{"id":38572,"date":"2024-08-19T08:00:00","date_gmt":"2024-08-19T12:00:00","guid":{"rendered":"https:\/\/www.fondriest.com\/news\/?p=38572"},"modified":"2025-05-07T08:41:25","modified_gmt":"2025-05-07T12:41:25","slug":"predicting-and-monitoring-ice-weather-events-the-great-lakes-approach-to-ice-research","status":"publish","type":"post","link":"https:\/\/www.fondriest.com\/news\/predicting-and-monitoring-ice-weather-events-the-great-lakes-approach-to-ice-research.htm","title":{"rendered":"Predicting and Monitoring Ice Weather Events: The Great Lakes Approach to Ice Research"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Ice cover on the Great Lakes provides numerous recreational and economic opportunities, including ice fishing, snowmobile charters, and ice caves on the lakes. Unfortunately, declining ice cover and increasing related weather events due to climate change, as well as other environmental stressors, have put such opportunities at risk.\u00a0\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Historically, understanding winter weather has been difficult largely due to a <\/span><a href=\"https:\/\/www.fondriest.com\/news\/thin-ice-monitoring-winter-lake-dynamics-at-mohonk-lake.htm\"><span style=\"font-weight: 400;\">lack of observations<\/span><\/a><span style=\"font-weight: 400;\"> and, as a result, communities surrounding the Great Lakes have been left underprepared for extreme events.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">As an associate research scientist and principal investigator at the <\/span><a href=\"https:\/\/ciglr.seas.umich.edu\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Cooperative Institute for Great Lake Research<\/span><\/a><span style=\"font-weight: 400;\"> (CIGLR) at the University of Michigan, Ayumi Fujisaki-Manome has dedicated her career to researching and improving climate forecasting methods as well as overseeing multiple monitoring projects in the Great Lakes over the past 14 years.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">After receiving her PhD from the University of Tokyo, Fujisaki-Manome came to the United States for a postdoc at Princeton University. There, she studied theoretical ice and ocean interactions. Fujisaki-Manome\u2019s passion for her overall research goal was secured during her second postdoc at the University of Michigan.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cMy overall research goal is to improve the predictability of hazardous weather, ice, and ocean or lake events in order to support the community and their preparedness and resilience,\u201d explains Fujisaki-Manome.<\/span><\/p>\n<h3><span style=\"color: #808080;\"><b>Ice Research on the Great Lakes and in Coastal Areas<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Ice research can be demanding for researchers due to severe weather, often caused by <\/span><a href=\"https:\/\/www.weather.gov\/apx\/les\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">lake effect snow<\/span><\/a><span style=\"font-weight: 400;\"> wherein cold air moves over the Great Lakes, absorbing heat and moisture, causing the southern region of the basin to see increased cloudiness and precipitation. CIGLR\u2019s ice research aims to understand these events by studying the interactions between ice, water, and weather.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Fujisaki-Manome\u2019s research focuses primarily on ice distribution and thickness, spatial patterns, and water and air temperatures in the Great Lakes<\/span><span style=\"font-weight: 400;\">.<\/span><span style=\"font-weight: 400;\">\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">An example of some of Fujisaki-Manome\u2019s most recent work was a collaborative CIGLR project that involved compiling over <\/span><a href=\"https:\/\/www.ncei.noaa.gov\/access\/metadata\/landing-page\/bin\/iso?id=gov.noaa.nodc:0291722\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">140 years worth of air temperature data<\/span><\/a><span style=\"font-weight: 400;\"> from various coastal stations in order to identify overall warming and a correlation to the <\/span><a href=\"https:\/\/www.aoml.noaa.gov\/phod\/amo_faq.php\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Atlantic Multidecadal Oscillation<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<div id=\"attachment_38589\" style=\"width: 810px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-38589\" class=\"size-full wp-image-38589\" src=\"https:\/\/www.fondriest.com\/news\/wp-content\/uploads\/2024\/08\/Ayumi_MODIS_GLice_16625866197_583109d146_c_ForWeb-1.jpg\" alt=\"MODIS satellite image showing ice cover on the Great Lakes (88.7%), February 28, 2015. \" width=\"800\" height=\"535\" srcset=\"https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/Ayumi_MODIS_GLice_16625866197_583109d146_c_ForWeb-1.jpg 800w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/Ayumi_MODIS_GLice_16625866197_583109d146_c_ForWeb-1-300x201.jpg 300w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/Ayumi_MODIS_GLice_16625866197_583109d146_c_ForWeb-1-600x401.jpg 600w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/Ayumi_MODIS_GLice_16625866197_583109d146_c_ForWeb-1-768x514.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><p id=\"caption-attachment-38589\" class=\"wp-caption-text\"><span style=\"color: #808080;\">MODIS satellite image showing ice cover on the Great Lakes (88.7%), February 28, 2015. (Credit: NOAA Great Lakes CoastWatch)<\/span><\/p><\/div>\n<p><span style=\"font-weight: 400;\">In addition to her research with CIGLR, Fujisaki-Manome also works closely with scientists at the <\/span><a href=\"https:\/\/www.glerl.noaa.gov\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Great Lakes Environmental Research Laboratory<\/span><\/a><span style=\"font-weight: 400;\"> on the development of an ice model for <\/span><a href=\"https:\/\/tidesandcurrents.noaa.gov\/models.html\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">NOAA\u2019s Great Lakes Operational Forecast System<\/span><\/a><span style=\"font-weight: 400;\"> (GLOFS), which provides 5-day predictions of lake temperature, current, and water levels.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Traditionally, NOAA\u2019s weather forecast model assumed lake surface conditions didn\u2019t change over the forecast period. According to Fujisaki-Manome, this strategy fails to consider how changing lake conditions impact forecast accuracy.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Fujisaki-Manome elaborates, \u201c[Dynamic forecasts are] pretty critical for lake effect snow cases because there&#8217;s a cold air mass moving over the lake, and lake conditions change pretty rapidly as cooling happens, ice forms, ice moves, and those changes are missed in traditional forecasting methods.\u201d\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Instead, CIGLR and NOAA implemented a technique that links the experimental GLOFS network and the weather prediction model to <\/span><a href=\"https:\/\/noaaglerl.blog\/2023\/11\/29\/lake-effect-snow-what-why-and-how-2023\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">improve lake-effect snow predictions<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h3><span style=\"color: #808080;\"><b>Ice Monitoring and Collaboration\u00a0<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Improving GLOFS\u2019 model prediction accuracy relies on various monitoring methods that gather <\/span><a href=\"https:\/\/www.fondriest.com\/news\/thin-ice-monitoring-winter-lake-dynamics-at-mohonk-lake.htm\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">dynamic winter lake<\/span><\/a><span style=\"font-weight: 400;\"> surface data. A popular method of ice monitoring is satellite data, so scientists can avoid working in harsh freezing environments.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cSatellite data is very, very helpful to monitor spatial patterns of ice cover.\u201d However, Fujisaki-Manome warns, \u201cIt\u2019s not as easy to estimate ice thickness based on satellite measurement.\u201d<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Other ice monitoring methods used to gather prediction data are in situ measurements, like classical ice auger sampling. Specifically, in Lake Erie\u2019s Western Basin, shallow water ice profilers\u2014lake\/seafloor sensors that look up to measure ice thickness\u2014collect valuable data.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Continuous research and further development of monitoring methods will ensure that GLOFS gathers accurate and verifiable data. Acquiring accurate predictions, particularly for a seasonal time scale and beyond, is challenging because the Great Lakes\u2019 winter weather dynamics fluctuate yearly. Overall trends are seeing ice declines with large ups and downs over time, making it difficult to determine how the winter season will look three months in advance.\u00a0<\/span><\/p>\n<div id=\"attachment_38591\" style=\"width: 950px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-38591\" class=\"wp-image-38591\" src=\"https:\/\/www.fondriest.com\/news\/wp-content\/uploads\/2024\/08\/8741614736_11c69a716b_o-scaled.jpg\" alt=\"Grand Marais Observation Platform, Lake Superior. February 13, 2008.\" width=\"940\" height=\"705\" srcset=\"https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/8741614736_11c69a716b_o-scaled.jpg 2560w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/8741614736_11c69a716b_o-300x225.jpg 300w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/8741614736_11c69a716b_o-600x450.jpg 600w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/8741614736_11c69a716b_o-768x576.jpg 768w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/8741614736_11c69a716b_o-1536x1152.jpg 1536w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/8741614736_11c69a716b_o-2048x1536.jpg 2048w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/8741614736_11c69a716b_o-940x705.jpg 940w\" sizes=\"auto, (max-width: 940px) 100vw, 940px\" \/><p id=\"caption-attachment-38591\" class=\"wp-caption-text\"><span style=\"color: #808080;\">Grand Marais Observation Platform, Lake Superior. February 13, 2008. (Credit: NWS Marquette, MI. via Flickr <a href=\"https:\/\/creativecommons.org\/licenses\/by-sa\/2.0\/\" target=\"_blank\" rel=\"noopener\">CC BY-SA 2.0<\/a>)<\/span><\/p><\/div>\n<p><span style=\"font-weight: 400;\">Researchers collect a lot of data and can prepare GLOFS\u2019 interface, but they can\u2019t always determine what users will enjoy the most. Collaborating with scientists from the Great Lakes Integrated Sciences and Assessment, the University of Michigan hosted a series of workshops, interviews, and focus groups, in order to help connect scientists and potential user groups.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Workshops started in 2019 with the U.S. Coast Guard, industry representatives, and NOAA scientists providing feedback on the original interface design. In 2021, researchers conducted additional interviews with the workshop participants to assess the newly redesigned model that integrated feedback from the earlier workshops. Notably, the new design included incorporating spatial coverage and wind on top of ice and weather information.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cI love working with people outside my area. In my institute itself, you know, it&#8217;s very interdisciplinary. There are ecologists, engineers, monitors, atmospheric scientists, physical oceanographers, etc. So, a lot of our work is collaborated, and I think it&#8217;s a strength,\u201d explains Fujisaki-Manome.<\/span><\/p>\n<h3><span style=\"color: #808080;\"><b>Benefits of Ice Weather Forecasts<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Ice weather prediction and monitoring have immense advantages for surrounding communities. Determining where and how much snow will fall is difficult, but warnings for unstable weather can help nearby residents prepare for possible dangers.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cSpecifically for lake effect snow, it can cause utility damage, school closures, and bad traffic. There could be fatalities associated with these snow events,\u201d stresses Fujisaki-Manome.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Accurately forecasting hazardous snow events prepares people living near the Great Lakes so they can appropriately evaluate lake effect weather events.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Along with predicting ice weather events, GLOFS\u2019 data shows evidence suggesting the Great Lakes <\/span><a href=\"https:\/\/www.fondriest.com\/news\/great-lakes-ice-cover-passes-10-percent.htm\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">ice cover<\/span><\/a><span style=\"font-weight: 400;\"> is decreasing. Declining ice can be just as hazardous as icy weather due to less ice cover, warming the water and releasing moisture, thus accelerating the lake effect.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cSo there will be more lake effects that could be rain instead of snow. But if it is freezing rain, it&#8217;s more dangerous than snow. Freezing rains are dangerous, so there will be changes of all kinds. And I am not quite sure we are all prepared for that,\u201d explains Fujisaki-Manome.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Less ice suggests future cultural and economic changes for those who rely on it to survive in the winter. An ice-free winter would mean that businesses would lose out on opportunities, and wintertime recreational activities that require ice would cease. For example, the Apostle Islands\u2019\u00a0 <\/span><a href=\"https:\/\/www.nps.gov\/apis\/mainland-caves-winter.htm\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">ice caves<\/span><\/a><span style=\"font-weight: 400;\"> on Lake Superior rely on cold wind patterns to form correctly.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ice fluctuations can also shape the way residents of ice-reliant regions spend the winter. From<\/span><\/p>\n<div id=\"attachment_38581\" style=\"width: 950px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-38581\" class=\"size-full wp-image-38581\" src=\"https:\/\/www.fondriest.com\/news\/wp-content\/uploads\/2024\/08\/Ayumi_Great_Lakes_annual_max_ice_ForWeb.jpg\" alt=\"Record of annual maximum ice cover over the Great Lakes. \" width=\"940\" height=\"313\" srcset=\"https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/Ayumi_Great_Lakes_annual_max_ice_ForWeb.jpg 940w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/Ayumi_Great_Lakes_annual_max_ice_ForWeb-300x100.jpg 300w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/Ayumi_Great_Lakes_annual_max_ice_ForWeb-600x200.jpg 600w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/Ayumi_Great_Lakes_annual_max_ice_ForWeb-768x256.jpg 768w\" sizes=\"auto, (max-width: 940px) 100vw, 940px\" \/><p id=\"caption-attachment-38581\" class=\"wp-caption-text\"><span style=\"color: #808080;\">Record of annual maximum ice cover over the Great Lakes. (Credit: NOAA Great Lakes Environmental Research Laboratory)<\/span><\/p><\/div>\n<p><span style=\"font-weight: 400;\">2018-2021, Fujisaki-Manome conducted research on Alaska\u2019s coasts and the Arctic Ocean, for better prediction of landfast ice, which is stable ice cover attached to the shore.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This ice is particularly important as many Alaskans rely on ice for transportation and hunting. Fujisaki-Manome and her fellows continue this research, focusing on engaging\u00a0 Alaskan boundary organizations and communities.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ice predictions also impact the availability of global resources in marine ecosystems. In salty waters, <\/span><a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2019GB006489\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">sea ice<\/span><\/a><span style=\"font-weight: 400;\"> formation contributes to deep water convection, essential oceanic iron supplies, and ventilation of deep water, which are all important for oceanic ecosystems.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Fujisaki-Manome\u2019s Ph.D. study focused on the relationship between sea ice formation in the Sea of Okhotsk and the influence on the deep water that supplies oceanic iron to the intermediate water of the North Pacific Ocean. Declines in oceanic iron disrupt the entire marine ecosystem as the resource is essential to maintaining the ecological chain.<\/span><\/p>\n<h3><span style=\"color: #808080;\"><b>Conclusion: Global Reach of Ice Change<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Changes in winter weather impact more than just the Laurentian Great Lakes\u2013a variety of fluctuations in ice dynamics can be linked to climate change, particularly the frequency and impact of ice on coastal areas.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Impacted areas utilize forecasts to prepare the public for climate conditions and mitigate the risks of specific winter weather events. Forecasts such as GLOFS and the <\/span><a href=\"https:\/\/gm-ling.github.io\/ALCOFS-R\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Alaska Coastal Ocean Forecast System<\/span><\/a><span style=\"font-weight: 400;\"> (ALCOFS) are improving thanks to continual <\/span><a href=\"https:\/\/doi.org\/10.1175\/WAF-D-23-0178.1\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">forecasting research<\/span><\/a><span style=\"font-weight: 400;\"> by Fujisaki-Manome and fellow researchers.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In order to improve the accuracy, additional research on previous data trends and more expansive ice analysis is necessary to inform forecasting models.\u00a0 Developing advanced ice monitoring systems will help researchers acquire dynamic lake and sea conditions for more precise predictions.<\/span><\/p>\n<div id=\"attachment_38582\" style=\"width: 610px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-38582\" class=\"size-full wp-image-38582\" src=\"https:\/\/www.fondriest.com\/news\/wp-content\/uploads\/2024\/08\/Ayumi_IceSampling_8741610624_eb7fab87d0_c_ForWeb.jpg\" alt=\"Ice sampling in Green Bay, Lake Michigan. February 2009.\" width=\"600\" height=\"698\" srcset=\"https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/Ayumi_IceSampling_8741610624_eb7fab87d0_c_ForWeb.jpg 600w, https:\/\/news.fondriest.com\/wp-content\/uploads\/2024\/08\/Ayumi_IceSampling_8741610624_eb7fab87d0_c_ForWeb-258x300.jpg 258w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><p id=\"caption-attachment-38582\" class=\"wp-caption-text\"><span style=\"color: #808080;\">Ice sampling in Green Bay, Lake Michigan. February 2009. (Credit: NOAA Great Lakes Environmental Research Laboratory via Flicker <a href=\"https:\/\/creativecommons.org\/licenses\/by-sa\/2.0\/\" target=\"_blank\" rel=\"noopener\">CC BY-SA 2.0<\/a>)<\/span><\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Ice cover on the Great Lakes provides numerous recreational and economic opportunities, including ice fishing, snowmobile charters, and ice caves on the lakes. Unfortunately, declining ice cover and increasing related weather events due to climate change, as well as other environmental stressors, have put such opportunities at risk.\u00a0\u00a0 Historically, understanding winter weather has been difficult [&hellip;]<\/p>\n","protected":false},"author":52,"featured_media":38585,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,5,32,7,8,44],"tags":[2531,2532,125,2530,318],"class_list":["post-38572","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-earth-atmosphere","category-featured-articles","category-lakes-reservoirs","category-news","category-newsfeed","category-oceans-coasts","tag-ciglr","tag-cooperative-institute-for-great-lake-research","tag-great-lakes","tag-ice-monitoring","tag-university-of-michigan"],"remote_post_permalink":false,"remote_post_featured_image":false,"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Predicting and Monitoring Ice Weather Events: The Great Lakes Approach to Ice Research<\/title>\n<meta name=\"description\" content=\"Ice cover changes in the Great Lakes highlight the need for continuous real-time ice weather monitoring to inform forecasts.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.fondriest.com\/news\/predicting-and-monitoring-ice-weather-events-the-great-lakes-approach-to-ice-research.htm\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Predicting and Monitoring Ice Weather Events: The Great Lakes Approach to Ice Research\" \/>\n<meta property=\"og:description\" content=\"Ice cover changes in the Great Lakes highlight the need for continuous real-time ice weather monitoring to inform forecasts.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.fondriest.com\/news\/predicting-and-monitoring-ice-weather-events-the-great-lakes-approach-to-ice-research.htm\" \/>\n<meta property=\"og:site_name\" content=\"Environmental Monitor\" \/>\n<meta property=\"article:published_time\" content=\"2024-08-19T12:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-07T12:41:25+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.fondriest.com\/news\/wp-content\/uploads\/2024\/08\/Ayumi_27940598775_9dfa947458_o_for_web.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"940\" \/>\n\t<meta property=\"og:image:height\" content=\"625\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Eva Lonneman\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Eva Lonneman\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.fondriest.com\\\/news\\\/predicting-and-monitoring-ice-weather-events-the-great-lakes-approach-to-ice-research.htm#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.fondriest.com\\\/news\\\/predicting-and-monitoring-ice-weather-events-the-great-lakes-approach-to-ice-research.htm\"},\"author\":{\"name\":\"Eva Lonneman\",\"@id\":\"https:\\\/\\\/www.fondriest.com\\\/news\\\/#\\\/schema\\\/person\\\/44730463d75ddeaa2d9def274cae31fb\"},\"headline\":\"Predicting and Monitoring Ice Weather Events: The Great Lakes Approach to Ice Research\",\"datePublished\":\"2024-08-19T12:00:00+00:00\",\"dateModified\":\"2025-05-07T12:41:25+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.fondriest.com\\\/news\\\/predicting-and-monitoring-ice-weather-events-the-great-lakes-approach-to-ice-research.htm\"},\"wordCount\":1469,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/www.fondriest.com\\\/news\\\/predicting-and-monitoring-ice-weather-events-the-great-lakes-approach-to-ice-research.htm#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/news.fondriest.com\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/Ayumi_27940598775_9dfa947458_o_for_web.jpg\",\"keywords\":[\"CIGLR\",\"Cooperative Institute for Great Lake Research\",\"Great Lakes\",\"ice monitoring\",\"University of Michigan\"],\"articleSection\":[\"Earth &amp; 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