{"id":804,"date":"2023-07-02T19:35:24","date_gmt":"2023-07-02T18:35:24","guid":{"rendered":"https:\/\/research.reading.ac.uk\/s2s-summit2023\/?page_id=804"},"modified":"2023-07-02T19:35:24","modified_gmt":"2023-07-02T18:35:24","slug":"abstract073","status":"publish","type":"page","link":"https:\/\/research.reading.ac.uk\/s2s-summit2023\/programme\/abstract073\/","title":{"rendered":"Abstract 073"},"content":{"rendered":"<p>[vc_row][vc_column][vc_column_text]<strong>Abstract ID:<\/strong> 073<\/p>\n<h2 style=\"text-align: center\">A submonthly scale causal relation between snow cover and surface air temperature on the autumnal Eurasian continent<\/h2>\n<p style=\"text-align: center\"><span data-contrast=\"auto\"><strong>Lead Author:<\/strong> Yuhei Takaya<br \/>\nMRI, JMA, Japan<br \/>\n<\/span><\/p>\n<p><strong>Keywords:<\/strong> sub-seasonal forecast, atmosphere-land interaction, snow, Eurasia<\/p>\n<p><strong>Abstract:<\/strong> Snow cover (SC) is an important contributor to atmospheric predictability on subseasonal to seasonal time scales. Better knowledge of the relationship between SC and surface air temperature (SAT) in Eurasia is expected to advance our understanding of the influence of SC on the atmosphere. This study evaluates the submonthly scale cause-and-effect relationship between SC and SAT, which has been typically overlooked in previous statistical analyses of subseasonal to seasonal predictability. We focus on the November east-west dipolar SC pattern, a dominant large-scale SC phenomenon. We use an information flow analysis, based on information theory, to infer causal relations not revealed by conventional correlation analysis. This analysis indicates a one-way causality from SAT to SC around the west pole (Europe) in boreal autumn (November), implying that SC has little influence on the time evolution of SAT. In contrast, causality from SC to SAT is significant around the east pole (the Mongolian Plateau). An atmospheric model experiment suggests that the SAT response to SC can persist for a month via snow-albedo feedback, although the response of the upper atmosphere in the model is small. Furthermore, the ECMWF forecast model shows that the contribution of SC may affect the predictability of SAT for up to four weeks around the east pole. The agreement of our causality analysis with other analytical and modeling approaches underscores the cause-and-effect relationship between SC and SAT and its contribution to the subseasonal predictability over autumnal Eurasia.<\/p>\n<p><strong>Co-authors:<br \/>\n<\/strong>Kensuke Komatsu (Meteorological Research Institute, Japan Meteorological Agency; Atmosphere and Ocean Research Institute, The University of Tokyo), Takahiro Toyoda (Meteorological Research Institute, Japan Meteorological Agency), Hiroyasu Hasumi (Atmosphere and Ocean Research Institute, The University of Tokyo)[\/vc_column_text][vc_separator][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;1\/6&#8243;][vc_single_image image=&#8221;344&#8243; img_size=&#8221;full&#8221; onclick=&#8221;custom_link&#8221; link=&#8221;http:\/\/s2sprediction.net\/&#8221;][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_single_image image=&#8221;345&#8243; img_size=&#8221;full&#8221; onclick=&#8221;custom_link&#8221; link=&#8221;https:\/\/public.wmo.int\/en&#8221;][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_single_image image=&#8221;346&#8243; img_size=&#8221;full&#8221; onclick=&#8221;custom_link&#8221; link=&#8221;https:\/\/community.wmo.int\/activity-areas\/wwrp&#8221;][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_single_image image=&#8221;347&#8243; img_size=&#8221;full&#8221; onclick=&#8221;custom_link&#8221; link=&#8221;https:\/\/www.wcrp-climate.org\/&#8221;][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_single_image image=&#8221;348&#8243; img_size=&#8221;full&#8221;][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_single_image image=&#8221;349&#8243; img_size=&#8221;full&#8221; onclick=&#8221;custom_link&#8221; link=&#8221;https:\/\/www.reading.ac.uk\/&#8221;][\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column][vc_column_text]Abstract ID: 073 A submonthly scale causal relation between snow cover and surface air temperature on the autumnal Eurasian continent Lead Author: Yuhei Takaya MRI, JMA, Japan Keywords: sub-seasonal forecast,&#8230;<a class=\"read-more\" href=\"&#104;&#116;&#116;&#112;&#115;&#58;&#47;&#47;&#114;&#101;&#115;&#101;&#97;&#114;&#99;&#104;&#46;&#114;&#101;&#97;&#100;&#105;&#110;&#103;&#46;&#97;&#99;&#46;&#117;&#107;&#47;&#115;&#50;&#115;&#45;&#115;&#117;&#109;&#109;&#105;&#116;&#50;&#48;&#50;&#51;&#47;&#112;&#114;&#111;&#103;&#114;&#97;&#109;&#109;&#101;&#47;&#97;&#98;&#115;&#116;&#114;&#97;&#99;&#116;&#48;&#55;&#51;&#47;\">Read More ><\/a><\/p>\n","protected":false},"author":145,"featured_media":0,"parent":528,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"__cvm_playback_settings":[],"__cvm_video_id":"","footnotes":""},"coauthors":[13],"class_list":["post-804","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.8.1 - 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WWRP\/WCRP S2S Summit 2023","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/research.reading.ac.uk\/s2s-summit2023\/programme\/abstract073\/","og_locale":"en_GB","og_type":"article","og_title":"Abstract 073 - WWRP\/WCRP S2S Summit 2023","og_description":"[vc_row][vc_column][vc_column_text]Abstract ID: 073 A submonthly scale causal relation between snow cover and surface air temperature on the autumnal Eurasian continent Lead Author: Yuhei Takaya MRI, JMA, Japan Keywords: sub-seasonal forecast,...Read More >","og_url":"https:\/\/research.reading.ac.uk\/s2s-summit2023\/programme\/abstract073\/","og_site_name":"WWRP\/WCRP S2S Summit 2023","twitter_card":"summary_large_image","twitter_misc":{"Estimated reading time":"2 minutes","Written by":"Robert Lee"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/research.reading.ac.uk\/s2s-summit2023\/programme\/abstract073\/","url":"https:\/\/research.reading.ac.uk\/s2s-summit2023\/programme\/abstract073\/","name":"Abstract 073 - 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