{"id":7291,"date":"2026-02-17T16:59:54","date_gmt":"2026-02-17T21:59:54","guid":{"rendered":"http:\/\/mseas.mit.edu\/?page_id=7291"},"modified":"2026-02-17T17:07:33","modified_gmt":"2026-02-17T22:07:33","slug":"machine-learning-downscaling-capability-for-environmental-forecasts","status":"publish","type":"page","link":"https:\/\/mseas.mit.edu\/?page_id=7291","title":{"rendered":"Machine Learning Downscaling Capability for Environmental Forecasts"},"content":{"rendered":"\n<p>The objective of this SBIR on \u201cMachine Learning Downscaling Capability for Environmental Forecasts\u201d is to develop a capability to generate skillful, near real-time environmental forecasts (of the atmosphere, ocean, sea ice, and\/or ionosphere) at a much higher spatial horizontal resolution (less than 1 km) and vertical resolution (on the order of 10 m, particularly in the atmospheric boundary layer and\/or upper ocean) than current machine learning weather prediction (MLWP) techniques using downscaling or similar methodologies for tactical\/local scale applications.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The objective of this SBIR on \u201cMachine Learning Downscaling Capability for Environmental Forecasts\u201d is to develop a capability to generate skillful, near real-time environmental forecasts (of the atmosphere, ocean, sea ice, and\/or ionosphere) at a much higher spatial horizontal resolution (less than 1 km) and vertical resolution (on the order of 10 m, particularly in [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":0,"parent":26,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"subpage.php","meta":{"footnotes":""},"class_list":["post-7291","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/pages\/7291","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7291"}],"version-history":[{"count":1,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/pages\/7291\/revisions"}],"predecessor-version":[{"id":7293,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/pages\/7291\/revisions\/7293"}],"up":[{"embeddable":true,"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=\/wp\/v2\/pages\/26"}],"wp:attachment":[{"href":"https:\/\/mseas.mit.edu\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7291"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}