Characterization of MODIS-derived euphotic zone depth: Results for the China Sea
Shaoling Shang
a,b,
⁎, Zhongping Lee
c
, Guomei Wei
a
a
State Key Laboratory of Marine Environmental Science, Xiamen University, Xiamen 361005, China
b
Key Laboratory of Underwater Acoustic Communication and Marine Information Technology (Xiamen University), Ministry of Education of China, Xiamen 361005, China
c
Geosystems Research Institute, Mississippi State University, MS 39529, USA
abstract article info
Article history:
Received 4 June 2010
Received in revised form 4 August 2010
Accepted 24 August 2010
Keywords:
MODIS
Remote sensing
China Sea
Euphotic zone depth
Chlorophyll-a
Euphotic zone depth (Z
eu
) products from ocean color measurements are now produced from MODIS ocean
color measurements, one of which is based on inherent optical properties (IOP-approach) and the other is
based on chlorophyll-a concentration (Chl-approach). For the first time, the quality of these satellite Z
eu
products is assessed with extensive field-measured Z
eu
(in the China Sea), where 78% of the measurements
were made on the continental shelf (≤200 m). For the data with matching location and time window, we
have found that the overall average difference (ε) between satellite and in situ Z
eu
is 21.8% (n = 218, Z
eu
ranges from 4 to 93 m) with a root mean square error in log scale (RMSE) of 0.118 by the IOP-approach, while
it is 49.9% (RMSE = 0.205) by the Chl-approach. These results suggest that 1) MODIS Z
eu
products for waters in
the China Sea are robust, even in shelf waters; and 2) Z
eu
produced with IOPs are more reliable than those
produced with empirically derived Chl. Spatial and seasonal variations of Z
eu
in the China Sea are briefly
described with Z
eu
products generated by the IOP-approach. These results will facilitate further research on
carbon cycling and environmental changes on both local and global scales.
© 2010 Elsevier Inc. All rights reserved.
1. Introduction
Most marine phytoplankton photosynthesize in the euphotic zone
(Kirk, 1994). Although the disphotic zone has recently attracted
increasing attention (Buesseler et al., 2007), the euphotic zone is
nevertheless the most important zone in the context of both
ecosystem dynamics (Platt & Sathyendranath, 1988) and in air–sea
interaction through transfer of either heat (Sathyendranath et al.,
1991) or gases, especially with regards to green house gases such as
carbon dioxide (CO
2
)(Takahashi et al., 2002). In practice, the euphotic
zone depth (Z
eu
) is defined as the depth at which the PAR
(photosynthetic available radiation) value is 1% of the surface value
(Kirk, 1994). The value of Z
eu
is an important input parameter for
many models that estimate basin-scale primary production (Behren-
feld & Falkowski, 1997a,b). Both Secchi disk depth (Preisendorfer,
1986; Tyler, 1968) and Z
eu
measure water clarity, but Z
eu
can be
measured objectively with advanced electro-optical instruments.
Because Z
eu
is a cumulative measure of biogeochemical properties
in the upper-water column, changes in the Z
eu
depict environmental
patterns that might be associated with climate. Thus it is not
surprising to see that Z
eu
is included as a standard ocean color
product in the Global Change Observation Mission (Japan, http://
suzaku.eorc.jaxa.jp/GCOM_C ) and that Z
eu
products for the global
ocean are now derived from MODIS (Moderate Resolution Imaging
Spectroradiometer) measured water-leaving radiance. Numerous
studies have been carried out to evaluate the quality of satellite-
derived chlorophyll concentration (Chl) and the diffuse attenuation
coefficient (Bailey & Werdell, 2006; Darecki & Stramski, 2004; Melin
et al., 2007; Zhang et al., 2006). While it is important to know the
quality of satellite-derived products before they can be further applied
to the study of biogeochemistry and environmental changes, there
hasn't been any published independent research (to our knowledge)
to evaluate or characterize the quality of MODIS-derived Z
eu
.
In general, there are two approaches to estimate Z
eu
from ocean
color remote sensing (Lee et al., 2007; Morel et al., 2007). The simple
Chl-approach is an empirical method based on Case-1 assumptions
(Morel et al., 2007), where Z
eu
is calculated from concentration of
chlorophyll-a (Chl). A different approach (IOP-approach) is centered
on waters' inherent optical properties (IOPs) (Lee et al., 2007); Z
eu
is
computed after the absorption and backscattering coefficients at
490 nm are provided. The inputs, either Chl or IOPs, can be obtained
from water samples or from the inversion of measured water color
(Gordon & Morel, 1983; IOCCG, 2006). Results from both approaches
have been tested or validated with ship borne measurements (Lee et
al., 2007; Morel et al., 2007), but there hasn't been any test or
evaluation of these products when they are derived from satellite
data.
In this study, using Z
eu
data measured in the China Sea over the
past six years, we assessed the Z
eu
products (from both Chl-approach
and IOP-approach) derived from MODIS measured ocean color. These
measurements were mainly made in the shelf water (≤200 m) to
Remote Sensing of Environment 115 (2011) 180–186
⁎ Corresponding author. State Key Laboratory of Marine Environmental Science,
Xiamen University, Xiamen 361005, China. Tel./fax: + 86 592 2184781.
E-mail addresses: slshang@gmail.com, slshang@xmu.edu.cn (S. Shang).
0034-4257/$ – see front matter © 2010 Elsevier Inc. All rights reserved.
doi:10.1016/j.rse.2010.08.016
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