ArticleScientific data2023
GLORIA - A globally representative hyperspectral in situ dataset for optical sensing of water quality.
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Article in Scientific data, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 9 papers.
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9citing papers in PubMed
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9 citing papers in PubMed.
- Advancements in Satellite Observations of Inland and Coastal Waters: Building Towards a Global Validation Network.Remote sensing · 2025Article
- A bio-optical database for the remote sensing of water quality in BRAZil coAstal and inland waters (BRAZA).Scientific data · 2025Article
- A Comprehensive Dataset of Surface Water Quality Spanning 1940-2023 for Empirical and ML Adopted Research.Scientific data · 2025Article
- Lake SkyWater-A Portable Buoy for Measuring Water-Leaving Radiance in Lakes Under Optimal Geometric Conditions.Sensors (Basel, Switzerland) · 2025Article
- MetaCity: Data-driven sustainable development of complex cities.Innovation (Cambridge (Mass.)) · 2025Review
- Simulation-based inference advances water quality mapping in shallow coral reef environments.Royal Society open science · 2025Article
- Classification of Chicken Carcass Breast Blood-Related Defects Using Hyperspectral Imaging Combined with Convolutional Neural Networks.Foods (Basel, Switzerland) · 2024Article
- Satellite-ground synchronous in-situ dataset of water optical parameters and surface temperature for typical lakes in China.Scientific data · 2024Article
- Comparison of Two Water Color Algorithms: Implications for the Remote Sensing of Water Bodies with Moderate to High CDOM or Chlorophyll Levels.Sensors (Basel, Switzerland) · 2023Article
Corrections and comments
- Erratum issued
Authors and funding
77 authors.
Moritz K LehmannXerra Earth Observation Institute, PO Box 400, Alexandra, 9340, New Zealand. moritz.lehmann@gmail.com.ORCID http://orcid.org/0000-0001-7346-3901
Daniela GurlinWisconsin Department of Natural Resources, Bureau of Water Quality, 101 S Webster Street, Madison, WI, 53707, USA.ORCID http://orcid.org/0000-0002-4899-9795
Nima PahlevanScience Systems and Applications, Inc. (SSAI), Lanham, MD, USA.
Krista AlikasTartu Observatory of the University of Tartu, Tartumaa, 61602, Estonia.
Ted ConroySchool of Science, University of Waikato, Private Bag 3105, Hamilton, 3240, New Zealand.
Janet AnsteeCoasts and Oceans Systems Program (COS), CSIRO Environment Business Unit, Acton, ACT, 2601, Australia.ORCID http://orcid.org/0000-0002-1681-9630
Sundarabalan V BalasubramanianGeoSensing and Imaging Consultancy, Trivandrum, Kerala, India.
Cláudio C F BarbosaInstrumentation Lab for Aquatic Systems (LabISA), National Institute for Space Research (INPE), São José dos Campos, Brazil.ORCID http://orcid.org/0000-0002-3221-9774
Caren BindingEnvironment and Climate Change Canada, Burlington, ON, Canada.
Astrid BracherPhytooptics Group, Physical Oceanography of Polar Seas, Climate Sciences, Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven, Germany.
Mariano BrescianiNational Research Council of Italy, Institute for Electromagnetic Sensing of the Environment, CNR-IREA, Milano, Italy.
Ashley BurtnerCooperative Institute for Great Lakes Research, University of Michigan, 4840 South State Road, Ann Arbor, MI, 48108, USA.
Zhigang CaoNanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, 210008, China.ORCID http://orcid.org/0000-0001-5329-2906
Arnold G DekkerSatDek Pty Ltd, 99 Read Rd, Sutton, NSW, 2620, Australia.ORCID http://orcid.org/0000-0002-8160-6498
Courtney Di VittorioWake Forest University, Engineering, 455 Vine Street, Winston-Salem, NC, 27101, USA.ORCID http://orcid.org/0000-0001-8623-1982
Nathan DraysonCoasts and Oceans Systems Program (COS), CSIRO Environment Business Unit, Acton, ACT, 2601, Australia.
Reagan M ErreraNOAA Great Lakes Environmental Research Laboratory, Ann Arbor, MI, USA.
Virginia FernandezDepartment of Geography, Universidad de la República, Montevideo, Uruguay.
Dariusz FicekInstitute of Biology and Earth Sciences, Pomeranian University, Arciszewskiego 22, 76-200, Slupsk, Poland.
Cédric G FichotDepartment of Earth and Environment, Boston University, Boston, MA, USA.
Peter GegeGerman Aerospace Center (DLR), Remote Sensing Technology Institute, Wessling, Germany.ORCID http://orcid.org/0000-0003-0939-5267
Claudia GiardinoNational Research Council of Italy, Institute for Electromagnetic Sensing of the Environment, CNR-IREA, Milano, Italy.
Anatoly A GitelsonUniversity of Nebraska-Lincoln, School of Natural Resources, 3310 Holdrege Street, Lincoln, NE, 68503, USA.
Steven R GrebUniversity of Wisconsin-Madison, Aquatic Sciences Center, 1975 Willow Drive, Madison, WI, 53706, USA.
Hayden HendersonMichigan Technological University, Great Lakes Research Center, 100 Phoenix Drive, Houghton, MI, 49931, USA.
Hiroto HigaFaculty of Urban Innovation, Yokohama National University, Tokiwadai 79-5, Hodogaya, Yokohama, Kanagawa, Japan.
Abolfazl Irani RahaghiSwiss Federal Institute of Aquatic Science and Technology, Department of Surface Waters - Research and Management, Dübendorf, Switzerland.
Cédric JametUniversité du Littoral Côte d'Opale, CNRS, Univ. Lille, IRD, UMR 8187 - LOG - Laboratoire d'Océanologie et de Géosciences, F-62930, Wimereux, France.ORCID http://orcid.org/0000-0001-6988-6506
Dalin JiangEarth and Planetary Observation Sciences (EPOS), Biological and Environmental Sciences, Faculty of Natural Sciences, University of Stirling, Stirling, UK.
Thomas JordanPlymouth Marine Laboratory, Plymouth, PL1 3DH, UK.
Kersti KangroTartu Observatory of the University of Tartu, Tartumaa, 61602, Estonia.
Jeremy A KravitzNASA Ames Research Center, Moffett Field, CA, USA.
Arne S KristoffersenDepartment of Physics and Technology, University of Bergen, Bergen, Norway.
Raphael KudelaUniversity of California-Santa Cruz, Ocean Sciences Department, Institute of Marine Sciences, 1156 High Street, Santa Cruz, CA, 95064, USA.ORCID http://orcid.org/0000-0002-8640-1205
Lin LiDepartment of Earth Sciences, Indiana University-Purdue University, Indianapolis, IN, USA.
Martin LigiTartu Observatory of the University of Tartu, Tartumaa, 61602, Estonia.
Hubert LoiselUniversité du Littoral Côte d'Opale, CNRS, Univ. Lille, IRD, UMR 8187 - LOG - Laboratoire d'Océanologie et de Géosciences, F-62930, Wimereux, France.
Steven LohrenzUniversity of Massachusetts-Dartmouth, School for Marine Science and Technology West, 706 South Rodney French Blvd., New Bedford, MA, 02744, USA.
Ronghua MaNanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, 210008, China.
Daniel A MacielInstrumentation Lab for Aquatic Systems (LabISA), National Institute for Space Research (INPE), São José dos Campos, Brazil.ORCID http://orcid.org/0000-0003-4543-5908
Tim J MalthusCoasts and Oceans Systems Program (COS), CSIRO Environment Business Unit, Ecosciences Precinct, 41 Boggo Road, Dutton Park, QLD, 4102, Australia.
Bunkei MatsushitaFaculty of Life and Environmental Sciences, University of Tsukuba, Ibaraki, Japan.
Mark MatthewsCyanoLakes (Pty) Ltd, Sydney, 2126, Australia.
Camille MinaudoDepartament de Biologia Evolutiva, Ecologia i Ciències Ambientals, Facultat de Biologia, Universitat de Barcelona, Av. Diagonal 643, 08028, Barcelona, Spain.
Deepak R MishraDepartment of Geography, University of Georgia, Athens, GA, 30602, USA.ORCID http://orcid.org/0000-0001-8192-7681
Sachidananda MishraNational Centers for Coastal Ocean Science, National Oceanic and Atmospheric Administration, 1305 East-West Hwy, Silver Spring, MD, 20910, USA.ORCID http://orcid.org/0000-0001-6613-3103
Tim MooreHarbor Branch Oceanographic Institute, Florida Atlantic University, Fort Pierce, FL, USA.
Wesley J MosesU.S. Naval Research Laboratory, 4555 Overlook Ave SW, Washington, DC, 20375, USA.ORCID http://orcid.org/0000-0003-3551-6093
Hà NguyễnFaculty of Geology, VNU University of Science, Ha Noi, Vietnam.
Evlyn M L M NovoInstrumentation Lab for Aquatic Systems (LabISA), National Institute for Space Research (INPE), São José dos Campos, Brazil.
Stéfani NovoaRoyal Netherlands Institute for Sea Research, Physical Oceanography, Marine Optics & Remote Sensing, Den Burg, Texel, Netherlands.
Daniel OdermattSwiss Federal Institute of Aquatic Science and Technology, Department of Surface Waters - Research and Management, Dübendorf, Switzerland.ORCID http://orcid.org/0000-0001-8449-0593
David M O'DonnellUpstate Freshwater Institute, Syracuse, NY, USA.
Leif G OlmansonDepartment of Forest Resources, University of Minnesota, St. Paul, MN, USA.
Michael OndrusekNOAA Center for Satellite Applications and Research, College Park, MD, USA.
Natascha OppeltEarth Observation and Modelling, Kiel University, Department of Geography, 24118, Kiel, Germany.
Sylvain OuillonUMR LEGOS, University of Toulouse, IRD, CNES, CNRS, UPS, 14 Avenue Edouard Belin, 31400, Toulouse, France.
Waterloo Pereira FilhoDepartment of Geosciences, Federal University of Santa Maria, Av. Roraima, 1000, 97105-900, Santa Maria, Rio Grande do Sul, Brazil.ORCID http://orcid.org/0000-0001-6449-6322
Stefan PlattnerGerman Aerospace Center (DLR), Remote Sensing Technology Institute, Wessling, Germany.ORCID http://orcid.org/0000-0001-5185-5437
Antonio Ruiz VerdúLaboratory for Earth Observation, University of Valencia, Catedrático Agustín Escardino 9, Paterna (Valencia), 46980, Spain.
Salem I SalemFaculty of Engineering, Kyoto University of Advanced Science (KUAS), 18 Yamanouchi Gotanda, Ukyo, Kyoto, Japan.ORCID http://orcid.org/0000-0001-7707-2684
John F SchallesCreighton University, Department of Biology, Omaha, NE, 68178, USA.
Stefan G H SimisPlymouth Marine Laboratory, Plymouth, PL1 3DH, UK.
Eko SiswantoJapan Agency for Marine-Earth Science and Technology (JAMSTEC), Showa-machi 3173-25, Yokohama, Kanagawa, 2360001, Japan.
Brandon SmithScience Systems and Applications, Inc. (SSAI), Lanham, MD, USA.
Ian Somlai-SchweigerGerman Aerospace Center (DLR), Remote Sensing Technology Institute, Wessling, Germany.ORCID http://orcid.org/0000-0003-4204-7838
Mariana A SoppaPhytooptics Group, Physical Oceanography of Polar Seas, Climate Sciences, Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven, Germany.
Evangelos SpyrakosEarth and Planetary Observation Sciences (EPOS), Biological and Environmental Sciences, Faculty of Natural Sciences, University of Stirling, Stirling, UK.
Elinor TessinDepartment of Physics and Technology, University of Bergen, Bergen, Norway.
Hendrik J van der WoerdDepartment of Water & Climate Risk, Institute for Environmental Studies (IVM), Vrije Universiteit, Amsterdam, Netherlands.ORCID http://orcid.org/0000-0002-8901-7567
Andrea Vander WoudeNOAA Great Lakes Environmental Research Laboratory, Ann Arbor, MI, USA.
Ryan A VandermeulenScience Systems and Applications, Inc. (SSAI), Lanham, MD, USA.ORCID http://orcid.org/0000-0001-5886-8142
Vincent VantrepotteUniversité du Littoral Côte d'Opale, CNRS, Univ. Lille, IRD, UMR 8187 - LOG - Laboratoire d'Océanologie et de Géosciences, F-62930, Wimereux, France.
Marcel R WernandRoyal Netherlands Institute for Sea Research, Physical Oceanography, Marine Optics & Remote Sensing, Den Burg, Texel, Netherlands.
Mortimer WertherSwiss Federal Institute of Aquatic Science and Technology, Department of Surface Waters - Research and Management, Dübendorf, Switzerland.
Kyana YoungWake Forest University, Engineering, 455 Vine Street, Winston-Salem, NC, 27101, USA.ORCID http://orcid.org/0000-0002-7117-2649
Linwei YueChina University of Geosciences, School of Geography and Information Engineering, Wuhan, China.
Funding
NTP INFORMATION SYSTEMS SUPPORT27305C0011 · NIEHS · Z-TECH CORPORATION · 2007 to 2009
$4.3MPROVIDE RABBITS, RATS, MICE, HAMSTERS, GERBILS, GUINEA PIGS27307C0011 · NIEHS · PI BOLEN, WAYNE · 2007 to 2007
$500kNIEHS NIH HHS 27305C0011NIEHS NIH HHS 27307C0011NIEHS NIH HHS 27398C0011
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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