782 IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, VOL. 41, NO. 4, APRIL 2003
Microwave Emission and Scattering of Foam Based
on Monte Carlo Simulations of Dense Media
Dong Chen, Leung Tsang, Fellow, IEEE, Lin Zhou, Steven C. Reising, William E. Asher, Louis Allen Rose,
Kung-Hau Ding, Member, IEEE, and Chi-Te Chen
Abstract—The foam-covered ocean surface is treated as densely
packed air bubbles coated with thin layers of seawater. We apply
Monte Carlo simulations of solutions of Maxwell’s equations to
calculate the absorption, scattering, and extinction coefficients at
10.8 and 36.5 GHz. These quantities are then used in dense-media
radiative transfer theory to calculate the microwave emissivity.
Numerical results of the model are illustrated as a function of
foam parameters. Results of emissivities for both horizontal
polarization and vertical polarizations at 10.8 and 36.5 GHz are
compared with recent experimental measurements.
Index Terms—Dense-media radiative transfer, electromagnetic
wave scattering, microwave emissivity, Monte Carlo simulations,
ocean foam.
I. INTRODUCTION
T
O ESTIMATE the effect of the foam on the ocean sur-
face due to wave breaking on passive microwave remote
sensing measurements, various empirical microwave emissivity
models have been used [1]–[5]. Williams [1] measured emissivi-
ties of foam in a waveguide and found that at X-band, the emis-
sivity of foam depends strongly on the thickness of the foam
layer. Wilheit’s model [2] treats foam as having neither polar-
ization nor viewing angle dependence. In Pandey’s empirical
emissivity model [3], the effect of foam was taken into account
by coupling of the theoretical expressions of specular ocean sur-
face emissivity with empirical expressions from ocean tower
observations and from the analysis of published measurements.
Smith [4] measured the brightness temperature of the foam-cov-
Manuscript received August 9, 2002; revised December 4, 2002. This work
was supported by the Office of Naval Research under Grant N00014-99-1-0190
to the University of Washington, and the City University of Hong Kong under
Grant 9380034. The experimental measurements were also supported by the
Office of Naval Research under Award N00014-00-1-280 to the University of
Massachusetts, Award N00014-00-0152 to the University of Washington, and
Award N0001400WX21032 to the Naval Research Laboratory.
D. Chen is with the Department of Electronic Engineering, City University
of Hong Kong, Hong Kong.
L. Tsang is with the Department of Electronic Engineering, City University
of Hong Kong, Hong Kong and also with the Department of Electrical
Engineering, University of Washington, Seattle, WA 98195 USA (e-mail:
eeltsang@cityu.edu.hk).
L. Zhou and W. E. Asher are with the Department of Electrical Engineering,
University of Washington, Seattle, WA 98195 USA.
S. C. Reising is with the Microwave Remote Sensing Laboratory, University
of Massachusetts at Amherst, Amherst, MA 01003 USA.
L. A. Rose is with the Remote Sensing Division, Naval Research Laboratory,
Washington, DC 20375 USA.
K.-H. Ding is with the Air Force Research Laboratory, Hanscom Air Force
Base, Bedford, MA 01731 USA.
C.-T. Chen is with the Department of Electrical Engineering, University of
Washington, Seattle, WA 98195 USA and is also with the Intel Corporation,
Sacramento, CA 95827 USA.
Digital Object Identifier 10.1109/TGRS.2003.810711
ered ocean from an aircraft at a 50 incidence angle. He related
the emissivities of foam at the three channels (vertical polariza-
tion at 19 GHz and both polarizations at 37 GHz) to one an-
other by linear regression. Stogryn [5] used a least squares fit
of a polynomial to measurements of artificially generated and
naturally occurring foam available as of 1971 and derived an
expression for the foam emissivity as a function of incidence
angle and frequency. All of these models are empirical fitting
procedures using experimental data. The empirical models do
not take into account the physical microstructure of foam and
the foam layer thickness.
The subject of foam dynamics has attracted great attention.
Huang and Jin [6] discussed a composite model of foam scat-
terers and two-scale wind-driven rough sea surface. Controlled
field experiments were performed to measure foam dynamics
and the microwave emissivity of calm seawater [7], [8]. Recently,
a physically based approach was proposed to model foam as air
bubbles coated with seawater [9]. In this approach, wave scat-
tering and emission in a medium consisting of densely packed
coated particles are solved using the quasi-crystalline approx-
imation in combination with dense-medium radiative transfer
(DMRT) theory [10], [11]. The quasi-crystalline approximation
takes into account the effects of dense media, a method that has
been verified by controlled laboratory experiments [12], [13].
In this paper, we apply Monte Carlo simulations of solu-
tions of Maxwell’s equations of densely packed coated parti-
cles to analyze the microwave emission and scattering of foam.
The absorption, scattering, and extinction coefficients are cal-
culated. These quantities are then used in DMRT theory to cal-
culate the microwave emissivity. In order to model high-density
packing, we use a face-centered-cubic (fcc) structure to place
the air bubbles.
In Section II, we describe the physical and geometric proper-
ties of foam, both measured and modeled. In Section III, inde-
pendent scattering results for absorption and scattering are pre-
sented. In Section IV, the Monte Carlo simulation and DMRT
theory are described. By applying Monte Carlo simulations, we
calculate numerical results for absorption rate, scattering rate,
and effective permittivity of densely packed air bubbles coated
with seawater in a fcc structure. In the Monte Carlo simulations,
the volume integral equation is used. The simulation results for
emissivity with typical foam parameters at 10.8 and 36.5 GHz
are illustrated in Section V. Salient features of the numerical
results are 1) the absorption coefficients at 10.8 GHz are appre-
ciable, and 2) the emissivities at 10.8 and 36.5 GHz are com-
parable. These features are consistent with experimental mea-
surements [8]. Comparisons are also made with experimental
measurements [8] for vertical and horizontal polarizations.
0196-2892/03$17.00 © 2003 IEEE