Improved Understanding of Suspended Sediment Transport Process Using Multi-Temporal Landsat Data: A Case Study From the Old Woman Creek Estuary (Ohio)

We used historical water quality data, continuous in situ water quality monitoring data, and multi-temporal Landsat-7 ETM+ imagery for the period of September 1999-April 2003 to study the distribution of total suspended sediments (TSS) in Old Woman Creek (OWC), a freshwater coastal wetland adjacent to Lake Erie. A multiple linear regression model was developed to describe the relationship between turbidity and atmospherically corrected reflectance from Landsat-7 ETM+ bands 2 and 4 (R2 = 0.65). Turbidity was then converted to total suspended sediments (TSS), based on in situ historical data. Mapped spatial patterns of TSS provided useful information on key physical drivers affecting the transport process of suspended sediment. This study demonstrates the potential and limitations of using medium- spatial scale multispectral data, such as Landsat, to understand important factors that control suspended sediment transport processes within an estuary.

[1]  G. Douglas Glysson,et al.  Guidelines and Procedures for Computing Time-Series Suspended-Sediment Concentrations and Loads from In-Stream Turbidity-Sensor and Streamflow Data , 2009 .

[2]  Eric Vermote,et al.  Atmospheric correction for the monitoring of land surfaces , 2008 .

[3]  Lin Li,et al.  Retrieval of total suspended matter (TSM) and chlorophyll-a (Chl-a) concentration from remote-sensing data for drinking water resources , 2012, Environmental Monitoring and Assessment.

[4]  Richard L. Miller,et al.  Effects of suspended sediments on coral growth: Evidence from remote sensing and hydrologic modeling , 1995 .

[5]  A. Rogers,et al.  Reducing signature variability in unmixing coastal marsh Thematic Mapper scenes using spectral indices , 2004 .

[6]  J. Munday,et al.  Landsat test of diffuse reflectance models for aquatic suspended solids measurement , 1979 .

[7]  V. K. Choubey Monitoring turbidity with IRS-1A data , 1997 .

[8]  J. Verdin,et al.  Monitoring water quality conditions in a large western reservoir with Landsat imagery , 1985 .

[9]  Yan-sui Liu,et al.  Quantification of shallow water quality parameters by means of remote sensing , 2003 .

[10]  John R. Schott,et al.  The increased potential for the Landsat Data Continuity Mission to contribute to case 2 water quality studies , 2009, Optical Engineering + Applications.

[11]  S. Khorram Remote sensing of water quality in the Neuse River Estuary, North Carolina , 1985 .

[12]  B. Reeder,et al.  Algal Community Habitat Preferences in Old Woman Creek Wetland, Erie County, Ohio , 2008 .

[13]  John R. Schott,et al.  Over-water atmospheric correction for Landsat's new OLI sensor , 2012, Defense, Security, and Sensing.

[14]  N. Wijekoon SPATIAL AND TEMPORAL VARIABILITY OF SURFACE COVER IN AN ESTUARINE ECOSYSTEM FROM SATELLITE IMAGERY AND FIELD OBSERVATIONS , 2007 .

[15]  E. Vermote,et al.  Operational remote sensing of tropospheric aerosol over land from EOS moderate resolution imaging spectroradiometer , 1997 .

[16]  S. Khorram Development of water quality models applicable throughout the entire San Francisco Bay and Delta , 1985 .

[17]  Bunkei Matsushita,et al.  Application of spectral decomposition algorithm for mapping water quality in a turbid lake (Lake Kasumigaura, Japan) from Landsat TM data , 2009 .

[18]  K. Ruddick,et al.  Seaborne measurements of near infrared water‐leaving reflectance: The similarity spectrum for turbid waters , 2006 .

[19]  F. Scarpace,et al.  Landsat analysis of lake quality , 1979 .

[20]  Ping Shi,et al.  Using in situ and Satellite Hyperspectral Data to Estimate the Surface Suspended Sediments Concentrations in the Pearl River Estuary , 2013, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[21]  P. Curran,et al.  The effect of sediment type on the relationship between reflectance and suspended sediment concentration , 1989 .

[22]  E. Novo,et al.  The Relationship Between Suspended Sediment Concentration and Remotely Sensed Spectral Radiance: A Review , 1988 .

[23]  M. Bauer,et al.  A 20-year Landsat water clarity census of Minnesota's 10,000 lakes , 2008 .

[24]  Jeffrey G. Arnold,et al.  Model Evaluation Guidelines for Systematic Quantification of Accuracy in Watershed Simulations , 2007 .

[25]  Sindy Sterckx,et al.  In situ evidence of non-zero reflectance in the OLCI 1020 nm band for a turbid estuary , 2012 .

[26]  C. Merry,et al.  INTEGRATION OF WATER QUALITY MODELING, REMOTE SENSING, AND GIS 1 , 1999 .

[27]  Didier Tanré,et al.  Second Simulation of the Satellite Signal in the Solar Spectrum, 6S: an overview , 1997, IEEE Trans. Geosci. Remote. Sens..

[28]  C. Justice,et al.  Atmospheric correction of MODIS data in the visible to middle infrared: first results , 2002 .

[29]  Donald C. Rundquist,et al.  The impact of bottom brightness on spectral reflectance of suspended sediments , 2000 .

[30]  Eric S. Kasischke,et al.  Assessment of C-band synthetic aperture radar data for mapping and monitoring Coastal Plain forested wetlands in the Mid-Atlantic Region, U.S.A. , 2008 .

[31]  Claudia Giardino,et al.  Application of Remote Sensing in Water Resource Management: The Case Study of Lake Trasimeno, Italy , 2010 .

[32]  Serwan Mj Baban,et al.  The use of Landsat imagery to map fluvial sediment discharge into coastal waters , 1995 .

[33]  Jun Chen,et al.  Estimation on Scale Error of SSC Retrieval Model Based on Scale Expansion Method , 2012, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[34]  Megan W. Lang,et al.  Lidar intensity for improved detection of inundation below the forest canopy , 2009, Wetlands.

[35]  W. Esaias,et al.  Algorithm development for recovering chlorophyll concentrations in the Chesapeake Bay using aircraft remote senging, 1989-91 , 1995 .

[36]  Marieke A. Eleveld,et al.  Wind‐induced resuspension in a shallow lake from Medium Resolution Imaging Spectrometer (MERIS) full‐resolution reflectances , 2012 .

[37]  Stacy L. Ozesmi,et al.  Satellite remote sensing of wetlands , 2002, Wetlands Ecology and Management.

[38]  Robert E. Wolfe,et al.  A Landsat surface reflectance dataset for North America, 1990-2000 , 2006, IEEE Geoscience and Remote Sensing Letters.

[39]  Ronald L. Vogel,et al.  The development of a new optical total suspended matter algorithm for the Chesapeake Bay , 2012 .

[40]  Paul V. Zimba,et al.  Remote Sensing Techniques to Assess Water Quality , 2003 .