Diversity II water quality parameters from ENVISAT (2002-2012): a new global information source for lakes

被引:31
作者
Odermatt, Daniel [1 ,2 ,3 ]
Danne, Olaf [2 ]
Philipson, Petra [4 ]
Brockmann, Carsten [2 ]
机构
[1] Odermatt & Brockmann GmbH, CH-8005 Zurich, Switzerland
[2] Brockmann Consult GmbH, D-20502 Geesthacht, Germany
[3] Swiss Fed Inst Aquat Sci & Technol, Eawag, CH-8600 Dubendorf, Switzerland
[4] Brockmann Geomat Sweden AB, S-16440 Kista, Sweden
关键词
PARTICULATE MATTER CONCENTRATION; CHLOROPHYLL-A; RADIANCE SPECTRA; DATA SETS; INLAND; MERIS; VICTORIA; ALGORITHMS; RETRIEVAL; OPTIMIZATION;
D O I
10.5194/essd-10-1527-2018
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
The use of ground sampled water quality information for global studies is limited due to practical and financial constraints. Remote sensing is a valuable means to overcome such limitations and to provide synoptic views of ambient water quality at appropriate spatio-temporal scales. In past years several large data processing efforts were initiated to provide corresponding data sources. The Diversity II water quality dataset consists of several monthly, yearly and 9-year averaged water quality parameters for 340 lakes worldwide and is based on data from the full ENVISAT MERIS operation period (2002-2012). Existing retrieval methods and datasets were selected after an extensive algorithm intercomparison exercise. Chlorophyll-a, total suspended matter, turbidity, coloured dissolved organic matter, lake surface water temperature, cyanobacteria and floating vegetation maps, as well as several auxiliary data layers, provide a generically specified database that can be used for assessing a variety of locally relevant ecosystem properties and environmental problems. For validation and accuracy assessment, we provide matchup comparisons for 24 lakes and a group of reservoirs representing a wide range of bio-optical conditions. Matchup comparisons for chlorophyll-a concentrations indicate mean absolute errors and bias in the order of median concentrations for individual lakes, while total suspended matter and turbidity retrieval achieve significantly better performance metrics across several lake-specific datasets. We demonstrate the use of the products by illustrating and discussing remotely sensed evidence of lake-specific processes and prominent regime shifts documented in the literature. The Diversity II data are available from https://doi.pangaea.de/10.1594/PANGAEA.871462, and Python scripts for their analysis and visualization are provided at https://github.com/odermatt/diversity/.
引用
收藏
页码:1527 / 1549
页数:23
相关论文
共 73 条
[11]  
Danne O., 2016, BEAM IDEPIX OPERATOR
[12]   The MERIS case 2 water algorithm [J].
Doerffer, R. ;
Schiller, H. .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2007, 28 (3-4) :517-535
[13]  
Doerffer R, 2011, ALTERNATIVE ATMOSPHE
[14]   An Optical Classification Tool for Global Lake Waters [J].
Eleveld, Marieke A. ;
Ruescas, Ana B. ;
Hommersom, Annelies ;
Moore, Timothy S. ;
Peters, Steef W. M. ;
Brockmann, Carsten .
REMOTE SENSING, 2017, 9 (05)
[15]   Numerical simulation of the light field in the atmosphere-ocean system using the matrix-operator method [J].
Fell, F ;
Fischer, J .
JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER, 2001, 69 (03) :351-388
[16]  
Fomferra N., 2005, MERIS A ATSR WORKSH, V597, P13
[17]   CALVALUS: FULL-MISSION EO CAL/VAL, PROCESSING AND EXPLOITATION SERVICES [J].
Fomferra, Norman ;
Boettcher, Martin ;
Zuehlke, Marco ;
Brockmann, Carsten ;
Kwiatkowska, Ewa .
2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, :5278-5281
[18]   Assessment of the abnormal growth of floating macrophytes in Winam Gulf (Kenya) by using MODIS imagery time series [J].
Fusilli, L. ;
Collins, M. O. ;
Laneve, G. ;
Palombo, A. ;
Pignatti, S. ;
Santini, F. .
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2013, 20 :33-41
[19]   Spatial variability of nutrient concentrations, fluxes, and ecosystem metabolism in Nyanza Gulf and Rusinga Channel, Lake Victoria (East Africa) [J].
Gikuma-Njuru, P. ;
Hecky, R. E. ;
Guildford, S. J. ;
MacIntyre, S. .
LIMNOLOGY AND OCEANOGRAPHY, 2013, 58 (03) :774-789
[20]   THE PEAK NEAR 700 NM ON RADIANCE SPECTRA OF ALGAE AND WATER - RELATIONSHIPS OF ITS MAGNITUDE AND POSITION WITH CHLOROPHYLL CONCENTRATION [J].
GITELSON, A .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 1992, 13 (17) :3367-3373