Measurement of Cloud Top Height: Comparison of MODIS and Ground-Based Millimeter Radar

Cloud top height (CTH) is an essential pareter for the general circulation model in understanding the impact of clouds on the Earth’s radiation budget and global climate change. This paper compares the CTH products, derived from the Moderate Resolution Imaging Spectroradiometer (MODIS), onboard the Aqua and Terra satellites with ground-based Ka band radar data in Beijing from 2014 to 2017. The aim was to investigate the data accuracy and the difference in CTH measurements between passive satellite data and active ground-based radar data. The results show that MODIS, on average, underestimates CTH relative to radar by -1.08 ± 2.48 km, but with a median difference of -0.65 km and about 48% of differences are within 1 km. Statistically, MODIS CTHs which are greater than 6 km show lower discrepancy to radar CTH than those of MODIS CTHs less than 4 km. The CTH difference is independent of cloud fraction and cloud layer. It shows strong dependence on cloud depth, decreasing as cloud depth increases. There is a tendency for MODIS to underestimate high thin clouds but overestimate low thin clouds relative to radar. Total ozone, SO₂, CO, NO₂, aerosol PM₁₀, total water vapor and temperature inversion show unobvious influences in the CTH discrepancy. It is shown that the MODIS CO₂-slicing technique performs much better than IRW (infrared window) technique when cloud layer is higher than 2 km. The average difference calculated from all comparisons by CO₂-slicing technique and IRW technique is 0.09 ± 1.58 km, and -2.20 ± 2.73 km, respectively.

[1]  Zhiqing Zhang,et al.  Introducing the New Generation of Chinese Geostationary Weather Satellites, Fengyun-4 , 2017 .

[2]  Steven Platnick,et al.  Apparent absorption of solar spectral irradiance in heterogeneous ice clouds , 2010 .

[3]  Roger T. Marchand,et al.  Trends in ISCCP, MISR, and MODIS cloud‐top‐height and optical‐depth histograms , 2013 .

[4]  Jussi Leinonen,et al.  Interregional differences in MODIS‐derived cloud regimes , 2016 .

[5]  Richard A. Frey,et al.  On Cloud Altitude Determinations from High Resolution Interferometer Sounder (HIS) Observations , 1990 .

[6]  W. Paul Menzel,et al.  MODIS Cloud-Top Property Refinements for Collection 6 , 2012 .

[7]  A. Okuyama,et al.  An Introduction to Himawari-8/9— Japan’s New-Generation Geostationary Meteorological Satellites , 2016 .

[8]  Gerhard Peters,et al.  A 35-GHz Polarimetric Doppler Radar for Long-Term Observations of Cloud Parameters—Description of System and Data Processing , 2015 .

[9]  Patrick Minnis,et al.  Evaluation of Satellite-Based Upper Troposphere Cloud Top Height Retrievals in Multilayer Cloud Conditions During TC4 , 2010 .

[10]  Tao Wang,et al.  Comparisons of AGRI/FY-4A Cloud Fraction and Cloud Top Pressure with MODIS/Terra Measurements over East Asia , 2019, Journal of Meteorological Research.

[11]  William L. Smith,et al.  Comparison of Satellite-Deduced Cloud Heights with Indications from Radiosonde and Ground-Based Laser Measurements , 1978 .

[12]  Shihao Tang,et al.  Comparison of Cloud Properties from Himawari-8 and FengYun-4A Geostationary Satellite Radiometers with MODIS Cloud Retrievals , 2019, Remote. Sens..

[13]  Bryan A. Baum,et al.  Assessment of the Quality of MODIS Cloud Products from Radiance Simulations , 2009 .

[14]  Steven A. Ackerman,et al.  Global Moderate Resolution Imaging Spectroradiometer (MODIS) cloud detection and height evaluation using CALIOP , 2008 .

[15]  Jan-Peter Muller,et al.  Comparison of cloud top heights derived from MISR stereo and MODIS CO2‐slicing , 2002 .

[16]  Taneil Uttal,et al.  On cloud radar and microwave radiometer measurements of stratus cloud liquid water profiles , 1998 .

[17]  Pavlos Kollias,et al.  Millimeter-Wavelength Radars: New Frontier in Atmospheric Cloud and Precipitation Research , 2007 .

[18]  Martin Riese,et al.  Impact of uncertainties in atmospheric mixing on simulated UTLS composition and related radiative effects , 2012 .

[19]  W. Menzel,et al.  Comparison of AIRS, MODIS, CloudSat and CALIPSO cloud top height retrievals , 2007 .

[20]  Guangyu Zhao,et al.  Cloud top height comparisons from ASTER, MISR, and MODIS for trade wind cumuli , 2007 .

[21]  W. Paul Menzel,et al.  MODIS Global Cloud-Top Pressure and Amount Estimation: Algorithm Description and Results , 2008 .

[22]  Josaphat Tetuko Sri Sumantyo,et al.  Comparison of Aqua/Terra MODIS and Himawari-8 Satellite Data on Cloud Mask and Cloud Type Classification Using Split Window Algorithm , 2019, Remote. Sens..

[23]  Simone Tanelli,et al.  Toward Improving Ice Water Content and Snow-Rate Retrievals from Radars. Part II: Results from Three Wavelength Radar–Collocated In Situ Measurements and CloudSat–GPM–TRMM Radar Data , 2017 .

[24]  Stephen J. Lord,et al.  The New Global Operational Analysis System at the National Meteorological Center , 1991 .

[25]  Yaping Zhou,et al.  Absorption of solar radiation by clouds: Interpretations of satellite, surface, and aircraft measurements , 1996 .

[26]  E. O'connor,et al.  The CloudSat mission and the A-train: a new dimension of space-based observations of clouds and precipitation , 2002 .

[27]  B. Barkstrom,et al.  Cloud-Radiative Forcing and Climate: Results from the Earth Radiation Budget Experiment , 1989, Science.

[28]  Donald P. Wylie,et al.  Cloud characteristics over central Amazonia during GTE/ABLE 2B derived from multispectral visible and infrared spin scan radiometer atmospheric sounder observations , 1990 .

[29]  Michael J. Garay,et al.  Comparison of marine stratocumulus cloud top heights in the southeastern Pacific retrieved from satellites with coincident ship-based observations , 2008 .

[30]  Robert Pincus,et al.  Reconciling Simulated and Observed Views of Clouds: MODIS, ISCCP, and the Limits of Instrument Simulators in Climate Models , 2011 .

[31]  Nina Håkansson,et al.  Neural network cloud top pressure and height for MODIS , 2018, Atmospheric Measurement Techniques.

[32]  Patrick Minnis,et al.  Comparison of marine boundary layer cloud properties from CERES‐MODIS Edition 4 and DOE ARM AMF measurements at the Azores , 2014 .

[33]  Shu Duan,et al.  Cloud Classification and Distribution of Cloud Types in Beijing Using Ka-Band Radar Data , 2019, Advances in Atmospheric Sciences.

[34]  Patrick Minnis,et al.  Comparison of CERES-MODIS stratus cloud properties with ground-based measurements at the DOE ARM Southern Great Plains site , 2008 .

[35]  Matthew Rodell,et al.  Updating a Land Surface Model with MODIS-Derived Snow Cover , 2004 .

[36]  Steven J. Nieman,et al.  A Comparison of Several Techniques to Assign Heights to Cloud Tracers , 1993 .

[37]  William L. Smith,et al.  An Improved Method for Calculating Tropospheric Temperature and Moisture from Satellite Radiometer Measurements , 1968 .