Variability of particulate organic carbon in inland waters observed from MODIS Aqua imagery

Surface concentrations of particulate organic carbon (POC) in shallow inland lakes were estimated using MODIS Aqua data. A power regression model of the direct empirical relationship between POC and the atmospherically Rayleigh-corrected MODIS product (Rrc,645-Rrc,1240)/(Rrc,859-Rrc,1240) was developed (R2?=?0.72, RMSE?=?35.86 ?gL?1, p?<?0.0001, N?=?47) and validated (RMSE?=?44.46 ?gL?1, N?=?16) with field data from 56 lakes in the Middle and Lower reaches of the Yangtze River, China. This algorithm was applied to an 11 year series of MODIS data to determine the spatial and temporal distribution of POC in a wide range of lakes with different trophic and optical properties. The results indicate that there is a general increase in minimum POC concentrations in lakes from middle to lower reaches of the Yangtze River. The temporal dynamics of springtime POC in smaller lakes were found to be influenced by local meteorological conditions, in particular precipitation and wind speed, while larger lakes were found to be more sensitive to air temperature.

[1]  A. Gitelson,et al.  A simple semi-analytical model for remote estimation of chlorophyll-a in turbid waters: Validation , 2008 .

[2]  B. Combal,et al.  Time Series Analysis of Optical Remote Sensing Data for the Mapping of Temporary Surface Water Bodies in Sub-Saharan Western Africa , 2009 .

[3]  P. McIntyre,et al.  Threats and opportunities for freshwater conservation under future land use change scenarios in the United States , 2014, Global change biology.

[4]  Weimin Ju,et al.  A half‐century of changes in China's lakes: Global warming or human influence? , 2010 .

[5]  T. Bianchi,et al.  Temporal and Spatial Dynamics of Particulate Organic Carbon in the Lake Pontchartrain Estuary, Southeast Louisiana, U.S.A , 1997 .

[6]  G. Guggenberger,et al.  Sources and the flux pattern of dissolved carbon in rivers of the Yenisey basin draining the Central Siberian Plateau , 2011 .

[7]  S. Alin,et al.  Carbon cycling in large lakes of the world: A synthesis of production, burial, and lake‐atmosphere exchange estimates , 2007 .

[8]  Claudio Rossi,et al.  Variability in photobleaching yields and their related impacts on optical conditions in subtropical lakes. , 2009, Journal of photochemistry and photobiology. B, Biology.

[9]  Thompson,et al.  Estimation of Particulate Organic Carbon in the Ocean from Satellite Remote Sensing , 2022 .

[10]  A. Gitelson,et al.  Assessing the potential of SeaWiFS and MODIS for estimating chlorophyll concentration in turbid productive waters using red and near-infrared bands , 2005 .

[11]  Chuanmin Hu,et al.  Human induced turbidity changes in Poyang Lake between 2000 and 2010: Observations from MODIS , 2012 .

[12]  W. Cai,et al.  Organic carbon transport and impacts of human activities in the Yellow River , 2012 .

[13]  A. Morel Optical modeling of the upper ocean in relation to its biogenous matter content (case I waters) , 1988 .

[14]  LI Chengcai,et al.  Validation of MODIS derived aerosol optical depth over the Yangtze River Delta in China , 2010 .

[15]  Kaishan Song,et al.  An improved analytical algorithm for remote estimation of chlorophyll-a in highly turbid waters , 2011 .

[16]  Kendall L. Carder,et al.  Erratum to “Atmospheric Correction of SeaWiFS Imagery over Turbid Coastal Waters: A Practical Method” [Remote Sens. Environ. 74(2):195—206] , 2001 .

[17]  J. Sharp,et al.  Stable carbon and nitrogen isotope biogeochemistry in the Delaware estuary , 1988 .

[18]  A. Gitelson,et al.  Determination of chlorophyll a of inland waters on the basis of spectral reflectance , 1992 .

[19]  Brynn Upsdell The carbon and nitrogen composition of suspended particulate matter in Lake Erie, selected tributaries, and its outflow , 2005 .

[20]  R. Wetzel Detrital dissolved and particulate organic carbon functions in aquatic ecosystems , 1984 .

[21]  K. Fukushi,et al.  Monohydrocalcite: a promising remediation material for hazardous anions , 2011, Science and technology of advanced materials.

[22]  Catherine Mering,et al.  Ecosystem mapping at the African continent scale using a hybrid clustering approach based on 1-km resolution multi-annual data from SPOT-VEGETATION . , 2011 .

[23]  André Morel,et al.  Light scattering and chlorophyll concentration in case 1 waters: A reexamination , 1998 .

[24]  J. Brock,et al.  Assessment of estuarine water-quality indicators using MODIS medium-resolution bands: initial results from Tampa Bay, FL , 2004 .

[25]  Delu Pan,et al.  Absorption and scattering properties of water body in Taihu Lake, China: backscattering , 2009 .

[26]  F. Muller‐Karger,et al.  Atmospheric Correction of SeaWiFS Imagery over Turbid Coastal Waters: A Practical Method , 2000 .

[27]  Bryan A. Franz,et al.  Chlorophyll aalgorithms for oligotrophic oceans: A novel approach based on three‐band reflectance difference , 2012 .

[28]  W. Gardnera,et al.  Global POC concentrations from in-situ and satellite data , 2005 .

[29]  F. Muller‐Karger,et al.  Monitoring turbidity in Tampa Bay using MODIS/Aqua 250-m imagery , 2007 .

[30]  A. Mishonov,et al.  Remote sensing and surface POC concentration in the South Atlantic , 2003 .

[31]  Ronghua Ma,et al.  A new three-band algorithm for estimating chlorophyll concentrations in turbid inland lakes , 2010 .

[32]  Minwei Zhang,et al.  Retrieval of total suspended matter concentration in the Yellow and East China Seas from MODIS imagery , 2010 .

[33]  David Dessailly,et al.  Optical classification of contrasted coastal waters , 2012 .

[34]  F. Mackenzie,et al.  Carbon inputs and distribution in estuaries of turbid rivers: the Yang Tze and Yellow rivers (China) , 1993 .

[35]  Maria Tzortziou,et al.  Remote sensing reflectance and inherent optical properties in the mid Chesapeake Bay , 2007 .

[36]  Ronghua Ma,et al.  Are algal blooms occurring later in Lake Taihu? Climate local effects outcompete mitigation prevention , 2014 .

[37]  Chuanmin Hu,et al.  Influence of the Three Gorges Dam on total suspended matters in the Yangtze Estuary and its adjacent coastal waters: Observations from MODIS , 2014 .

[38]  Ronghua Ma,et al.  Two-decade reconstruction of algal blooms in China's Lake Taihu. , 2009, Environmental science & technology.

[39]  Ronghua Ma,et al.  Optical characterization of black water blooms in eutrophic waters. , 2014, The Science of the total environment.

[40]  B. Biddanda,et al.  Carbon, nitrogen, and carbohydrate fluxes during the production of particulate and dissolved organic matter by marine phytoplankton , 1997 .

[41]  P. Richard,et al.  Organic matter exploitation in a highly turbid environment: Planktonic food web in the Charente estuary, France , 2012 .

[42]  Bin Xue,et al.  China’s lakes at present: Number, area and spatial distribution , 2011 .

[43]  Ronghua Ma,et al.  Evaluation of remote sensing algorithms for cyanobacterial pigment retrievals during spring bloom formation in several lakes of East China , 2012 .

[44]  Jennifer P. Cannizzaro,et al.  Remote Detection of Trichodesmium Blooms in Optically Complex Coastal Waters: Examples with Modis Full-Spectral Data , 2010 .

[45]  Chen Zhao,et al.  Remote estimation of phytoplankton pigments in inland lake waters with algae: Remote estimation of phytoplankton pigments in inland lake waters with algae , 2012 .

[46]  D. Clark Phytoplankton Pigment Algorithms for the Nimbus-7 CZCS , 1981 .

[47]  A. Mishonov,et al.  Multispectral remote-sensing algorithms for particulate organic carbon (POC): The Gulf of Mexico , 2009 .

[48]  Ronghua Ma,et al.  Optical approaches to examining the dynamics of dissolved organic carbon in optically complex inland waters , 2012 .

[49]  Marvin E. Bauer,et al.  Evaluation of medium to low resolution satellite imagery for regional lake water quality assessments , 2011 .

[50]  Niall P. Hanan,et al.  Characterization of the spatial and temporal variability of surface water in the Soudan‐Sahel region of Africa , 2013 .

[51]  Feng Xuezhi,et al.  China's lakes at present: Number, area and spatial distribution , 2011 .

[52]  Zhongyuan Chen,et al.  Yangtze River of China: historical analysis of discharge variability and sediment flux , 2001 .

[53]  T. Bianchi,et al.  Seasonal changes in the abundance and composition of plant pigments in particulate organic carbon in the lower Mississippi and Pearl Rivers , 2006 .

[54]  T. Kutser,et al.  Operative Monitoring of the Extent of Dredging Plumes in Coastal Ecosystems Using MODIS Satellite Imagery , 2024, Journal of Coastal Research.

[55]  Louis Legendre,et al.  Chlorophyll a to estimate the particulate organic carbon available as food to large zooplankton in the euphotic zone of oceans , 1999 .

[56]  Wilford D. Gardner,et al.  Global POC concentrations from in-situ and satellite data , 2006 .

[57]  John M. Melack,et al.  Lakes and reservoirs as regulators of carbon cycling and climate , 2009 .

[58]  K. Arrigo,et al.  Satellite estimation of marine particulate organic carbon in waters dominated by different phytoplankton taxa , 2006 .

[59]  Y. Ahn,et al.  Optical efficiency factors of free-living marine bacteria: Influence of bacterioplankton upon the optical properties and particulate organic carbon in oceanic waters , 1990 .

[60]  S. Inamdar,et al.  Extreme storms and changes in particulate and dissolved organic carbon in runoff: Entering uncharted waters? , 2013 .

[61]  Erle C. Ellis,et al.  Anthropogenic transformation of the biomes, 1700 to 2000 , 2010 .