{"id":1312,"date":"2024-10-07T10:30:00","date_gmt":"2024-10-07T02:30:00","guid":{"rendered":"https:\/\/stride-c.ntu.edu.tw\/?p=1312"},"modified":"2024-09-30T18:35:54","modified_gmt":"2024-09-30T10:35:54","slug":"%e6%b7%ba%e8%ab%87%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92-ml-%e6%96%bc%e5%9c%b0%e8%b3%aa%e7%a2%b3%e5%b0%81%e5%ad%98-gcs-%e4%b8%ad%e7%9a%84%e6%87%89%e7%94%a8","status":"publish","type":"post","link":"https:\/\/stride-c.ntu.edu.tw\/en\/2024\/10\/07\/%e6%b7%ba%e8%ab%87%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92-ml-%e6%96%bc%e5%9c%b0%e8%b3%aa%e7%a2%b3%e5%b0%81%e5%ad%98-gcs-%e4%b8%ad%e7%9a%84%e6%87%89%e7%94%a8\/","title":{"rendered":"\u6dfa\u8ac7\u6a5f\u5668\u5b78\u7fd2 (ML) \u65bc\u5730\u8cea\u78b3\u5c01\u5b58 (GCS) \u4e2d\u7684\u61c9\u7528"},"content":{"rendered":"\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\" style=\"grid-template-columns:auto 61%\"><div class=\"wp-block-media-text__content\">\n<p class=\"has-medium-font-size\">\u4f5c\u70ba\u5be6\u73fe\u4eba\u5de5\u667a\u6167 (AI) \u4e2d\u91cd\u8981\u6280\u8853\u7684\u6a5f\u5668\u5b78\u7fd2 (ML) \u5728\u8fd1\u5e74\u5c55\u73fe\u51fa\u5f37\u5927\u7684\u6280\u8853\u7a81\u7834\u8207\u4f7f\u7528\u6027\uff0c\u8a31\u591a\u79d1\u5b78\u7814\u7a76\u958b\u59cb\u5c0e\u5165ML\u4f86\u5354\u52a9\uff0c\u4f8b\u5982\u900f\u904e\u81ea\u52d5\u5316\u63d0\u9ad8\u8cc7\u6599\u7372\u53d6\u7684\u6578\u91cf\u6216\u662f\u986f\u793a\u5361 (GPU) \u7684\u52a0\u901f\u904b\u7b97\u63d0\u5347\u6548\u80fd\u7b49\u3002ML\u5728\u5730\u8cea\u78b3\u5c01\u5b58 (GCS) \u9818\u57df\u88e1\u4e5f\u9010\u6f38\u53d7\u5230\u91cd\u8996\uff0c\u958b\u59cb\u6709\u7814\u7a76\u900f\u904eML \u7684\u5e6b\u52a9\u4f86\u53d6\u5f97\u6210\u679c\u3002<\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image1-1024x768.png\" alt=\"\" class=\"wp-image-1313 size-full\" srcset=\"https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image1-1024x768.png 1024w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image1-300x225.png 300w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image1-768x576.png 768w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image1-1536x1152.png 1536w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image1-2048x1536.png 2048w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image1-16x12.png 16w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\" style=\"grid-template-columns:54% auto\"><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image2-1024x768.png\" alt=\"\" class=\"wp-image-1315 size-full\" srcset=\"https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image2-1024x768.png 1024w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image2-300x225.png 300w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image2-768x576.png 768w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image2-1536x1152.png 1536w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image2-2048x1536.png 2048w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image2-16x12.png 16w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"has-medium-font-size\">\u53f0\u5927\u9818\u57df\u7db2\u7d61\u5206\u6790\u5831\u544a\u6307\u51fa\uff0c\u65bc2018-2023\u5e74\u9593\uff0c\u5c0e\u5165ML \u5354\u52a9\u7684 GCS \u7814\u7a76\u6578\u91cf\u5c1a\u50c5\u4f54\u7e3d GCS \u7814\u7a76\u6578\u91cf\u7684\u5c11\u6578\uff1b\u7136\u5176\u6240\u5c55\u73fe\u7684\u5e73\u5747\u6587\u737b\u5f71\u97ff\u529b (CNCI) \u512a\u65bc\u672a\u5c0e\u5165 ML \u7684GCS\u7814\u7a76\uff0c\u986f\u793a\u900f\u904e ML \u6280\u8853\u7684\u5354\u52a9\u662f\u53ef\u4ee5\u6709\u6548\u63d0\u5347\u7814\u7a76\u7684\u54c1\u8cea\u8207\u6548\u80fd\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\" style=\"grid-template-columns:auto 58%\"><div class=\"wp-block-media-text__content\">\n<p class=\"has-medium-font-size\">\u9019\u4e9bML\u7684\u61c9\u7528\u591a\u96c6\u4e2d\u65bc\u6a21\u578b\u964d\u968e (Model Order Reduction)\u3001\u6eb6\u8cea\u50b3\u8f38 (Solute Transport)\u3001\u9707\u6e2c\u8cc7\u6599 (Seismic Data)\u3001\u5ca9\u77f3\u529b\u5b78 (Rock Mechanic) \u7b49\u7bc4\u7587\u3002\u672c\u4e2d\u5fc3\u6b63\u8457\u529b\u65bc\u958b\u767c\u9707\u6ce2\u7684\u81ea\u52d5\u8fa8\u8b58\uff0c\u76ee\u6a19\u5f9e\u5bc6\u96c6\u5730\u9707\u7db2\u4e2d\u8fa8\u8b58\u51fa\u5fae\u5c0f\u5730\u9707\u4e26\u5feb\u901f\u8655\u7406\u9f90\u5927\u7684\u5730\u9707\u8cc7\u6599\uff0c\u5982\u6b64\u4fbf\u53ef\u4ee5\u63d0\u4f9b\u9ad8\u89e3\u6790\u5ea6\u7684\u5730\u4e0b\u69cb\u9020\u6a21\u578b\u4f86\u4f5c\u70ba\u524d\u671f\u5730\u8cea\u63a2\u52d8\u8207\u4e2d\u5f8c\u671f\u5de5\u7a0b\u76e3\u6e2c\u4f7f\u7528\u3002\u53e6\u5916\u4ea6\u958b\u767c\u5ca9\u76f8\u81ea\u52d5\u8fa8\u8b58\u7684\u6a21\u578b\uff0c\u80fd\u5920\u4f7f\u7528\u5ca9\u5fc3\u5716\u7247\u6216\u5730\u5316\u8cc7\u6599\u4f86\u5feb\u901f\u6578\u4f4d\u5316\u5ca9\u5fc3\u7279\u6027\uff0c\u4e26\u6a19\u8a18\u95dc\u9375\u5ca9\u5fc3\u5340\u6bb5\u4f9b\u5c08\u5bb6\u505a\u9032\u4e00\u6b65\u7684\u5206\u6790\u8fa8\u8b58\u3002\u8fd1\u671f\u4e5f\u8207\u53f2\u4e39\u4f5b\u5927\u5b78\u5718\u968a\u5408\u4f5c\u5617\u8a66\u5c0e\u5165\u5176\u5085\u7acb\u8449\u795e\u7d93\u904b\u7b97\u5b50\u6280\u8853\uff0c\u5efa\u7acb\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u4f86\u63d0\u6607CO<sub>2<\/sub>\u704c\u6ce8\u5f8c\u79fb\u68f2\u7b49\u7279\u6027\u6a21\u64ec\u7684\u904b\u7b97\u6548\u80fd\u3002<\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image3-1024x768.png\" alt=\"\" class=\"wp-image-1316 size-full\" srcset=\"https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image3-1024x768.png 1024w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image3-300x225.png 300w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image3-768x576.png 768w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image3-1536x1152.png 1536w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image3-2048x1536.png 2048w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image3-16x12.png 16w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\" style=\"grid-template-columns:57% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image4-1024x768.png\" alt=\"\" class=\"wp-image-1317 size-full\" srcset=\"https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image4-1024x768.png 1024w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image4-300x225.png 300w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image4-768x576.png 768w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image4-1536x1152.png 1536w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image4-2048x1536.png 2048w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image4-16x12.png 16w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"has-medium-font-size\">\u671f\u8a31\u672a\u4f86\u80fd\u5920\u5229\u7528ML\u6280\u8853\u63d0\u4f9b\u66f4\u9ad8\u6548\u8207\u7cbe\u7d30\u5ea6\u7684\u78b3\u5c01\u5b58\u7814\u7a76\u3002<\/p>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-image alignright size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image5-1024x768.png\" alt=\"\" class=\"wp-image-1318\" style=\"width:956px;height:auto\" srcset=\"https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image5-1024x768.png 1024w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image5-300x225.png 300w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image5-768x576.png 768w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image5-1536x1152.png 1536w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image5-2048x1536.png 2048w, https:\/\/stride-c.ntu.edu.tw\/wp-content\/uploads\/2024\/09\/image5-16x12.png 16w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p style=\"font-size:30px\"><strong>\u8cc7\u6599\u4f86\u6e90\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u570b\u7acb\u81fa\u7063\u5927\u5b78\u5716\u66f8\u9928\u7814\u7a76\u652f\u63f4\u7d44\uff082023\uff09\u3002\u570b\u7acb\u81fa\u7063\u5927\u5b78\u9818\u57df\u7db2\u7d61\u5206\u6790\u5831\u544a\uff1a [ Machine Learning in GCS ] \u3002\u570b\u7acb\u81fa\u7063\u5927\u5b78\u5716\u66f8\u9928\u3002<\/li>\n\n\n\n<li>Lee, A.-S., et al. (2022). &#8220;An automatic sediment-facies classification approach using machine learning and feature engineering.&#8221; Communications Earth &amp; Environment <strong>3<\/strong>(1): 294.<\/li>\n\n\n\n<li>Wen, G., et al. (2023). &#8220;Real-time high-resolution CO2 geological storage prediction using nested Fourier neural operators.&#8221; Energy &amp; Environmental Science <strong>16<\/strong>(4): 1732-1741.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u70ba\u5be6\u73fe\u4eba\u5de5\u667a\u6167 (AI) \u4e2d\u91cd\u8981\u6280\u8853\u7684\u6a5f\u5668\u5b78\u7fd2 (ML) \u5728\u8fd1\u5e74\u5c55\u73fe\u51fa\u5f37\u5927\u7684\u6280\u8853\u7a81\u7834\u8207\u4f7f\u7528\u6027\uff0c\u8a31\u591a\u79d1\u5b78\u7814\u7a76\u958b &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/stride-c.ntu.edu.tw\/en\/2024\/10\/07\/%e6%b7%ba%e8%ab%87%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92-ml-%e6%96%bc%e5%9c%b0%e8%b3%aa%e7%a2%b3%e5%b0%81%e5%ad%98-gcs-%e4%b8%ad%e7%9a%84%e6%87%89%e7%94%a8\/\"> <span class=\"screen-reader-text\">\u6dfa\u8ac7\u6a5f\u5668\u5b78\u7fd2 (ML) \u65bc\u5730\u8cea\u78b3\u5c01\u5b58 (GCS) \u4e2d\u7684\u61c9\u7528<\/span> Read More &raquo;<\/a><\/p>","protected":false},"author":6,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"default","ast-global-header-display":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"categories":[14,12,18],"tags":[],"class_list":["post-1312","post","type-post","status-publish","format-standard","hentry","category-14","category-12","category-18"],"_links":{"self":[{"href":"https:\/\/stride-c.ntu.edu.tw\/en\/wp-json\/wp\/v2\/posts\/1312"}],"collection":[{"href":"https:\/\/stride-c.ntu.edu.tw\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/stride-c.ntu.edu.tw\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/stride-c.ntu.edu.tw\/en\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/stride-c.ntu.edu.tw\/en\/wp-json\/wp\/v2\/comments?post=1312"}],"version-history":[{"count":1,"href":"https:\/\/stride-c.ntu.edu.tw\/en\/wp-json\/wp\/v2\/posts\/1312\/revisions"}],"predecessor-version":[{"id":1319,"href":"https:\/\/stride-c.ntu.edu.tw\/en\/wp-json\/wp\/v2\/posts\/1312\/revisions\/1319"}],"wp:attachment":[{"href":"https:\/\/stride-c.ntu.edu.tw\/en\/wp-json\/wp\/v2\/media?parent=1312"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/stride-c.ntu.edu.tw\/en\/wp-json\/wp\/v2\/categories?post=1312"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/stride-c.ntu.edu.tw\/en\/wp-json\/wp\/v2\/tags?post=1312"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}