Scientific Data (Feb 2023)
GLORIA - A globally representative hyperspectral in situ dataset for optical sensing of water quality
- Moritz K. Lehmann,
- Daniela Gurlin,
- Nima Pahlevan,
- Krista Alikas,
- Ted Conroy,
- Janet Anstee,
- Sundarabalan V. Balasubramanian,
- Cláudio C. F. Barbosa,
- Caren Binding,
- Astrid Bracher,
- Mariano Bresciani,
- Ashley Burtner,
- Zhigang Cao,
- Arnold G. Dekker,
- Courtney Di Vittorio,
- Nathan Drayson,
- Reagan M. Errera,
- Virginia Fernandez,
- Dariusz Ficek,
- Cédric G. Fichot,
- Peter Gege,
- Claudia Giardino,
- Anatoly A. Gitelson,
- Steven R. Greb,
- Hayden Henderson,
- Hiroto Higa,
- Abolfazl Irani Rahaghi,
- Cédric Jamet,
- Dalin Jiang,
- Thomas Jordan,
- Kersti Kangro,
- Jeremy A. Kravitz,
- Arne S. Kristoffersen,
- Raphael Kudela,
- Lin Li,
- Martin Ligi,
- Hubert Loisel,
- Steven Lohrenz,
- Ronghua Ma,
- Daniel A. Maciel,
- Tim J. Malthus,
- Bunkei Matsushita,
- Mark Matthews,
- Camille Minaudo,
- Deepak R. Mishra,
- Sachidananda Mishra,
- Tim Moore,
- Wesley J. Moses,
- Hà Nguyễn,
- Evlyn M. L. M. Novo,
- Stéfani Novoa,
- Daniel Odermatt,
- David M. O’Donnell,
- Leif G. Olmanson,
- Michael Ondrusek,
- Natascha Oppelt,
- Sylvain Ouillon,
- Waterloo Pereira Filho,
- Stefan Plattner,
- Antonio Ruiz Verdú,
- Salem I. Salem,
- John F. Schalles,
- Stefan G. H. Simis,
- Eko Siswanto,
- Brandon Smith,
- Ian Somlai-Schweiger,
- Mariana A. Soppa,
- Evangelos Spyrakos,
- Elinor Tessin,
- Hendrik J. van der Woerd,
- Andrea Vander Woude,
- Ryan A. Vandermeulen,
- Vincent Vantrepotte,
- Marcel R. Wernand,
- Mortimer Werther,
- Kyana Young,
- Linwei Yue
Affiliations
- Moritz K. Lehmann
- Xerra Earth Observation Institute
- Daniela Gurlin
- Wisconsin Department of Natural Resources, Bureau of Water Quality
- Nima Pahlevan
- Science Systems and Applications, Inc. (SSAI)
- Krista Alikas
- Tartu Observatory of the University of Tartu
- Ted Conroy
- School of Science, University of Waikato
- Janet Anstee
- Coasts and Oceans Systems Program (COS), CSIRO Environment Business Unit
- Sundarabalan V. Balasubramanian
- GeoSensing and Imaging Consultancy
- Cláudio C. F. Barbosa
- Instrumentation Lab for Aquatic Systems (LabISA), National Institute for Space Research (INPE)
- Caren Binding
- Environment and Climate Change Canada
- Astrid Bracher
- Phytooptics Group, Physical Oceanography of Polar Seas, Climate Sciences, Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research
- Mariano Bresciani
- National Research Council of Italy, Institute for Electromagnetic Sensing of the Environment, CNR-IREA
- Ashley Burtner
- Cooperative Institute for Great Lakes Research, University of Michigan
- Zhigang Cao
- Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences
- Arnold G. Dekker
- SatDek Pty Ltd
- Courtney Di Vittorio
- Wake Forest University
- Nathan Drayson
- Coasts and Oceans Systems Program (COS), CSIRO Environment Business Unit
- Reagan M. Errera
- NOAA Great Lakes Environmental Research Laboratory
- Virginia Fernandez
- Department of Geography, Universidad de la República
- Dariusz Ficek
- Institute of Biology and Earth Sciences, Pomeranian University
- Cédric G. Fichot
- Department of Earth and Environment, Boston University
- Peter Gege
- German Aerospace Center (DLR), Remote Sensing Technology Institute
- Claudia Giardino
- National Research Council of Italy, Institute for Electromagnetic Sensing of the Environment, CNR-IREA
- Anatoly A. Gitelson
- University of Nebraska-Lincoln, School of Natural Resources
- Steven R. Greb
- University of Wisconsin-Madison, Aquatic Sciences Center
- Hayden Henderson
- Michigan Technological University, Great Lakes Research Center
- Hiroto Higa
- Faculty of Urban Innovation, Yokohama National University
- Abolfazl Irani Rahaghi
- Swiss Federal Institute of Aquatic Science and Technology, Department of Surface Waters – Research and Management
- Cédric Jamet
- Université du Littoral Côte d’Opale, CNRS, Univ. Lille, IRD, UMR 8187 - LOG - Laboratoire d’Océanologie et de Géosciences
- Dalin Jiang
- Earth and Planetary Observation Sciences (EPOS), Biological and Environmental Sciences, Faculty of Natural Sciences, University of Stirling
- Thomas Jordan
- Plymouth Marine Laboratory
- Kersti Kangro
- Tartu Observatory of the University of Tartu
- Jeremy A. Kravitz
- NASA Ames Research Center
- Arne S. Kristoffersen
- Department of Physics and Technology, University of Bergen
- Raphael Kudela
- University of California-Santa Cruz, Ocean Sciences Department, Institute of Marine Sciences
- Lin Li
- Department of Earth Sciences, Indiana University-Purdue University
- Martin Ligi
- Tartu Observatory of the University of Tartu
- Hubert Loisel
- Université du Littoral Côte d’Opale, CNRS, Univ. Lille, IRD, UMR 8187 - LOG - Laboratoire d’Océanologie et de Géosciences
- Steven Lohrenz
- University of Massachusetts-Dartmouth, School for Marine Science and Technology West
- Ronghua Ma
- Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences
- Daniel A. Maciel
- Instrumentation Lab for Aquatic Systems (LabISA), National Institute for Space Research (INPE)
- Tim J. Malthus
- Coasts and Oceans Systems Program (COS), CSIRO Environment Business Unit, Ecosciences Precinct
- Bunkei Matsushita
- Faculty of Life and Environmental Sciences, University of Tsukuba
- Mark Matthews
- CyanoLakes (Pty) Ltd
- Camille Minaudo
- Departament de Biologia Evolutiva, Ecologia i Ciències Ambientals, Facultat de Biologia, Universitat de Barcelona
- Deepak R. Mishra
- Department of Geography, University of Georgia
- Sachidananda Mishra
- National Centers for Coastal Ocean Science, National Oceanic and Atmospheric Administration
- Tim Moore
- Harbor Branch Oceanographic Institute, Florida Atlantic University
- Wesley J. Moses
- U.S. Naval Research Laboratory
- Hà Nguyễn
- Faculty of Geology, VNU University of Science
- Evlyn M. L. M. Novo
- Instrumentation Lab for Aquatic Systems (LabISA), National Institute for Space Research (INPE)
- Stéfani Novoa
- Royal Netherlands Institute for Sea Research, Physical Oceanography, Marine Optics & Remote Sensing, Den Burg
- Daniel Odermatt
- Swiss Federal Institute of Aquatic Science and Technology, Department of Surface Waters – Research and Management
- David M. O’Donnell
- Upstate Freshwater Institute
- Leif G. Olmanson
- Department of Forest Resources, University of Minnesota
- Michael Ondrusek
- NOAA Center for Satellite Applications and Research
- Natascha Oppelt
- Earth Observation and Modelling, Kiel University, Department of Geography
- Sylvain Ouillon
- UMR LEGOS, University of Toulouse, IRD, CNES, CNRS, UPS
- Waterloo Pereira Filho
- Department of Geosciences, Federal University of Santa Maria
- Stefan Plattner
- German Aerospace Center (DLR), Remote Sensing Technology Institute
- Antonio Ruiz Verdú
- Laboratory for Earth Observation, University of Valencia, Catedrático Agustín Escardino 9
- Salem I. Salem
- Faculty of Engineering, Kyoto University of Advanced Science (KUAS)
- John F. Schalles
- Creighton University, Department of Biology
- Stefan G. H. Simis
- Plymouth Marine Laboratory
- Eko Siswanto
- Japan Agency for Marine-Earth Science and Technology (JAMSTEC)
- Brandon Smith
- Science Systems and Applications, Inc. (SSAI)
- Ian Somlai-Schweiger
- German Aerospace Center (DLR), Remote Sensing Technology Institute
- Mariana A. Soppa
- Phytooptics Group, Physical Oceanography of Polar Seas, Climate Sciences, Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research
- Evangelos Spyrakos
- Earth and Planetary Observation Sciences (EPOS), Biological and Environmental Sciences, Faculty of Natural Sciences, University of Stirling
- Elinor Tessin
- Department of Physics and Technology, University of Bergen
- Hendrik J. van der Woerd
- Department of Water & Climate Risk, Institute for Environmental Studies (IVM), Vrije Universiteit
- Andrea Vander Woude
- NOAA Great Lakes Environmental Research Laboratory
- Ryan A. Vandermeulen
- Science Systems and Applications, Inc. (SSAI)
- Vincent Vantrepotte
- Université du Littoral Côte d’Opale, CNRS, Univ. Lille, IRD, UMR 8187 - LOG - Laboratoire d’Océanologie et de Géosciences
- Marcel R. Wernand
- Royal Netherlands Institute for Sea Research, Physical Oceanography, Marine Optics & Remote Sensing, Den Burg
- Mortimer Werther
- Swiss Federal Institute of Aquatic Science and Technology, Department of Surface Waters – Research and Management
- Kyana Young
- Wake Forest University
- Linwei Yue
- China University of Geosciences, School of Geography and Information Engineering
- DOI
- https://doi.org/10.1038/s41597-023-01973-y
- Journal volume & issue
-
Vol. 10,
no. 1
pp. 1 – 14
Abstract
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.
