{"id":62,"date":"2024-04-12T20:24:33","date_gmt":"2024-04-12T11:24:33","guid":{"rendered":"https:\/\/ai-earthsystem-lab.com\/?p=62"},"modified":"2024-04-12T20:25:35","modified_gmt":"2024-04-12T11:25:35","slug":"%e7%95%b3%e3%81%bf%e8%be%bc%e3%81%bf%e3%83%8b%e3%83%a5%e3%83%bc%e3%83%a9%e3%83%ab-%e3%83%8d%e3%83%83%e3%83%88%e3%83%af%e3%83%bc%e3%82%af-cnns","status":"publish","type":"post","link":"https:\/\/ai-earthsystem-lab.com\/?p=62","title":{"rendered":"\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNNs)"},"content":{"rendered":"\n<p>\u6df1\u5c64\u5b66\u7fd2\u6280\u8853\u306b\u3088\u308a\u3001\u5358\u4e00\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5b66\u7fd2\u3057\u3066\u3001\u5bfe\u8c61\u9818\u57df\u5168\u4f53\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u30c0\u30a6\u30f3\u30b9\u30b1\u30fc\u30eb\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u5f93\u6765\u306e\u624b\u6cd5\u3067\u306f\u3001\u300c\u6700\u9069\u300d\u306a\u30c0\u30a6\u30f3\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u5b9f\u65bd\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u3092\u624b\u52d5\u3067\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN)\u3067\u306f\u3001\u3069\u306e\u60c5\u5831\u3092\u7d44\u307f\u8fbc\u3080\u306e\u304b\u3092\u624b\u52d5\u3067\u6c7a\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002 Rampal et al. (2024)\u306eFig.4b\u3067\u793a\u3059\u3088\u3046\u306b\u3001CNN \u51fa\u529b\u306f\u3001\u964d\u96e8\u306e\u78ba\u7387 (p)\u3001\u30ac\u30f3\u30de\u5206\u5e03\u304b\u3089\u306e\u5f62\u72b6 (\u03b1) \u304a\u3088\u3073\u30b9\u30b1\u30fc\u30eb (\u03b2) \u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e 3 \u3064\u306e\u5c64\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002\u5404\u51fa\u529b\u5c64\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u6570\u306f\u3001\u305d\u306e\u4e0a\u306e\u30b0\u30ea\u30c3\u30c9 \u30bb\u30eb\u306e\u6570\u3068\u7b49\u3057\u304f\u306a\u308a\u307e\u3059\uff08\u672c\u8ad6\u3067\u306f\u3002\u3053\u308c\u3089\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306f\u3001\u30cb\u30e5\u30fc\u30b8\u30fc\u30e9\u30f3\u30c9\u4e0a\u7a7a\u306e5km\u306e\u5404\u683c\u5b50\u306b\u304a\u3051\u308b1\u65e5\u306e\u7d2f\u7a4d\u964d\u96e8\u91cf\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\uff09\u3002<\/p>\n\n\n\n<p>\u30b3\u30e1\u30f3\u30c8\uff1a\u672c\u8ad6\u3067\u3082\u8ff0\u3079\u3089\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u3084\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u7b49\u3068\u7570\u306a\u308a\u3001\u6df1\u5c64\u5b66\u7fd2(CNN)\u3067\u306f\u7279\u5fb4\u30d9\u30af\u30c8\u30eb(\u8aac\u660e\u5909\u6570)\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001\u753b\u50cf\u304b\u3089\u81ea\u52d5\u7684\u306b\u7279\u5fb4\u3092\u53d6\u308a\u51fa\u3057\u3001\u5404\u30b0\u30ea\u30c3\u30c8\u30dd\u30a4\u30f3\u30c8\u6bce\u306b\u63a8\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u4e00\u822c\u7684\u306b\u8a08\u7b97\u91cf\u304c\u591a\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u3088\u308a\u9ad8\u7cbe\u5ea6\u3067\u306e\u63a8\u5b9a\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002\u305f\u3060\u3057\u3001Fig.4b\u306b\u793a\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u5143\u306e\u753b\u50cf\u306e\uff12\u6b21\u5143\u30c7\u30fc\u30bf\u3092\u6700\u7d42\u7684\u306b1\u6b21\u5143\u30c7\u30fc\u30bf\u306b\u3057\u3066\u63a8\u5b9a\u3092\u884c\u3046\u305f\u3081\u3001\u7269\u4f53\u306e\u5f62\u72b6\u306a\u3069\u306e\u4f4d\u7f6e\u60c5\u5831\u304c\u5931\u308f\u308c\u307e\u3059\u3002\u5404\u30b0\u30ea\u30c3\u30c9\u9593\u306e\u95a2\u4fc2\u6027\u304c\u5931\u308f\u308c\u308b\u305f\u3081\u3001\u4f8b\u3048\u3070\u524d\u7dda\u5e2f\u306a\u3069\u306e\u7a7a\u9593\u69cb\u9020\u304c\u4e0d\u81ea\u7136\u306b\u306a\u308b\u3053\u3068\u304c\u61f8\u5ff5\u3055\u308c\u307e\u3059\u3002\u7a7a\u9593\u69cb\u9020\u3092\u6b63\u78ba\u306b\u63a8\u5b9a\u3059\u308b\u306b\u306f\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u306e\u624b\u6cd5\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>Rampal, Neelesh, et al. &#8220;Enhancing Regional Climate Downscaling Through Advances in Machine Learning.&#8221; Artificial Intelligence for the Earth Systems (2024).<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6df1\u5c64\u5b66\u7fd2\u6280\u8853\u306b\u3088\u308a\u3001\u5358\u4e00\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5b66\u7fd2\u3057\u3066\u3001\u5bfe\u8c61\u9818\u57df\u5168\u4f53\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u30c0\u30a6\u30f3\u30b9\u30b1\u30fc\u30eb\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u5f93\u6765\u306e\u624b\u6cd5\u3067\u306f\u3001\u300c\u6700\u9069\u300d\u306a\u30c0\u30a6\u30f3\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u5b9f\u65bd\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u3092\u624b\u52d5\u3067\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7,5,6],"tags":[],"class_list":["post-62","post","type-post","status-publish","format-standard","hentry","category-7","category-5","category-6"],"_links":{"self":[{"href":"https:\/\/ai-earthsystem-lab.com\/index.php?rest_route=\/wp\/v2\/posts\/62","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-earthsystem-lab.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-earthsystem-lab.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-earthsystem-lab.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-earthsystem-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=62"}],"version-history":[{"count":2,"href":"https:\/\/ai-earthsystem-lab.com\/index.php?rest_route=\/wp\/v2\/posts\/62\/revisions"}],"predecessor-version":[{"id":64,"href":"https:\/\/ai-earthsystem-lab.com\/index.php?rest_route=\/wp\/v2\/posts\/62\/revisions\/64"}],"wp:attachment":[{"href":"https:\/\/ai-earthsystem-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=62"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-earthsystem-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=62"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-earthsystem-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=62"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}