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Lehmann MK, Gurlin D, Pahlevan N, Alikas K, Anstee J, Balasubramanian SV, Barbosa CCF, Binding C, Bracher A, Bresciani M, Burtner A, Cao Z, Dekker AG, Di Vittorio C, Drayson N, Errera RM, Fernandez V, Ficek D, Fichot CG, Gege P, Giardino C, Gitelson AA, Greb SR, Henderson H, Higa H, Rahaghi AI, Jamet C, Jiang D, Jordan T, Kangro K, Kravitz JA, Kristoffersen AS, Kudela R, Li L, Ligi M, Loisel H, Lohrenz S, Ma R, Maciel DA, Malthus TJ, Matsushita B, Matthews M, Minaudo C, Mishra DR, Mishra S, Moore T, Moses WJ, Nguyễn H, Novo EMLM, Novoa S, Odermatt D, O'Donnell DM, Olmanson LG, Ondrusek M, Oppelt N, Ouillon S, Pereira Filho W, Plattner S, Verdú AR, Salem SI, Schalles JF, Simis SGH, Siswanto E, Smith B, Somlai-Schweiger I, Soppa MA, Spyrakos E, Tessin E, van der Woerd HJ, Vander Woude A, Vandermeulen RA, Vantrepotte V, Wernand MR, Werther M, Young K, Yue L. GLORIA - A globally representative hyperspectral in situ dataset for optical sensing of water quality. Sci Data 2023; 10:100. [PMID: 36797273 PMCID: PMC9935528 DOI: 10.1038/s41597-023-01973-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Accepted: 01/17/2023] [Indexed: 02/18/2023] Open
Abstract
The development of algorithms for remote sensing of water quality (RSWQ) requires a large amount of in situ data to account for the bio-geo-optical diversity of inland and coastal waters. The GLObal Reflectance community dataset for Imaging and optical sensing of Aquatic environments (GLORIA) includes 7,572 curated hyperspectral remote sensing reflectance measurements at 1 nm intervals within the 350 to 900 nm wavelength range. In addition, at least one co-located water quality measurement of chlorophyll a, total suspended solids, absorption by dissolved substances, and Secchi depth, is provided. The data were contributed by researchers affiliated with 59 institutions worldwide and come from 450 different water bodies, making GLORIA the de-facto state of knowledge of in situ coastal and inland aquatic optical diversity. Each measurement is documented with comprehensive methodological details, allowing users to evaluate fitness-for-purpose, and providing a reference for practitioners planning similar measurements. We provide open and free access to this dataset with the goal of enabling scientific and technological advancement towards operational regional and global RSWQ monitoring.
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Affiliation(s)
- Moritz K Lehmann
- Xerra Earth Observation Institute, PO Box 400, Alexandra, 9340, New Zealand. .,School of Science, University of Waikato, Private Bag 3105, Hamilton, 3240, New Zealand.
| | - Daniela Gurlin
- Wisconsin Department of Natural Resources, Bureau of Water Quality, 101 S Webster Street, Madison, WI, 53707, USA
| | - Nima Pahlevan
- Science Systems and Applications, Inc. (SSAI), Lanham, MD, USA.,NASA Goddard Space Flight Center, Greenbelt, MD, USA
| | - Krista Alikas
- Tartu Observatory of the University of Tartu, Tartumaa, 61602, Estonia
| | - Janet Anstee
- Coasts and Oceans Systems Program (COS), CSIRO Environment Business Unit, Acton, ACT, 2601, Australia
| | | | - Cláudio C F Barbosa
- Instrumentation Lab for Aquatic Systems (LabISA), National Institute for Space Research (INPE), São José dos Campos, Brazil
| | - Caren Binding
- Environment and Climate Change Canada, Burlington, ON, Canada
| | - Astrid Bracher
- Phytooptics Group, Physical Oceanography of Polar Seas, Climate Sciences, Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven, Germany.,Department of Physics and Electrical Engineering, Institute of Environmental Physics, University of Bremen, Bremen, Germany
| | - Mariano Bresciani
- National Research Council of Italy, Institute for Electromagnetic Sensing of the Environment, CNR-IREA, Milano, Italy
| | - Ashley Burtner
- Cooperative Institute for Great Lakes Research, University of Michigan, 4840 South State Road, Ann Arbor, MI, 48108, USA
| | - Zhigang Cao
- Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, 210008, China
| | | | - Courtney Di Vittorio
- Wake Forest University, Engineering, 455 Vine Street, Winston-Salem, NC, 27101, USA
| | - Nathan Drayson
- Coasts and Oceans Systems Program (COS), CSIRO Environment Business Unit, Acton, ACT, 2601, Australia
| | - Reagan M Errera
- NOAA Great Lakes Environmental Research Laboratory, Ann Arbor, MI, USA
| | - Virginia Fernandez
- Department of Geography, Universidad de la República, Montevideo, Uruguay
| | - Dariusz Ficek
- Institute of Biology and Earth Sciences, Pomeranian University, Arciszewskiego 22, 76-200, Slupsk, Poland
| | - Cédric G Fichot
- Department of Earth and Environment, Boston University, Boston, MA, USA
| | - Peter Gege
- German Aerospace Center (DLR), Remote Sensing Technology Institute, Wessling, Germany
| | - Claudia Giardino
- National Research Council of Italy, Institute for Electromagnetic Sensing of the Environment, CNR-IREA, Milano, Italy
| | - Anatoly A Gitelson
- University of Nebraska-Lincoln, School of Natural Resources, 3310 Holdrege Street, Lincoln, NE, 68503, USA
| | - Steven R Greb
- University of Wisconsin-Madison, Aquatic Sciences Center, 1975 Willow Drive, Madison, WI, 53706, USA
| | - Hayden Henderson
- Michigan Technological University, Great Lakes Research Center, 100 Phoenix Drive, Houghton, MI, 49931, USA
| | - Hiroto Higa
- Faculty of Urban Innovation, Yokohama National University, Tokiwadai 79-5, Hodogaya, Yokohama, Kanagawa, Japan
| | - Abolfazl Irani Rahaghi
- Swiss Federal Institute of Aquatic Science and Technology, Department of Surface Waters - Research and Management, Dübendorf, Switzerland
| | - Cédric Jamet
- Université du Littoral Côte d'Opale, CNRS, Univ. Lille, IRD, UMR 8187 - LOG - Laboratoire d'Océanologie et de Géosciences, F-62930, Wimereux, France
| | - Dalin Jiang
- Earth and Planetary Observation Sciences (EPOS), Biological and Environmental Sciences, Faculty of Natural Sciences, University of Stirling, Stirling, UK
| | | | - Kersti Kangro
- Tartu Observatory of the University of Tartu, Tartumaa, 61602, Estonia
| | | | | | - Raphael Kudela
- University of California-Santa Cruz, Ocean Sciences Department, Institute of Marine Sciences, 1156 High Street, Santa Cruz, CA, 95064, USA
| | - Lin Li
- Department of Earth Sciences, Indiana University-Purdue University, Indianapolis, IN, USA
| | - Martin Ligi
- Tartu Observatory of the University of Tartu, Tartumaa, 61602, Estonia
| | - Hubert Loisel
- Université du Littoral Côte d'Opale, CNRS, Univ. Lille, IRD, UMR 8187 - LOG - Laboratoire d'Océanologie et de Géosciences, F-62930, Wimereux, France
| | - Steven Lohrenz
- University of Massachusetts-Dartmouth, School for Marine Science and Technology West, 706 South Rodney French Blvd., New Bedford, MA, 02744, USA
| | - Ronghua Ma
- Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, 210008, China
| | - Daniel A Maciel
- Instrumentation Lab for Aquatic Systems (LabISA), National Institute for Space Research (INPE), São José dos Campos, Brazil
| | - Tim J Malthus
- Coasts and Oceans Systems Program (COS), CSIRO Environment Business Unit, Ecosciences Precinct, 41 Boggo Road, Dutton Park, QLD, 4102, Australia
| | - Bunkei Matsushita
- Faculty of Life and Environmental Sciences, University of Tsukuba, Ibaraki, Japan
| | | | - Camille Minaudo
- Departament de Biologia Evolutiva, Ecologia i Ciències Ambientals, Facultat de Biologia, Universitat de Barcelona, Av. Diagonal 643, 08028, Barcelona, Spain
| | - Deepak R Mishra
- Department of Geography, University of Georgia, Athens, GA, 30602, USA
| | - Sachidananda Mishra
- National Centers for Coastal Ocean Science, National Oceanic and Atmospheric Administration, 1305 East-West Hwy, Silver Spring, MD, 20910, USA
| | - Tim Moore
- Harbor Branch Oceanographic Institute, Florida Atlantic University, Fort Pierce, FL, USA
| | - Wesley J Moses
- U.S. Naval Research Laboratory, 4555 Overlook Ave SW, Washington, DC, 20375, USA
| | - Hà Nguyễn
- Faculty of Geology, VNU University of Science, Ha Noi, Vietnam
| | - Evlyn M L M Novo
- Instrumentation Lab for Aquatic Systems (LabISA), National Institute for Space Research (INPE), São José dos Campos, Brazil
| | - Stéfani Novoa
- Royal Netherlands Institute for Sea Research, Physical Oceanography, Marine Optics & Remote Sensing, Den Burg, Texel, Netherlands
| | - Daniel Odermatt
- Swiss Federal Institute of Aquatic Science and Technology, Department of Surface Waters - Research and Management, Dübendorf, Switzerland
| | | | - Leif G Olmanson
- Department of Forest Resources, University of Minnesota, St. Paul, MN, USA
| | - Michael Ondrusek
- NOAA Center for Satellite Applications and Research, College Park, MD, USA
| | - Natascha Oppelt
- Earth Observation and Modelling, Kiel University, Department of Geography, 24118, Kiel, Germany
| | - Sylvain Ouillon
- UMR LEGOS, University of Toulouse, IRD, CNES, CNRS, UPS, 14 Avenue Edouard Belin, 31400, Toulouse, France.,Department Water-Environment-Oceanography, University of Science and Technology of Hanoi (USTH), Vietnamese Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Hanoi, 100000, Vietnam
| | - Waterloo Pereira Filho
- Department of Geosciences, Federal University of Santa Maria, Av. Roraima, 1000, 97105-900, Santa Maria, Rio Grande do Sul, Brazil
| | - Stefan Plattner
- German Aerospace Center (DLR), Remote Sensing Technology Institute, Wessling, Germany
| | - Antonio Ruiz Verdú
- Laboratory for Earth Observation, University of Valencia, Catedrático Agustín Escardino 9, Paterna (Valencia), 46980, Spain
| | - Salem I Salem
- Faculty of Engineering, Kyoto University of Advanced Science (KUAS), 18 Yamanouchi Gotanda, Ukyo, Kyoto, Japan
| | - John F Schalles
- Creighton University, Department of Biology, Omaha, NE, 68178, USA
| | | | - Eko Siswanto
- Japan Agency for Marine-Earth Science and Technology (JAMSTEC), Showa-machi 3173-25, Yokohama, Kanagawa, 2360001, Japan
| | - Brandon Smith
- Science Systems and Applications, Inc. (SSAI), Lanham, MD, USA.,NASA Goddard Space Flight Center, Greenbelt, MD, USA
| | - Ian Somlai-Schweiger
- German Aerospace Center (DLR), Remote Sensing Technology Institute, Wessling, Germany
| | - Mariana A Soppa
- Phytooptics Group, Physical Oceanography of Polar Seas, Climate Sciences, Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven, Germany
| | - Evangelos Spyrakos
- Earth and Planetary Observation Sciences (EPOS), Biological and Environmental Sciences, Faculty of Natural Sciences, University of Stirling, Stirling, UK
| | - Elinor Tessin
- Department of Physics and Technology, University of Bergen, Bergen, Norway
| | - Hendrik J van der Woerd
- Department of Water & Climate Risk, Institute for Environmental Studies (IVM), Vrije Universiteit, Amsterdam, Netherlands
| | | | - Ryan A Vandermeulen
- Science Systems and Applications, Inc. (SSAI), Lanham, MD, USA.,Ocean Ecology Laboratory, NASA Goddard Space Flight Center, Greenbelt, MD, USA
| | - Vincent Vantrepotte
- Université du Littoral Côte d'Opale, CNRS, Univ. Lille, IRD, UMR 8187 - LOG - Laboratoire d'Océanologie et de Géosciences, F-62930, Wimereux, France
| | - Marcel R Wernand
- Royal Netherlands Institute for Sea Research, Physical Oceanography, Marine Optics & Remote Sensing, Den Burg, Texel, Netherlands
| | - Mortimer Werther
- Swiss Federal Institute of Aquatic Science and Technology, Department of Surface Waters - Research and Management, Dübendorf, Switzerland.,Earth and Planetary Observation Sciences (EPOS), Biological and Environmental Sciences, Faculty of Natural Sciences, University of Stirling, Stirling, UK
| | - Kyana Young
- Wake Forest University, Engineering, 455 Vine Street, Winston-Salem, NC, 27101, USA
| | - Linwei Yue
- China University of Geosciences, School of Geography and Information Engineering, Wuhan, China
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El Serafy GY, Schaeffer BA, Neely MB, Spinosa A, Odermatt D, Weathers KC, Baracchini T, Bouffard D, Carvalho L, Conmy RN, De Keukelaere L, Hunter PD, Jamet C, Joehnk KD, Johnston JM, Knudby A, Minaudo C, Pahlevan N, Reusen I, Rose KC, Schalles J, Tzortziou M. Integrating Inland and Coastal Water Quality Data for Actionable Knowledge. REMOTE SENSING 2021; 13:1-24. [PMID: 36817948 PMCID: PMC9933521 DOI: 10.3390/rs13152899] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Water quality measures for inland and coastal waters are available as discrete samples from professional and volunteer water quality monitoring programs and higher-frequency, near-continuous data from automated in situ sensors. Water quality parameters also are estimated from model outputs and remote sensing. The integration of these data, via data assimilation, can result in a more holistic characterization of these highly dynamic ecosystems, and consequently improve water resource management. It is becoming common to see combinations of these data applied to answer relevant scientific questions. Yet, methods for scaling water quality data across regions and beyond, to provide actionable knowledge for stakeholders, have emerged only recently, particularly with the availability of satellite data now providing global coverage at high spatial resolution. In this paper, data sources and existing data integration frameworks are reviewed to give an overview of the present status and identify the gaps in existing frameworks. We propose an integration framework to provide information to user communities through the the Group on Earth Observations (GEO) AquaWatch Initiative. This aims to develop and build the global capacity and utility of water quality data, products, and information to support equitable and inclusive access for water resource management, policy and decision making.
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Affiliation(s)
- Ghada Y.H. El Serafy
- Deltares, Boussinesqweg 1, 2629 HV Delft, The Netherlands
- Delft Institute of Applied Mathematics, Delft University of Technology, Mekelweg 5, 2628 CD Delft, The Netherlands
| | - Blake A. Schaeffer
- U.S. Environmental Protection Agency, Office of Research and Development, Washington, DC 20460, USA
| | - Merrie-Beth Neely
- Global Science & Technology, 7855 Walker Drive, Suite 200, Greenbelt, MD 20770, USA
| | - Anna Spinosa
- Deltares, Boussinesqweg 1, 2629 HV Delft, The Netherlands
- Delft Institute of Applied Mathematics, Delft University of Technology, Mekelweg 5, 2628 CD Delft, The Netherlands
| | - Daniel Odermatt
- EAWAG, Swiss Federal Institute of Aquatic Science and Technology, 8600 Dübendorf, Switzerland
| | | | - Theo Baracchini
- EAWAG, Swiss Federal Institute of Aquatic Science and Technology, 8600 Dübendorf, Switzerland
- School of Architecture, Civil and Environmental Engineering, Ecole Polytechinque Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | - Damien Bouffard
- EAWAG, Swiss Federal Institute of Aquatic Science and Technology, 6047 Kastanienbaum, Switzerland
| | | | - Robyn N. Conmy
- U.S. Environmental Protection Agency, Office of Research and Development, Washington, DC 20460, USA
| | | | - Peter D. Hunter
- Earth and Planetary Observation Science (EPOS), Biological and Environmental Sciences, Faculty of Natural Sciences, University of Stirling, FK9 4LA Stirling, UK
| | - Cédric Jamet
- Univ. Littoral Cote d’Opale, Univ. Lille, CNRS, UMR 8187, LOG, Laboratoire d’Océanologie et de Géosciences, F 62930 Wimereux, France
| | - Klaus D. Joehnk
- CSIRO Land and Water, Clunies Ross Street, Canberra ACT 2601, Australia
| | - John M. Johnston
- U.S. Environmental Protection Agency, Office of Research and Development, Washington, DC 20460, USA
| | - Anders Knudby
- Department of Geography, Environment and Geomatics, University of Ottawa, 60 University, Ottawa, ON K1N 6N5, Canada
| | - Camille Minaudo
- School of Architecture, Civil and Environmental Engineering, Ecole Polytechinque Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | - Nima Pahlevan
- NASA Goddard Space Flight Center, 8800 Greenbelt Road, Greenbelt, MD 20771, USA
- Science Systems and Applications, Inc., 10210 Greenbelt Road, Lanham, MD 20706, USA
| | - Ils Reusen
- VITO Remote Sensing, Boeretang 200, 2400 Mol, Belgium
| | - Kevin C. Rose
- Department of Biological Sciences, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
| | - John Schalles
- Creighton University, 2500 California Plaza, Omaha, NE 68178, USA
| | - Maria Tzortziou
- NASA Goddard Space Flight Center, 8800 Greenbelt Road, Greenbelt, MD 20771, USA
- The City College of New York, City University of New York, New York, NY 10003, USA
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