{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,20]],"date-time":"2026-02-20T11:29:08Z","timestamp":1771586948602,"version":"3.50.1"},"reference-count":55,"publisher":"MDPI AG","issue":"8","license":[{"start":{"date-parts":[[2018,8,2]],"date-time":"2018-08-02T00:00:00Z","timestamp":1533168000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000192","name":"National Oceanic and Atmospheric Administration","doi-asserted-by":"publisher","award":["NA15NES4320001"],"award-info":[{"award-number":["NA15NES4320001"]}],"id":[{"id":"10.13039\/100000192","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Inland waters are warming at highly variable rates that often differ from regional air temperature trends. This variable warming is partially attributable to an individual lake\u2019s geographical and morphological characteristics. In very large lakes, significant intralake variability in long-term warming trends has also been observed. In light of this intralake and interlake heterogeneity of lake surface water temperature (LSWT) and LSWT trends, we revisit the 1.1 km Advanced Very High Resolution Radiometer (AVHRR) record for the Laurentian Great Lakes. In this work, we have assembled a long-term (1986\u20132016) and high-spatial-resolution (0.018\u00b0) daily LSWT dataset using AVHRR record. Subtracting an empirically-determined mean diurnal cycle mitigates the effects of varying observation times. Adjustments in the georegistration of the images are made to reduce the impact of AVHRR navigational errors on the earlier platforms. Both the original daily composites, and a gap-filled product using locally weighted interpolation methods will be made available to support fine-scale physical and environmental research in the region.<\/jats:p>","DOI":"10.3390\/rs10081210","type":"journal-article","created":{"date-parts":[[2018,8,3]],"date-time":"2018-08-03T03:03:15Z","timestamp":1533265395000},"page":"1210","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["A Long-Term Fine-Resolution Record of AVHRR Surface Temperatures for the Laurentian Great Lakes"],"prefix":"10.3390","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5734-1290","authenticated-orcid":false,"given":"Charles H.","family":"White","sequence":"first","affiliation":[{"name":"Department of Atmospheric and Oceanic Sciences, University of Wisconsin-Madison, Madison, WI 53706, USA"},{"name":"Cooperative Institute for Meteorological Satellite Studies, University of Wisconsin-Madison, Madison, WI 53706, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andrew K.","family":"Heidinger","sequence":"additional","affiliation":[{"name":"Advanced Satellite Products Branch, NOAA, University of Wisconsin-Madison, Madison, WI 53706, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Steven A.","family":"Ackerman","sequence":"additional","affiliation":[{"name":"Department of Atmospheric and Oceanic Sciences, University of Wisconsin-Madison, Madison, WI 53706, USA"},{"name":"Cooperative Institute for Meteorological Satellite Studies, University of Wisconsin-Madison, Madison, WI 53706, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Peter B.","family":"McIntyre","sequence":"additional","affiliation":[{"name":"Center for Limnology, University of Wisconsin-Madison, Madison, WI 53706, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2018,8,2]]},"reference":[{"key":"ref_1","first-page":"10773","article-title":"Rapid and highly variable warming of lake surface waters around the globe","volume":"42","author":"Sharma","year":"2015","journal-title":"Geophys. Res. Lett."},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Schneider, P., and Hook, S.J. (2010). Space observations of inland water bodies show rapid surface warming since 1985. Geophys. Res. Lett., 37.","DOI":"10.1029\/2010GL045059"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"210","DOI":"10.1577\/1548-8659(1990)119<0210:EOCWOD>2.3.CO;2","article-title":"Effects of Climate Warming on Dissolved Oxygen Concentrations in Lake Erie","volume":"119","author":"Blumberg","year":"1990","journal-title":"Trans. Am. Fish. Soc."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"2248","DOI":"10.1126\/science.1061967","article-title":"Effects of Size and Temperature on Metabolic Rate","volume":"293","author":"Gillooly","year":"2001","journal-title":"Science"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"1881","DOI":"10.1111\/gcb.13459","article-title":"Global patterns in lake ecosystem responses to warming based on the temperature dependence of metabolism","volume":"23","author":"Kraemer","year":"2017","journal-title":"Glob. Chang. Biol."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"521","DOI":"10.1111\/j.1523-1739.2008.00950.x","article-title":"Assessing the Effects of Climate Change on Aquatic Invasive Species","volume":"22","author":"Rahel","year":"2008","journal-title":"Conserv. Biol."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1139\/a11-020","article-title":"Effects of climate change on the distribution of invasive alien species in Canada: A knowledge synthesis of range change projections in a warming world","volume":"20","author":"Smith","year":"2012","journal-title":"Environ. Rev."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"855","DOI":"10.1038\/ngeo693","article-title":"Stronger winds over a large lake in response to weakening air-to-lake temperature gradient","volume":"2","author":"Desai","year":"2009","journal-title":"Nat. Geosci."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"1743","DOI":"10.1126\/science.289.5485.1743","article-title":"Historical Trends in Lake and River Ice Cover in the Northern Hemisphere","volume":"289","author":"Magnuson","year":"2000","journal-title":"Science"},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Austin, J.A., and Colman, S.M. (2007). Lake Superior summer water temperatures are increasing more rapidly than regional air temperatures: A positive ice-albedo feedback. Geophys. Res. Lett., 34.","DOI":"10.1029\/2006GL029021"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"4981","DOI":"10.1002\/2015GL064097","article-title":"Morphometry and average temperature affect lake stratification responses to climate change","volume":"42","author":"Kraemer","year":"2015","journal-title":"Geophys. Res. Lett."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"2168","DOI":"10.1002\/lno.10557","article-title":"Seasonality of change: Summer warming rates do not fully represent effects of climate change on lake temperatures: Seasonal heterogeneity in lake warming","volume":"62","author":"Winslow","year":"2017","journal-title":"Limnol. Oceanogr."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1007\/s10584-016-1721-2","article-title":"Fine-scale spatial variation in ice cover and surface temperature trends across the surface of the Laurentian Great Lakes","volume":"138","author":"Mason","year":"2016","journal-title":"Clim. Chang."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"3087","DOI":"10.1002\/2017JD027661","article-title":"Intralake Heterogeneity of Thermal Responses to Climate Change: A Study of Large Northern Hemisphere Lakes","volume":"123","author":"Woolway","year":"2018","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"31251","DOI":"10.1038\/srep31251","article-title":"Homogenised daily lake surface water temperature data generated from multiple satellite sensors: A long-term case study of a large sub-Alpine lake","volume":"6","author":"Pareeth","year":"2016","journal-title":"Sci. Rep."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"170095","DOI":"10.1038\/sdata.2017.95","article-title":"A comprehensive data set of lake surface water temperature over the Tibetan Plateau derived from MODIS LST products 2001\u20132015","volume":"4","author":"Wan","year":"2017","journal-title":"Sci. Data"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"4130","DOI":"10.1038\/s41598-017-04058-0","article-title":"Amplified surface temperature response of cold, deep lakes to inter-annual air temperature variability","volume":"7","author":"Woolway","year":"2017","journal-title":"Sci. Rep."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"10332","DOI":"10.1002\/jgrd.50786","article-title":"Skin and bulk temperature difference at Lake Tahoe: A case study on lake skin effect","volume":"118","author":"Wilson","year":"2013","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"353","DOI":"10.1175\/1520-0442(2002)015<0353:TIVOSS>2.0.CO;2","article-title":"Toward Improved Validation of Satellite Sea Surface Skin Temperature Measurements for Climate Research","volume":"15","author":"Donlon","year":"2002","journal-title":"J. Clim."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"13341","DOI":"10.1029\/JC095iC08p13341","article-title":"On the bulk-skin temperature difference and its impact on satellite remote sensing of sea surface temperature","volume":"95","author":"Schluessel","year":"1990","journal-title":"Geophys. Res."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"861","DOI":"10.1016\/j.dsr2.2010.10.024","article-title":"Measurements of the oceanic thermal skin effect","volume":"58","author":"Minnett","year":"2011","journal-title":"Deep Sea Res. Part II Top. Stud. Oceanogr."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"1712","DOI":"10.1175\/1520-0442(1996)009<1712:CRATDC>2.0.CO;2","article-title":"Clouds, Radiation, and the Diurnal Cycle of Sea Surface Temperature in the Tropical Western Pacific","volume":"9","author":"Webster","year":"1996","journal-title":"J. Clim."},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Gentemann, C.L. (2003). Diurnal signals in satellite sea surface temperature measurements. Geophys. Res. Lett., 30.","DOI":"10.1029\/2002GL016291"},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Gentemann, C.L., Minnett, P.J., Le Borgne, P., and Merchant, C.J. (2008). Multi-satellite measurements of large diurnal warming events. Geophys. Res. Lett., 35.","DOI":"10.1029\/2008GL035730"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1371\/journal.pone.0152466","article-title":"Diel surface temperature range scales with lake size","volume":"11","author":"Woolway","year":"2016","journal-title":"PLoS ONE"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1175\/1520-0426(1992)009<0015:AAOAN>2.0.CO;2","article-title":"Automatic Adjustment of AVHRR Navigation","volume":"9","author":"Bordes","year":"1992","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"204","DOI":"10.1109\/36.210461","article-title":"A method for accurate geometric correction of NOAA AVHRR HRPT data","volume":"31","author":"Moreno","year":"1993","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"414","DOI":"10.3189\/S0260305500013185","article-title":"A systematized approach to AVHRR image navigation","volume":"17","author":"Baldwin","year":"1993","journal-title":"Ann. Glaciol."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"468","DOI":"10.1016\/S0380-1330(99)70755-0","article-title":"Automated Mapping of Surface Water Temperature in the Great Lakes","volume":"25","author":"Schwab","year":"1999","journal-title":"J. Great Lakes Res."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"25","DOI":"10.5589\/m12-010","article-title":"Surface water temperature observations of large lakes by optimal estimation","volume":"38","author":"MacCallum","year":"2012","journal-title":"Can. J. Remote Sens."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"909","DOI":"10.1175\/BAMS-D-12-00246.1","article-title":"The Pathfinder Atmospheres\u2013Extended AVHRR Climate Dataset","volume":"95","author":"Heidinger","year":"2014","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_32","unstructured":"Assel, R.A., Norton, D.C., and Cronk, K.C. (2002). Great Lakes Ice Cover, First Ice, Last Ice, and Ice Duration: Winters 1973\u20132002, NOAA Technical Memorandum GLERL-121."},{"key":"ref_33","unstructured":"Assel, R.A. (2005). Great Lakes Ice Cover Climatology Update: Winters 2003, 2004, and 2005, NOAA Technical Memorandum GLERL-135."},{"key":"ref_34","unstructured":"Wang, J., Assel, R.A., Walterscheid, S., Clites, A.H., and Bai, X. (2012). Great Lakes Ice Climatology Update, Winters 2006\u20132011, Description of the Digital Ice Cover Dataset, NOAA Technical Memorandum GLERL-155."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"164","DOI":"10.1175\/JTECH-D-13-00121.1","article-title":"In situ SST Quality Monitor (iQuam)","volume":"31","author":"Xu","year":"2014","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_36","unstructured":"Carroll, M.L., DiMiceli, C.M., Wooten, M.R., Hubbard, A.B., Sohlberg, R.A., and Townshend, J.R.G. (2017). MOD44W MODIS\/Terra Land Water Mask Derived from MODIS and SRTM L3 Global 250m SIN Grid V006."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1129","DOI":"10.1175\/JAMC-D-11-02.1","article-title":"A naive Bayesian cloud-detection scheme derived from Calipso and applied within PATMOS-x","volume":"51","author":"Heidinger","year":"2012","journal-title":"J. Appl. Meteorol. Climatol."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1175\/1520-0450(1988)027<0115:NMAFES>2.0.CO;2","article-title":"Nonlinear Multichannel Algorithms for Estimating Sea Surface Temperature with AVHRR Satellite Data","volume":"27","author":"Walton","year":"1988","journal-title":"J. Appl. Meteorol."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"27999","DOI":"10.1029\/98JC02370","article-title":"The development and operational application of nonlinear algorithms for the measurement of sea surface temperatures with the NOAA polar-orbiting environmental satellites","volume":"103","author":"Walton","year":"1998","journal-title":"J. Geophys. Res. Oceans"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"3655","DOI":"10.1029\/JC089iC03p03655","article-title":"Theory and validation of the multiple window sea surface temperature technique","volume":"89","author":"McMillin","year":"1984","journal-title":"J. Geophys. Res."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"9179","DOI":"10.1029\/1999JC000065","article-title":"Overview of the NOAA\/NASA advanced very high resolution radiometer Pathfinder algorithm for sea surface temperature and associated matchup database","volume":"106","author":"Kilpatrick","year":"2001","journal-title":"J. Geophys. Res."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"414","DOI":"10.1175\/JCLI-D-11-00666.1","article-title":"PATMOS-x: Results from a Diurnally Corrected 30-yr Satellite Cloud Climatology","volume":"26","author":"Foster","year":"2013","journal-title":"J. Clim."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"1","DOI":"10.5194\/essd-7-1-2015","article-title":"Lake surface water temperatures of European Alpine lakes (1989\u20132013) based on the Advanced Very High Resolution Radiometer (AVHRR) 1 km data set","volume":"7","author":"Riffler","year":"2015","journal-title":"Earth Syst. Sci. Data"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"829","DOI":"10.1080\/01621459.1979.10481038","article-title":"Robust Locally Weighted Regression and Smoothing Scatterplots","volume":"74","author":"Cleveland","year":"1979","journal-title":"J. Am. Stat. Assoc."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1016\/0304-4076(88)90077-2","article-title":"Regression by local fitting: Methods, properties, and computational algorithms","volume":"37","author":"Cleveland","year":"1988","journal-title":"J. Econ."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1016\/j.ocemod.2004.08.001","article-title":"Reconstruction of incomplete oceanographic data sets using empirical orthogonal functions: Application to the Adriatic Sea surface temperature","volume":"9","author":"Barth","year":"2005","journal-title":"Ocean Model."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"6223","DOI":"10.3390\/rs5126223","article-title":"Satellite Regional Cloud Climatology over the Great Lakes","volume":"5","author":"Ackerman","year":"2013","journal-title":"Remote Sens."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"343","DOI":"10.1175\/BAMS-87-3-343","article-title":"North American Regional Reanalysis","volume":"87","author":"Mesinger","year":"2006","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"63","DOI":"10.3394\/0380-1330(2006)32[63:CAFCUI]2.0.CO;2","article-title":"Classifying and Forecasting Coastal Upwellings in Lake Michigan Using Satellite Derived Temperature Images and Buoy Data","volume":"32","author":"Plattner","year":"2006","journal-title":"J. Great Lakes Res."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"768","DOI":"10.1175\/1520-0442(1993)006<0768:IOMPAO>2.0.CO;2","article-title":"Impact of Mount Pinatubo Aerosols on Satellite-derived Sea Surface Temperatures","volume":"6","author":"Reynolds","year":"1993","journal-title":"J. Clim."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"399","DOI":"10.1038\/373399a0","article-title":"Atmospheric effects of the Mt Pinatubo eruption","volume":"373","author":"McCormick","year":"1995","journal-title":"Nature"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"637","DOI":"10.1080\/01431168908903904","article-title":"Noise characteristics of the AVHRR infrared channels","volume":"10","author":"Dudhia","year":"1989","journal-title":"Int. J. Remote Sens."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"645","DOI":"10.1080\/01431168908903905","article-title":"AVHRR channel-3 noise and methods for its removal","volume":"10","author":"Warren","year":"1989","journal-title":"Int. J. Remote Sens."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"1285","DOI":"10.1080\/01431160151144350","article-title":"Validation of coastal sea and lake surface temperature measurements derived from NOAA\/AVHRR data","volume":"22","author":"Li","year":"2001","journal-title":"Int. J. Remote Sens."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"1976","DOI":"10.1002\/lno.10146","article-title":"Long term water clarity changes in North America\u2019s Great Lakes from multi-sensor satellite observations","volume":"60","author":"Binding","year":"2015","journal-title":"Limnol. Oceanogr."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/10\/8\/1210\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T15:16:04Z","timestamp":1760195764000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/10\/8\/1210"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,8,2]]},"references-count":55,"journal-issue":{"issue":"8","published-online":{"date-parts":[[2018,8]]}},"alternative-id":["rs10081210"],"URL":"https:\/\/doi.org\/10.3390\/rs10081210","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,8,2]]}}}