{"id":6965,"date":"2026-05-14T16:35:04","date_gmt":"2026-05-14T07:35:04","guid":{"rendered":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/?p=6965"},"modified":"2026-05-14T16:35:04","modified_gmt":"2026-05-14T07:35:04","slug":"%e3%80%90%e3%83%97%e3%83%ac%e3%82%b9%e3%83%aa%e3%83%aa%e3%83%bc%e3%82%b9%e3%80%91samuel-l-manzello-%e5%ae%a2%e5%93%a1%e6%95%99%e6%8e%88%ef%bc%88%e3%82%a8%e3%83%8d%e3%83%ab%e3%82%ae%e3%83%bc%e5%8b%95","status":"publish","type":"post","link":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/news\/6965\/","title":{"rendered":"\u3010\u30d7\u30ec\u30b9\u30ea\u30ea\u30fc\u30b9\u3011Samuel L. Manzello \u5ba2\u54e1\u6559\u6388\uff08\u30a8\u30cd\u30eb\u30ae\u30fc\u52d5\u614b\u7814\u7a76\u5206\u91ce\uff09\u304c\u53d6\u308a\u7d44\u3080WUI\uff08\u68ee\u6797\u3068\u5e02\u8857\u5730\u306e\u5883\u754c\u5730\u57df\uff09\u306b\u304a\u3051\u308b\u706b\u707d\u306b\u95a2\u3059\u308b\u7814\u7a76\u6210\u679c\u304c\u672c\u5b66\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306b\u3066\u7d39\u4ecb\u3055\u308c\u307e\u3057\u305f\u3002"},"content":{"rendered":"Samuel L. Manzello \u5ba2\u54e1\u6559\u6388\uff08\u30a8\u30cd\u30eb\u30ae\u30fc\u52d5\u614b\u7814\u7a76\u5206\u91ce\uff09\u304c\u53d6\u308a\u7d44\u3080WUI\uff08\u68ee\u6797\u3068\u5e02\u8857\u5730\u306e\u5883\u754c\u5730\u57df\uff09\u306b\u304a\u3051\u308b\u706b\u707d\u306b\u95a2\u3059\u308b\u7814\u7a76\u6210\u679c\u304c\u3001\u672c\u5b66\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306b\u3066\u7d39\u4ecb\u3055\u308c\u307e\u3057\u305f\u3002<br \/>\u203b\u8a18\u4e8b\u306f\u82f1\u8a9e\u3067\u3059\u3002<br \/><br \/><a href=\"https:\/\/www.tohoku.ac.jp\/en\/press\/tohoku_university_researcher_fuels_the_global_drive_for_better_large_outdoor_fire_modelling.html\" target=\"_blank\" rel=\"noopener\">Tohoku University Researcher Fuels the Global Drive for Better Large Outdoor Fire Modelling<\/a><br \/><br \/><strong>Publication Details:<\/strong><br \/>Title: The 2025 Wildland-Urban Interface (WUI) Fire Disaster in Ofunato City, Japan<br \/>Authors: Sayaka Suzuki and Samuel L. Manzello<br \/>Journal: Fire Technology<br \/>DOI: <a href=\"https:\/\/doi.org\/10.1007\/s10694-026-01884-5\" target=\"_blank\" rel=\"noopener\">10.1007\/s10694-026-01884-5<\/a><br \/><br \/>Title: Prediction of firebrand transport using machine learning and physics-constrained neural networks<br \/>Authors: Reita Kameyama, Samuel L. Manzello, and Sayaka Suzuki<br \/>Journal: Fire Safety Journa<br \/>DOI: <a href=\"https:\/\/doi.org\/10.1016\/j.firesaf.2026.104691\" target=\"_blank\" rel=\"noopener\">10.1016\/j.firesaf.2026.104691<\/a><br \/><br \/>\r\n<p><a href=\"https:\/\/www.tohoku.ac.jp\/en\/press\/tohoku_university_researcher_fuels_the_global_drive_for_better_large_outdoor_fire_modelling.html\" target=\"_blank\" rel=\"noopener\"><\/a><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.ifs.tohoku.ac.jp\/jpn\/wp-content\/uploads\/sites\/2\/2026\/05\/051_researcher_fuels_the_global_drive_for_better_large_outdoor_fire_modelling_fig1.jpg\" alt=\"\" width=\"800\" height=\"597\" class=\"alignnone wp-image-6967\" \/>\u00a0<\/p>\r\n<p class=\"p1\">\u5927\u8239\u6e21\u5e02\u306e\u713c\u5931\u5730\u57df<\/p>\r\n<p><br \/><br \/>\uff1c\u554f\u3044\u5408\u308f\u305b\u5148\uff1e<br \/>\u6771\u5317\u5927\u5b66\u6d41\u4f53\u79d1\u5b66\u7814\u7a76\u6240<br \/>\u5ba2\u54e1\u6559\u6388\u3000Samuel L. Manzello<br \/>E-mail: manzello*tohoku.ac.jp<br \/>\uff08*\u3092@\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\uff09<br \/><br \/><\/p>","protected":false},"excerpt":{"rendered":"Samuel L. Manzello \u5ba2\u54e1\u6559\u6388\uff08\u30a8\u30cd\u30eb\u30ae\u30fc\u52d5\u614b\u7814\u7a76\u5206\u91ce\uff09\u304c\u53d6\u308a\u7d44\u3080WUI\uff08\u68ee\u6797\u3068\u5e02\u8857\u5730\u306e\u5883\u754c\u5730\u57df\uff09\u306b\u304a\u3051\u308b\u706b\u707d\u306b\u95a2\u3059\u308b\u7814\u7a76\u6210\u679c\u304c\u3001\u672c\u5b66\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306b\u3066\u7d39\u4ecb\u3055\u308c\u307e\u3057\u305f\u3002\u203b\u8a18\u4e8b\u306f\u82f1\u8a9e\u3067\u3059\u3002Tohoku Un [&hellip;]","protected":false},"author":1,"featured_media":6971,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[41],"tags":[31],"class_list":["post-6965","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-press-release","tag-ierc_edl"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/wp-json\/wp\/v2\/posts\/6965","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/wp-json\/wp\/v2\/comments?post=6965"}],"version-history":[{"count":3,"href":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/wp-json\/wp\/v2\/posts\/6965\/revisions"}],"predecessor-version":[{"id":6972,"href":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/wp-json\/wp\/v2\/posts\/6965\/revisions\/6972"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/wp-json\/wp\/v2\/media\/6971"}],"wp:attachment":[{"href":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/wp-json\/wp\/v2\/media?parent=6965"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/wp-json\/wp\/v2\/categories?post=6965"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ifs.tohoku.ac.jp\/jpn\/wp-json\/wp\/v2\/tags?post=6965"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}