L. Woodley, A. Khain, et al., 2012: Aerosol effects on microstructure and intensity of tropical cyclones. Bull. Amer. Meteor. Soc., 93, 987–1001.
Rossow, W. B., and L. C. Garder, 1993: Cloud detection using satellite measurements of infrared and visible radiances for ISCCP. J. Climate, 6, 2341–2369.
—, and R. A. Schiffer, 1999: Advances in understanding clouds from ISCCP. Bull. Amer. Meteor. Soc., 80, 2261–2287.
Schiffer, R. A., and W. B. Rossow, 1983: The international satellite cloud climatology project (ISCCP)—the first project of the world climate research programme. Bull. Amer. Meteor. Soc., 64, 779–784.
Seinfeld, J. H., G. R. Carmichael, R. Arimoto, et al., 2004: ACE-ASIA: Regional climatic and atmospheric chemical effects of Asian dust and pollution. Bull. Amer. Meteor. Soc., 85, 367–380.
Stephens, G. L., D. G. Vane, and R. J. Boain, 2002: The Cloudsat mission and the A-train: A new dimension of space-based observations of clouds and precipitation. Bull. Amer. Meteor. Soc., 83, 1771–1790.
Stone, R., G. L. Stephens, C. M. R. Platt, et al., 1990: The remote sensing of thin cirrus cloud using satellites, lidar and radiative transfer theory. J. Appl. Meteor., 29, 353–366.
Strabala, K. I., S. A. Ackerman, and W. P. Menzel, 1994: Cloud properties inferred from 8–12-µm data. J. Appl. Meteor., 33, 212–229.
Thorwald, H. M. S., J. Delanoe, and R. J. Hogan, 2011: A comparison among four different retrieval methods for ice-cloud properties using data from CloudSat, CALIPSO, and MODIS. J. Appl. Meteor. Climatol., 50, 1952–1969.
Twomey, S. A., 1977: The influence of pollution on the shortwave albedo of clouds. J. Atmos. Sci., 34, 1149–1152.
—, and K. J. Seton, 1980: Inferences of gross microphysical properties of clouds from spectral reflectance measurements. J. Atmos. Sci., 37, 1065–1069.
Van de Hulst, H. C., 1980: Multiple Light Scattering: Tables, Formulas, and Applications. Academic Press, 422 pp.
Wang, C., P. Yang, B. A. Baum, et al., 2011: Retrieval of ice cloud optical thickness and effective particle size using a fast infrared radiative transfer model. J. Appl. Meteor. Climatol., 50, 2283–2297.
Wang, Y., G. Liu, E.-K. Seo, et al., 2013: Liquid water in snowing clouds: Implications for satellite remote sensing of snowfall. Atmos. Res., 131, 60–72.
Wetherald, R. T., and S. Manabe, 1988: Cloud feedback processes in a general circulation model. J. Atmos. Sci., 45, 1397–1416.
Wielicki, B. A., J. T. Suttles, A. J. Heymsfield, et al., 1990: The 27–28 October 1986 FIRE IFO cirrus case study: Comparison of radiative transfer theory with observations by satellite and aircraft. Mon. Wea. Rev., 118, 2356–2376.
Winker, D. M., J. Pelon, J. A. Coakley Jr, et al., 2010: The CALIPSO Mission: A global 3D view of aerosols and clouds. Bull. Amer. Meteor. Soc., 91, 1211–1229.
Woodley, W. L., D. Rosenfeld, and A. Strautins, 2000: Identification of a seeding signature in Texas using multi-spectral satellite imagery. J. Wea. Modif., 32, 37–52.
—, —, and B. A. Silverman, 2003: Results of on-top glaciogenic cloud seeding in Thailand. Part I: The demonstration experiment. J. Appl. Meteor., 42, 920–938.
Wu, D. L., S. A. Ackerman, R. Davies, et al., 2009: Vertical distributions and relationships of cloud occurrence frequency as observed by MISR, AIRS, MODIS, OMI, CALIPSO, and CloudSat. Geophys. Res. Lett., 36, doi: 10.1029/2009GL037464.
Xiao Hui, Xu Huaying, and Huang Meiyuan, 1988: Numerical simulation on the formation of cloud drop spectrum in cumulus. Part I: The function of the spectra and concentration of salt. Chinese J. Atmos. Sci., 12, 121–130. (in Chinese)
Xin, J. Y., Y. S. Wang, Z. Q. Li, et al., 2007: Aerosol optical depth (AOD) and Ångström exponent of aerosols observed by the Chinese sun haze meternetwork from August 2004 to September 2005. J. Geophys. Res., 112, doi: 10.1029/2006JD007075.
Yang, J., P. Zhang, N. M. Lu, et al., 2012: Improvements on global meteorological observations from the current Fengyun 3 satellites and beyond. Int. J. Digital Earth, 5, 251–265.
Ye Jing, Li Wanbiao, and Yan Wei, 2009: Retrieval of the optical thickness and effective radius of multilayered cloud using MODIS data. Acta Meteor. Sinica, 67, 613–622. (in Chinese)
Yu, H., Y. J. Kaufman, M. Chin, et al., 2006: A review of measurement-based assessments of the aerosol direct radiative effect and forcing. Atmos. Chem. Phys., 6, 613–666.
Zhang Peng, Yang Hu, Qiu Hong, et al., 2012a: Quantitative remote sensing from the current Fengyun 3 satellites. Adv. Meteor. Sci. Technol., 2, 6–11.
—, Yang Jun, Dong Chaohua, et al., 2012b: General introduction on payloads, ground segment and data application of Fengyun 3A. Frontiers Earth Sci. China, 3, 367–373.
Zhao, L., and F. Weng, 2002: Retrieval of ice cloud parameters using the advanced microwave sounding unit. J. Appl. Meteor., 41, 384–395.
Zheng Yuanyuan, Fu Yunfei, Liu Yong, et al., 2004: Heavy rainfall structures and lightning activities in a cold front cyclone in Huai River derived from TRMM PR and LIS observations. Acta Meteor. Sinica, 62, 790–813. (in Chinese)
Zhou Jun, Lei Hengchi, Chen Hongbin, et al., 2010: Retrieval of cloud liquid water content distribution at vertical section for microwave radiometer using 2D tomography. Chinese J. Atmos. Sci., 34, 1011–1025. (in Chinese)
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Supported by the Strategic Priority Research Program (XDA05100303), National (Key) Basic Research and Development (973) Program of China (2010CB428601), China Meteorological Administration Special Public Welfare Research Fund (GYHY201306077), and National Natural Science Foundation of China (41230419, 91337213, and 41205126).
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Fu, Y. Cloud parameters retrieved by the bispectral reflectance algorithm and associated applications. J Meteorol Res 28, 965–982 (2014). https://doi.org/10.1007/s13351-014-3292-3
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DOI: https://doi.org/10.1007/s13351-014-3292-3