GLORIA - A globally representative hyperspectral in situ dataset for optical sensing of water quality

Lehmann, Moritz K. and Gurlin, Daniela and Pahlevan, Nima and Smith, Brandon and Vandermeulen, Ryan A. and Alikas, Krista and Kangro, Kersti and Ligi, Martin and Anstee, Janet and Drayson, Nathan and Balasubramanian, Sundarabalan V. and Barbosa, Cláudio C. F and Maciel, Daniel A. and Novo, Evlyn M. L. M. and Binding, Caren and Bracher, Astrid and Soppa, Mariana A. and Bresciani, Mariano and Giardino, Claudia and Burtner, Ashley and Cao, Zhigang and Ma, Ronghua and Dekker, Arnold G. and Di Vittorio, Courtney and Young, Kyana and Errera, Reagan M. and Vander Woude, Andrea and Fernandez, Virginia and Ficek, Dariusz and Fichot, Cédric G. and Gege, Peter and Plattner, Stefan and Somlai Schweiger, Ian Andreas and Gitelson, Anatoly A. and Greb, Steven R. and Henderson, Hayden and Higa, Hiroto and Rahaghi, Abolfazl Irani and Odermatt, Daniel and Werther, Mortimer and Jamet, Cédric and Loisel, Hubert and Vantrepotte, Vincent and Jiang, Dalin and Spyrakos, Evangelos and Jordan, Thomas and Simis, Stefan G. H. and Kravitz, Jeremy A. and Kristoffersen, Arne S. and Tessin, Elinor and Kudela, Raphael and Li, Lin and Lohrenz, Steven and Malthus, Tim J. and Matsushita, Bunkei and Matthews, Mark and Minaudo, Camille and Mishra, Deepak R. and Mishra, Sachidananda and Moore, Tim and Moses, Wesley J. and Nguyễn, Hà and Novoa, Stéfani and Wernand, Marcel R. and O’Donnell, David M. and Olmanson, Leif G. and Ondrusek, Michael and Oppelt, Natascha and Ouillon, Sylvain and Pereira Filho, Waterloo and Ruiz Verdú, Antonio and Salem, Salem I. and Schalles, John F. and Siswanto, Eko and van der Woerd, Hendrik J. and Yue, Linwei (2023) GLORIA - A globally representative hyperspectral in situ dataset for optical sensing of water quality. Scientific Data, 10 (100), pp. 1-14. Nature Publishing Group. doi: 10.1038/s41597-023-01973-y. ISSN 2052-4463.

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Official URL: https://www.nature.com/articles/s41597-023-01973-y

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.

Item URL in elib:

https://elib.dlr.de/193975/

Document Type:

Article

Title:

GLORIA - A globally representative hyperspectral in situ dataset for optical sensing of water quality

Authors:

Authors	Institution or Email of Authors	Author's ORCID iD	ORCID Put Code
Lehmann, Moritz K.	Xerra Earth Observation Institute, PO Box 400, Alexandra, 9340, New Zealand	https://orcid.org/0000-0001-7346-3901	UNSPECIFIED
Gurlin, Daniela	Wisconsin Department of Natural Resources, Bureau of Water Quality, 101 S Webster Street, Madison, WI, 53707, USA	https://orcid.org/0000-0002-4899-9795	UNSPECIFIED
Pahlevan, Nima	Science Systems and Applications, Inc. (SSAI), Lanham, MD, USA	https://orcid.org/0000-0002-5454-5212	UNSPECIFIED
Smith, Brandon	Science Systems and Applications, Inc. (SSAI), Lanham, MD, USA	UNSPECIFIED	UNSPECIFIED
Vandermeulen, Ryan A.	Science Systems and Applications, Inc. (SSAI), Lanham, MD, USA	UNSPECIFIED	UNSPECIFIED
Alikas, Krista	Tartu Observatory of the University of Tartu, Tartumaa, 61602, Estonia	UNSPECIFIED	UNSPECIFIED
Kangro, Kersti	Tartu Observatory of the University of Tartu, Tartumaa, 61602, Estonia	UNSPECIFIED	UNSPECIFIED
Ligi, Martin	Tartu Observatory of the University of Tartu, Tartumaa, 61602, Estonia	UNSPECIFIED	UNSPECIFIED
Anstee, Janet	Coasts and Oceans Systems Program (COS), CSIRO Environment Business Unit, Acton, ACT, 2601, Australia	UNSPECIFIED	UNSPECIFIED
Drayson, Nathan	Coasts and Oceans Systems Program (COS), CSIRO Environment Business Unit, Acton, ACT, 2601, Australia	UNSPECIFIED	UNSPECIFIED
Balasubramanian, Sundarabalan V.	GeoSensing and Imaging Consultancy, Trivandrum, Kerala, India	UNSPECIFIED	UNSPECIFIED
Barbosa, Cláudio C. F	Instrumentation Lab for Aquatic Systems (LabISA), National Institute for Space Research (INPE), São José dos Campos, Brazil	UNSPECIFIED	UNSPECIFIED
Maciel, Daniel A.	Instrumentation Lab for Aquatic Systems (LabISA), National Institute for Space Research (INPE), São José dos Campos, Brazil	UNSPECIFIED	UNSPECIFIED
Novo, Evlyn M. L. M.	Instrumentation Lab for Aquatic Systems (LabISA), National Institute for Space Research (INPE), São José dos Campos, Brazil	UNSPECIFIED	UNSPECIFIED
Binding, Caren	Environment and Climate Change Canada, Burlington, ON, Canada	UNSPECIFIED	UNSPECIFIED
Bracher, Astrid	Phytooptics Group, Physical Oceanography of Polar Seas, Climate Sciences, Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven, Germany	UNSPECIFIED	UNSPECIFIED
Soppa, Mariana A.	Phytooptics Group, Physical Oceanography of Polar Seas, Climate Sciences, Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven, Germany	UNSPECIFIED	UNSPECIFIED
Bresciani, Mariano	National Research Council of Italy, Institute for Electromagnetic Sensing of the Environment, CNR-IREA, Milano, Italy	UNSPECIFIED	UNSPECIFIED
Giardino, Claudia	National Research Council of Italy, Institute for Electromagnetic Sensing of the Environment, CNR-IREA, Milano, Italy	UNSPECIFIED	UNSPECIFIED
Burtner, Ashley	Cooperative Institute for Great Lakes Research, University of Michigan, 4840 South State Road, Ann Arbor, MI, 48108, USA	UNSPECIFIED	UNSPECIFIED
Cao, Zhigang	Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, 210008, China	UNSPECIFIED	UNSPECIFIED
Ma, Ronghua	Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, 210008, China	UNSPECIFIED	UNSPECIFIED
Dekker, Arnold G.	SatDek Pty Ltd, 99 Read Rd, Sutton, NSW, 2620, Australia	UNSPECIFIED	UNSPECIFIED
Di Vittorio, Courtney	Wake Forest University, Engineering, 455 Vine Street, Winston-Salem, NC, 27101, USA	UNSPECIFIED	UNSPECIFIED
Young, Kyana	Wake Forest University, Engineering, 455 Vine Street, Winston-Salem, NC, 27101, USA	UNSPECIFIED	UNSPECIFIED
Errera, Reagan M.	NOAA Great Lakes Environmental Research Laboratory, Ann Arbor, MI, USA	UNSPECIFIED	UNSPECIFIED
Vander Woude, Andrea	NOAA Great Lakes Environmental Research Laboratory, Ann Arbor, MI, USA	UNSPECIFIED	UNSPECIFIED
Fernandez, Virginia	Department of Geography, Universidad de la República, Montevideo, Uruguay	UNSPECIFIED	UNSPECIFIED
Ficek, Dariusz	Institute of Biology and Earth Sciences, Pomeranian University, Arciszewskiego 22, 76-200, Slupsk, Poland	UNSPECIFIED	UNSPECIFIED
Fichot, Cédric G.	Department of Earth and Environment, Boston University, Boston, MA, USA	UNSPECIFIED	UNSPECIFIED
Gege, Peter	UNSPECIFIED	https://orcid.org/0000-0003-0939-5267	UNSPECIFIED
Plattner, Stefan	UNSPECIFIED	https://orcid.org/0000-0001-5185-5437	UNSPECIFIED
Somlai Schweiger, Ian Andreas	UNSPECIFIED	https://orcid.org/0000-0003-4204-7838	151098852
Gitelson, Anatoly A.	University of Nebraska-Lincoln, School of Natural Resources, 3310 Holdrege Street, Lincoln, NE, 68503, USA	UNSPECIFIED	UNSPECIFIED
Greb, Steven R.	University of Wisconsin-Madison, Aquatic Sciences Center, 1975 Willow Drive, Madison, WI, 53706, USA	UNSPECIFIED	UNSPECIFIED
Henderson, Hayden	Michigan Technological University, Great Lakes Research Center, 100 Phoenix Drive, Houghton, MI, 49931, USA	UNSPECIFIED	UNSPECIFIED
Higa, Hiroto	Faculty of Urban Innovation, Yokohama National University, Tokiwadai 79-5, Hodogaya, Yokohama, Kanagawa, Japan	UNSPECIFIED	UNSPECIFIED
Rahaghi, Abolfazl Irani	Swiss Federal Institute of Aquatic Science and Technology, Department of Surface Waters – Research and Management, Dübendorf, Switzerland	UNSPECIFIED	UNSPECIFIED
Odermatt, Daniel	Swiss Federal Institute of Aquatic Science and Technology, Department of Surface Waters – Research and Management, Dübendorf, Switzerland	UNSPECIFIED	UNSPECIFIED
Werther, Mortimer	Swiss Federal Institute of Aquatic Science and Technology, Department of Surface Waters – Research and Management, Dübendorf, Switzerland	UNSPECIFIED	UNSPECIFIED
Jamet, Cédric	Université du Littoral Côte d’Opale, CNRS, Univ. Lille, IRD, UMR 8187 - LOG - Laboratoire d’Océanologie et de Géosciences, F-62930, Wimereux, France	UNSPECIFIED	UNSPECIFIED
Loisel, Hubert	Université du Littoral Côte d’Opale, CNRS, Univ. Lille, IRD, UMR 8187 - LOG - Laboratoire d’Océanologie et de Géosciences, F-62930, Wimereux, France	UNSPECIFIED	UNSPECIFIED
Vantrepotte, Vincent	Université du Littoral Côte d’Opale, CNRS, Univ. Lille, IRD, UMR 8187 - LOG - Laboratoire d’Océanologie et de Géosciences, F-62930, Wimereux, France	UNSPECIFIED	UNSPECIFIED
Jiang, Dalin	Earth and Planetary Observation Sciences (EPOS), Biological and Environmental Sciences, Faculty of Natural Sciences, University of Stirling, Stirling, UK	UNSPECIFIED	UNSPECIFIED
Spyrakos, Evangelos	Earth and Planetary Observation Sciences (EPOS), Biological and Environmental Sciences, Faculty of Natural Sciences, University of Stirling, Stirling, UK	UNSPECIFIED	UNSPECIFIED
Jordan, Thomas	Plymouth Marine Laboratory, Plymouth, PL1 3DH, UK	UNSPECIFIED	UNSPECIFIED
Simis, Stefan G. H.	Plymouth Marine Laboratory, Plymouth, PL1 3DH, UK	UNSPECIFIED	UNSPECIFIED
Kravitz, Jeremy A.	NASA Ames Research Center, Moffett Field, CA, USA	UNSPECIFIED	UNSPECIFIED
Kristoffersen, Arne S.	Department of Physics and Technology, University of Bergen, Bergen, Norway	UNSPECIFIED	UNSPECIFIED
Tessin, Elinor	Department of Physics and Technology, University of Bergen, Bergen, Norway	UNSPECIFIED	UNSPECIFIED
Kudela, Raphael	University of California-Santa Cruz, Ocean Sciences Department, Institute of Marine Sciences, 1156 High Street, Santa Cruz, CA, 95064, USA	UNSPECIFIED	UNSPECIFIED
Li, Lin	Department of Earth Sciences, Indiana University-Purdue University, Indianapolis, IN, USA	UNSPECIFIED	UNSPECIFIED
Lohrenz, Steven	University of Massachusetts-Dartmouth, School for Marine Science and Technology West, 706 South Rodney French Blvd., New Bedford, MA, 02744, USA	UNSPECIFIED	UNSPECIFIED
Malthus, Tim J.	Coasts and Oceans Systems Program (COS), CSIRO Environment Business Unit, Ecosciences Precinct, 41 Boggo Road, Dutton Park, QLD, 4102, Australia	UNSPECIFIED	UNSPECIFIED
Matsushita, Bunkei	Faculty of Life and Environmental Sciences, University of Tsukuba, Ibaraki, Japan	UNSPECIFIED	UNSPECIFIED
Matthews, Mark	CyanoLakes (Pty) Ltd, Sydney, 2126, Australia	UNSPECIFIED	UNSPECIFIED
Minaudo, Camille	Departament de Biologia Evolutiva, Ecologia i Ciències Ambientals, Facultat de Biologia, Universitat de Barcelona, Av. Diagonal 643, 08028, Barcelona, Spain	UNSPECIFIED	UNSPECIFIED
Mishra, Deepak R.	Department of Geography, University of Georgia, Athens, GA, 30602, USA	UNSPECIFIED	UNSPECIFIED
Mishra, Sachidananda	National Centers for Coastal Ocean Science, National Oceanic and Atmospheric Administration, 1305 East-West Hwy, Silver Spring, MD, 20910, USA	UNSPECIFIED	UNSPECIFIED
Moore, Tim	Harbor Branch Oceanographic Institute, Florida Atlantic University, Fort Pierce, FL, USA	UNSPECIFIED	UNSPECIFIED
Moses, Wesley J.	U.S. Naval Research Laboratory, 4555 Overlook Ave SW, Washington, DC, 20375, USA	UNSPECIFIED	UNSPECIFIED
Nguyễn, Hà	Faculty of Geology, VNU University of Science, Ha Noi, Vietnam	UNSPECIFIED	UNSPECIFIED
Novoa, Stéfani	Royal Netherlands Institute for Sea Research, Physical Oceanography, Marine Optics & Remote Sensing, Den Burg, Texel, Netherlands	UNSPECIFIED	UNSPECIFIED
Wernand, Marcel R.	Royal Netherlands Institute for Sea Research, Physical Oceanography, Marine Optics & Remote Sensing, Den Burg, Texel, Netherlands	UNSPECIFIED	UNSPECIFIED
O’Donnell, David M.	Upstate Freshwater Institute, Syracuse, NY, USA	UNSPECIFIED	UNSPECIFIED
Olmanson, Leif G.	Department of Forest Resources, University of Minnesota, St. Paul, MN, USA	UNSPECIFIED	UNSPECIFIED
Ondrusek, Michael	NOAA Center for Satellite Applications and Research, College Park, MD, USA	UNSPECIFIED	UNSPECIFIED
Oppelt, Natascha	Earth Observation and Modelling, Kiel University, Department of Geography, 24118, Kiel, Germany	UNSPECIFIED	UNSPECIFIED
Ouillon, Sylvain	UMR LEGOS, University of Toulouse, IRD, CNES, CNRS, UPS, 14 Avenue Edouard Belin, 31400, Toulouse, France	UNSPECIFIED	UNSPECIFIED
Pereira Filho, Waterloo	Department of Geosciences, Federal University of Santa Maria, Av. Roraima, 1000, 97105-900, Santa Maria, Rio Grande do Sul, Brazil	UNSPECIFIED	UNSPECIFIED
Ruiz Verdú, Antonio	Laboratory for Earth Observation, University of Valencia, Catedrático Agustín Escardino 9, Paterna (Valencia), 46980, Spain	UNSPECIFIED	UNSPECIFIED
Salem, Salem I.	Faculty of Engineering, Kyoto University of Advanced Science (KUAS), 18 Yamanouchi Gotanda, Ukyo, Kyoto, Japan	UNSPECIFIED	UNSPECIFIED
Schalles, John F.	Creighton University, Department of Biology, Omaha, NE, 68178, USA	UNSPECIFIED	UNSPECIFIED
Siswanto, Eko	Japan Agency for Marine-Earth Science and Technology (JAMSTEC), Showa-machi 3173-25, Yokohama, Kanagawa, 2360001, Japan	UNSPECIFIED	UNSPECIFIED
van der Woerd, Hendrik J.	Department of Water & Climate Risk, Institute for Environmental Studies (IVM), Vrije Universiteit, Amsterdam, Netherlands	UNSPECIFIED	UNSPECIFIED
Yue, Linwei	China University of Geosciences, School of Geography and Information Engineering, Wuhan, China	UNSPECIFIED	UNSPECIFIED

Date:

16 February 2023

Journal or Publication Title:

Scientific Data

Refereed publication:

Yes

Open Access:

Yes

Gold Open Access:

Yes

In SCOPUS:

Yes

In ISI Web of Science:

Yes

Volume:

DOI:

10.1038/s41597-023-01973-y

Page Range:

pp. 1-14

Publisher:

Nature Publishing Group

ISSN:

2052-4463

Status:

Published

Keywords:

GLORIA, hyperspectral, in situ, dataset, optical sensing, water quality, remote sensing, inland waters, coastal waters, remote sensing reflectance

HGF - Research field:

Aeronautics, Space and Transport

HGF - Program:

Space

HGF - Program Themes:

Earth Observation

DLR - Research area:

Raumfahrt

DLR - Program:

R EO - Earth Observation

DLR - Research theme (Project):

R - Optical remote sensing

Location:

Oberpfaffenhofen

Institutes and Institutions:

Remote Sensing Technology Institute > Experimental Methods

Deposited By:

Somlai-Schweiger, Dr. Ian

Deposited On:

22 Feb 2023 11:30

Last Modified:

19 Jan 2024 17:47

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