2886 IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, VOL. 45, NO. 9, SEPTEMBER 2007
Differences Between Collection 4 and 5 MODIS Ice
Cloud Optical/Microphysical Products and Their
Impact on Radiative Forcing Simulations
Ping Yang, Lei Zhang, Gang Hong, Shaima L. Nasiri, Bryan A. Baum, Hung-Lung Huang,
Michael D. King, Senior Member, IEEE, and Steven Platnick
Abstract—This paper reports on the comparison of two latest
versions (collections 4 and 5) of ice cloud products derived from
the Moderate Resolution Imaging Spectroradiometer (MODIS)
measurements. The differences between the bulk optical proper-
ties of ice clouds used in collections 4 and 5 and the relevant
impact on simulating the correlation of the bidirectional reflection
functions at two MODIS bands centered at 0.65 (or 0.86) and
2.13 μm are investigated. The level-3 MODIS ice cloud properties
(specifically, ice cloud fraction, optical thickness, and effective
particle size in this paper) from the collection 4 and 5 datasets
are compared for a tropical belt of 30
◦
S–30
◦
N. Furthermore,
the impact of the differences between the MODIS collection 4 and
5 ice cloud products on the simulation of the radiative forcing
of these clouds is investigated. Over the tropics, the averaged ice
cloud fraction from collection 5 is 1.1% more than the collection 4
counterpart, the averaged optical thickness from collection 5 is
1.2 larger than the collection 4 counterpart, and the averaged
effective particle radius from collection 5 is 1.8 μm smaller than
the collection 4 counterpart. Moreover, the magnitude of the
differences between collection 5 and 4 ice cloud properties also
depends on the surface characteristics, i.e., over land or over
ocean. The differences of these two datasets (collections 4 and 5)
of cloud properties can have a significant impact on the simulation
of the radiative forcing of ice clouds. In terms of total (longwave
plus shortwave) cloud radiative forcing, the differences between
the collection 5 and 4 results are distributed primarily between
-60 and 20 W · m
-2
but peak at 0 W · m
-2
.
Index Terms—Aqua, clouds, Moderate Resolution Imaging
Spectroradiometer (MODIS), radiative forcing, remote sensing,
static libraries.
Manuscript received December 15, 2006; revised February 6, 2007. This
work was supported by a NASA research Grant (NNG04GL24G) from the
NASA Radiation Sciences Program managed by Dr. H. Maring (previously by
Dr. D. Anderson) and the MODIS Program managed by Dr. P. Bontempi.
Regarding the development of the radiative properties (particularly the single-
scattering properties) of ice clouds from theoretical perspective, P. Yang
also acknowledges support from the National Science Foundation Physical
Meteorology Program (ATM-0239605) managed by Dr. A. Detwiler.
P. Yang, G. Hong, and S. L. Nasiri are with the Department of Atmospheric
Sciences, Texas A&M University, College Station, TX 77843 USA (e-mail:
pyang@ariel.met.tamu.edu).
L. Zhang was with the Department of Atmospheric Sciences, Texas A&M
University, College Station, TX 77843 USA. He is now with the College of
Atmospheric Sciences, Lanzhou University, Lanzhou 730000, China.
B. A. Baum and H.-L. Huang are with Space Science and Engineering
Center, University of Wisconsin, Madison, WI 53706 USA.
M. D. King and S. Platnick are with the Earth Sciences Division, NASA
Goddard Space Flight Center, Greenbelt, MD 20771 USA.
Digital Object Identifier 10.1109/TGRS.2007.898276
I. I NTRODUCTION
W
ITH THE increasing awareness of the importance of
ice clouds [25], [29] in the terrestrial atmosphere, re-
search has addressed numerous issues relevant to ice clouds
from various perspectives, including in situ measurements of
the microphysical properties of ice clouds [13], theoretical
investigations of the single and multiple scattering and absorp-
tion properties of ice clouds [1], [30], [36], [37], [48], [49],
[56]–[58], efforts to parameterize the bulk radiative properties
of these clouds [7], [8], [10], [33] for applications to climate
models, the impacts of ice clouds on the radiation spectrum
[53] and climate feedback [46], and the retrieval of ice cloud
optical and microphysical properties from airborne and satel-
lite measurements [1], [2], [6], [15], [20], [22], [34], [35],
[52]. However, the representation of these clouds in general
circulation models (GCMs) is rather primitive in the sense that
substantial uncertainties exist in the basic cloud climatologies
derived from the GCM simulations, and the cloud distributions
simulated from many GCMs are quite different from those
inferred from satellite observations [61]. To improve the repre-
sentation of ice clouds in GCMs, it is critical to understand the
global ice cloud climatology to provide crucial constraints on
the parameterization of various cloud microphysical processes
and cloud-radiation interactions in GCMs. To this end, reliable
satellite-based retrievals of ice cloud properties on a global
scale are necessary.
The Moderate Resolution Imaging Spectroradiometer
(MODIS) instruments [17], [18], [44], [55] on the NASA Earth
Observing System Terra and Aqua platforms include 36 spec-
tral channels covering essentially all the key atmospheric
bands located between 0.415 and 14.235 µm [41] and provide
advanced capabilities to study ice clouds, although MODIS
does not have far-infrared-radiation (far-IR) spectral bands.
Note that the far-IR is important to the energetics of the Earth’s
atmosphere. The MODIS measurements have been extensively
used in cloud property retrievals and for the cloud clearing
(e.g., [23] and [24]) that is necessary for inferring aerosol,
surface, and atmospheric profile properties. With precomputed
static libraries of ice cloud radiances, a bispectral technique
[39] can be used to simultaneously infer the optical thickness
and effective particle size of an ice cloud from the MODIS
measurements [18], [21], [41] during daytime conditions. The
MODIS cloud (level-2) pixel-level products are available for
individual granules, known as MOD06 and MYD06 for Terra
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