{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T22:32:25Z","timestamp":1781735545280,"version":"3.54.5"},"reference-count":70,"publisher":"MDPI AG","issue":"11","license":[{"start":{"date-parts":[[2014,11,20]],"date-time":"2014-11-20T00:00:00Z","timestamp":1416441600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"NOAA Coral Reef Conservation Program"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>The U.S. National Oceanic and Atmospheric Administration (NOAA) Coral Reef Watch (CRW) program has developed a daily global 5-km product suite based on satellite observations to monitor thermal stress on coral reefs. These products fulfill requests from coral reef managers and researchers for higher resolution products by taking advantage of new satellites, sensors and algorithms. Improvements of the 5-km products over CRW\u2019s heritage global 50-km products are derived from: (1) the higher resolution and greater data density of NOAA\u2019s next-generation operational daily global 5-km geo-polar blended sea surface temperature (SST) analysis; and (2) implementation of a new SST climatology derived from the Pathfinder SST climate data record. The new products increase near-shore coverage and now allow direct monitoring of 95% of coral reefs and significantly reduce data gaps caused by cloud cover. The 5-km product suite includes SST Anomaly, Coral Bleaching HotSpots, Degree Heating Weeks and Bleaching Alert Area, matching existing CRW products. When compared with the 50-km products and in situ bleaching observations for 2013\u20132014, the 5-km products identified known thermal stress events and matched bleaching observations. These near reef-scale products significantly advance the ability of coral reef researchers and managers to monitor coral thermal stress in near-real-time.<\/jats:p>","DOI":"10.3390\/rs61111579","type":"journal-article","created":{"date-parts":[[2014,11,20]],"date-time":"2014-11-20T11:03:08Z","timestamp":1416481388000},"page":"11579-11606","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":310,"title":["Reef-Scale Thermal Stress Monitoring of Coral Ecosystems: New 5-km Global Products from NOAA Coral Reef Watch"],"prefix":"10.3390","volume":"6","author":[{"given":"Gang","family":"Liu","sequence":"first","affiliation":[{"name":"Coral Reef Watch, U.S. National Oceanic and Atmospheric Administration, College Park,  MD 20740, USA"},{"name":"Global Science and Technology, Inc., Greenbelt, MD 20770, USA"},{"name":"NESDIS\/STAR, U.S. National Oceanic and Atmospheric Administration, College Park,  MD 20740, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Scott","family":"Heron","sequence":"additional","affiliation":[{"name":"Coral Reef Watch, U.S. National Oceanic and Atmospheric Administration, College Park,  MD 20740, USA"},{"name":"Global Science and Technology, Inc., Greenbelt, MD 20770, USA"},{"name":"NESDIS\/STAR, U.S. National Oceanic and Atmospheric Administration, College Park,  MD 20740, USA"},{"name":"Marine Geophysical Laboratory, Physics Department, College of Science, Technology and Engineering, James Cook University, Townsville, QLD 4811, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5987-0858","authenticated-orcid":false,"given":"C.","family":"Eakin","sequence":"additional","affiliation":[{"name":"Coral Reef Watch, U.S. National Oceanic and Atmospheric Administration, College Park,  MD 20740, USA"},{"name":"NESDIS\/STAR, U.S. National Oceanic and Atmospheric Administration, College Park,  MD 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USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"William","family":"Skirving","sequence":"additional","affiliation":[{"name":"Coral Reef Watch, U.S. National Oceanic and Atmospheric Administration, College Park,  MD 20740, USA"},{"name":"Global Science and Technology, Inc., Greenbelt, MD 20770, USA"},{"name":"NESDIS\/STAR, U.S. National Oceanic and Atmospheric Administration, College Park,  MD 20740, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Timothy","family":"Burgess","sequence":"additional","affiliation":[{"name":"Coral Reef Watch, U.S. National Oceanic and Atmospheric Administration, College Park,  MD 20740, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alan","family":"Strong","sequence":"additional","affiliation":[{"name":"Coral Reef Watch, U.S. National Oceanic and Atmospheric Administration, College Park,  MD 20740, USA"},{"name":"Global Science and Technology, Inc., Greenbelt, MD 20770, 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