{"id":40497,"date":"2022-08-04T08:00:35","date_gmt":"2022-08-04T00:00:35","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=40497"},"modified":"2022-08-03T14:48:56","modified_gmt":"2022-08-03T06:48:56","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e5%8f%af%e4%bb%a5%e6%8b%bf%e4%be%86%e9%91%91%e5%ae%9a%e6%9c%a8%e6%9d%90%e5%97%8e%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=40497","title":{"rendered":"\u4eba\u5de5\u667a\u6167\u53ef\u4ee5\u62ff\u4f86\u9451\u5b9a\u6728\u6750\u55ce\uff1f"},"content":{"rendered":"<p><strong><span style=\"color: #333399;\">\u6728\u6750\u662f\u53d7\u4eba\u559c\u611b\u7684\u5efa\u7bc9\u6216\u5bb6\u5177\u6750\u6599\uff0c\u5e02\u9762\u4e0a\u6d41\u901a\u7684\u5546\u7528\u6728\u6750\u7a2e\u985e\u7e41\u591a\uff0c\u8fa8\u8b58\u4e0d\u6613\u3002\u4e00\u500b\u947d\u7814\u6a5f\u5668\u5b78\u7fd2\u7684\u7814\u7a76\u5718\u968a\uff0c\u8fd1\u671f\u767c\u8868\u5229\u7528\u6728\u6750\u4e09\u500b\u622a\u9762\u7684\u5716\u50cf\u8cc7\u6599\uff0c\u7528\u4ee5\u8a13\u7df4\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u8fa8\u8b58\u7cfb\u7d71\uff0c\u80fd\u5920\u5340\u8fa8\u525b\u679c77\u500b\u6a39\u7a2e\uff0c\u4e14\u6e96\u78ba\u7387\u9ad8\u905495%\u3002\u96d6\u81fa\u7063\u570b\u5167\u76ee\u524d\u7121\u5ee3\u6cdb\u4f7f\u7528\u7684\u6728\u6750\u8fa8\u8b58\u7cfb\u7d71\uff0c\u4f46\u6709\u7814\u7a76\u5718\u968a\u671d\u6b64\u65b9\u5411\u767c\u5c55\uff0c\u672a\u4f86\u5177\u6709\u76f8\u7576\u6f5b\u529b\u3002<\/span><\/strong><\/p>\n<p><strong>\u64b0\u6587\uff5c\u4f55\u90c1\u5ead<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">\u4f60\u559c\u6b61\u6728\u5730\u677f\u3001\u539f\u6728\u5bb6\u5177\uff0c\u6216\u662f\u6728\u8cea\u7684\u5c45\u5bb6\u5167\u88dd\u55ce\uff1f<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u56ae\u5f80\u300c\u6728\u8cea\u7cfb\u300d\u5c45\u5bb6\u98a8\u683c\u7684\u4eba\u76f8\u7576\u591a\uff0c\u6728\u8cea\u5efa\u6750\u4e0d\u4f46\u64c1\u6709\u8abf\u7bc0\u6eab\u6ebc\u5ea6\u3001\u5438\u97f3\u3001\u74b0\u4fdd\u7b49\u512a\u9ede\uff1b\u6728\u982d\u7368\u7279\u7684\u8272\u6fa4\u3001\u9999\u6c23\uff0c\u8207\u6eab\u6f64\u7684\u89f8\u611f\uff0c\u66f4\u53ef\u4ee5\u8b93\u5c45\u4f4f\u7a7a\u9593\u591a\u4e86\u9ede\u6eab\u99a8\u8207\u975c\u8b10\u3002\u4e0d\u540c\u7684\u6a39\u6728\u7a2e\u985e\uff0c\u5177\u6709\u4e0d\u540c\u7684\u786c\u5ea6\u3001\u5bc6\u5ea6\u3001\u6297\u8150\u673d\u80fd\u529b\u8207\u52a0\u5de5\u7279\u6027\uff0c\u6709\u4e9b\u9069\u5408\u505a\u5bb6\u5177\uff0c\u6709\u4e9b\u9069\u5408\u7576\u8cbc\u76ae\uff0c\u6709\u4e9b\u5247\u9069\u5408\u7576\u9020\u7d19\u7684\u6750\u6599\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u6728\u6750\u7684\u7a2e\u985e\u76f8\u7576\u591a\uff0c\u5149\u662f2020\u5e74\u7531\u7f85\u6771\u6797\u5340\u7ba1\u7406\u8655\u51fa\u7248\u7684\u300a\u81fa\u7063\u5e38\u898b\u5546\u7528\u6728\u6750\u5716\u9451\u300b\u5c31\u5305\u542b120\u7a2e\u5e38\u898b\u7684\u5546\u7528\u6728\u6750\u3002\u9451\u5b9a\u6728\u982d\u4e26\u4e0d\u5bb9\u6613\uff0c\u4e0d\u4f46\u9700\u8981\u5b78\u7fd2\u5206\u8fa8\u5404\u7a2e\u6728\u8cea\u90e8\u7684\u7d30\u80de\uff0c\u9084\u8981\u4e86\u89e3\u6728\u6750\u6a6b\u5207\u9762(transverse section)\u3001\u5f91\u5207\u9762(radial section)\u8207\u5f26\u5207\u9762(tangential section)\u7684\u4e0d\u540c\u6027\u8cea(\u5716\u4e00)\u3002\u76ee\u524d\uff0c\u8a31\u591a\u9451\u5b9a\u6728\u6750\u7684\u5de5\u4f5c\uff0c\u5927\u591a\u4ef0\u8cf4\u884c\u653f\u9662\u8fb2\u59d4\u6703\u6797\u8a66\u6240\u3001\u570b\u5167\u76f8\u95dc\u7684\u5b78\u6703\uff0c\u6216\u662f\u5927\u5b78\u68ee\u6797\u7cfb\u7b49\u5c08\u9580\u5b78\u8853\u55ae\u4f4d\u5354\u52a9\u9451\u5b9a\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_40500\" aria-describedby=\"caption-attachment-40500\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-40500\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/08\/CASE_woodid_fig_1-1024x770.png\" alt=\"\" width=\"600\" height=\"451\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/08\/CASE_woodid_fig_1-1024x770.png 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/08\/CASE_woodid_fig_1-300x226.png 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/08\/CASE_woodid_fig_1-768x578.png 768w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-40500\" class=\"wp-caption-text\">\u5716\u4e00\uff5c\u6728\u982d\u7684\u6a6b\u5207\u9762\u3001\u5f91\u5207\u9762\u8207\u5f26\u5207\u9762\u5716\u3002\u89e3\u5256\u5716\u4e4b\u6bd4\u4f8b\u5c3a\u70ba500 \u03bcm\u3002\u4f86\u6e90\uff1a\u53c3\u8003\u6587\u737b1<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p><strong><span style=\"color: #008080;\">\u25cf &nbsp;\u5229\u7528\u6a5f\u5668\u5b78\u7fd2\u9451\u5b9a\u6728\u6750\u7684\u53ef\u80fd\u6027<\/span><\/strong><\/p>\n<p>\u57f9\u990a\u4e00\u4f4d\u80fd\u9451\u5b9a\u6728\u6750\u7684\u5c08\u696d\u4eba\u624d\uff0c\u9664\u4e86\u9700\u8981\u76f8\u95dc\u79d1\u7cfb\u7684\u5b78\u8b58\uff0c\u9084\u9700\u8981\u591a\u5e74\u7684\u5be6\u6230\u7d93\u9a57\u3002\u4e0d\u904e\uff0c\u5229\u7528\u6a5f\u5668\u5b78\u7fd2\uff0c\u6216\u8a31\u672a\u4f86\u53ef\u4ee5\u8b93\u6a5f\u5668\u4eba\u81ea\u52d5\u8fa8\u5225\u5404\u5f0f\u5404\u6a23\u7684\u6728\u6750\u3002\u65e5\u524d\uff0c\u300aPlant Method\u300b\u671f\u520a\u4e0a\u767c\u8868\u4e00\u7bc7\u5229\u7528\u6a5f\u5668\u5b78\u7fd2\u4f86\u9451\u5b9a\u6728\u6750\u7a2e\u985e\u7684\u5831\u544a\uff0c\u6839\u64da\u8a72\u7814\u7a76\u7684\u7d50\u679c\uff0c\u8a13\u7df4\u5f8c\u7684\u96fb\u8166\u6a21\u578b\uff0c\u7528\u4ee5\u8fa8\u8b58\u7522\u65bc\u975e\u6d32\u525b\u679c\u768477\u7a2e\u7279\u5b9a\u6a39\u7a2e\u6642\uff0c\u5177\u6709\u9ad8\u905495%\u7684\u6e96\u78ba\u7387\u3002<\/p>\n<p><span style=\"font-weight: 400;\">\u6210\u679c\u807d\u8d77\u4f86\u6dfa\u986f\u6613\u61c2\uff0c\u4f46\u8a13\u7df4\u6a21\u578b\u7684\u904e\u7a0b\u537b\u9700\u8981\u5927\u91cf\u7684\u6642\u9593\u8207\u4f5c\u696d\u6d41\u7a0b\u3002\u9996\u5148\uff0c\u9700\u8981\u5c07\u6bcf\u4e00\u500b\u6728\u6750\u88fd\u4f5c\u62103\u500b\u622a\u9762\u7684\u73bb\u7247\u6a19\u672c\uff1b\u63a5\u8457\uff0c\u70ba\u4e86\u589e\u52a0\u8cc7\u6599\u91cf\uff0c\u9084\u9700\u8981\u52a0\u5165\u300c\u8cc7\u6599\u589e\u5f37\u300d(Data agumentation)\u7684\u6b65\u9a5f\uff0c\u5206\u5272\u7167\u7247\u4e26\u5c0d\u90e8\u5206\u65cb\u8f49\u3001\u6a21\u7cca\u5316\uff0c\u6216\u662f\u6dfb\u52a0\u96dc\u9ede\u7684\u52a0\u5de5(\u5716\u4e8c)\u3002\u518d\u4f86\uff0c\u9084\u8981\u7d93\u904e\u7279\u5fb5\u8403\u53d6\u7684\u904e\u7a0b\u5f8c\uff0c\u624d\u80fd\u771f\u6b63\u958b\u59cb\u8a13\u7df4\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u3002<\/span><\/p>\n<figure id=\"attachment_40499\" aria-describedby=\"caption-attachment-40499\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-40499\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/08\/CASE_woodid_fig_2.png\" alt=\"\" width=\"600\" height=\"661\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/08\/CASE_woodid_fig_2.png 654w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/08\/CASE_woodid_fig_2-273x300.png 273w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-40499\" class=\"wp-caption-text\">\u5716\u4e8c\uff5c\u8cc7\u6599\u589e\u5f37\u7684\u6728\u6750\u5716\u7247\u3002(a)\u539f\u59cb\u5716\u7247\uff1b(b)\u88c1\u5207\u70ba\u4e00\u534a\u7684\u5716\u7247(500\u00d71000\u50cf\u7d20)\uff1b(c)\u88c1\u5207\u70ba\u56db\u7b49\u5206\u7684\u5716\u7247(500\u00d7500\u50cf\u7d20)\uff1b(d)\u7d93\u904e\u9ad8\u65af\u6a21\u7cca\u3001\u65cb\u8f49\u3001\u52a0\u5165\u96dc\u9ede\u7684\u5716\u7247\u3002\u4f86\u6e90\uff1a\u53c3\u8003\u6587\u737b1<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u9019\u500b\u6a21\u578b\uff0c\u662f\u5206\u5225\u5229\u7528\u6a6b\u5207\u9762\u7684\u55ae\u4e00\u7167\u7247\u8207\u5305\u542b\u4e09\u622a\u9762\u7684\u5716\u7247\uff0c\u900f\u904e\u96a8\u6a5f\u68ee\u6797\u6f14\u7b97\u6cd5 (random forest algorithm) \u9032\u884c\u8a13\u7df4\uff0c\u5c0d\u5716\u7247\u9032\u884c\u5206\u985e\uff0c\u4e26\u4f7f\u7528leave-k-trees-out \u7684\u4ea4\u53c9\u9a57\u8b49(cross-validation) \u65b9\u5f0f\u4f86\u6aa2\u9a57\u6a21\u578b\u8a13\u7df4\u7684\u6210\u679c\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u96d6\u7136\u9019\u4e0d\u662f\u6728\u6750\u9451\u5b9a\u7684\u7b2c\u4e00\u500b\u7814\u7a76\uff0c\u4f46\u5b83\u6709\u5e7e\u500b\u4eae\u9ede\u5f88\u503c\u5f97\u4e00\u63d0\uff1a\u7b2c\u4e00\u500b\u662f\uff0c\u7531\u65bc\u6750\u6599\u8490\u96c6\u8207\u88fd\u5099\u4e0d\u6613\uff0c\u5927\u591a\u7814\u7a76\u90fd\u53ea\u5229\u7528\u6a6b\u5207\u9762\u505a\u6a5f\u5668\u5b78\u7fd2\u7684\u8cc7\u6599\u96c6\uff0c\u7136\u800c\uff0c\u9019\u500b\u7814\u7a76\u537b\u53ef\u4ee5\u8490\u96c6\u5230\u4e09\u500b\u622a\u9762\u7684\u5716\u7247\u8cc7\u6599\u5eab\uff1b\u7b2c\u4e8c\u500b\u5247\u662f\u9019\u500b\u7814\u7a76\u7684\u6f14\u7b97\u6cd5\u4e2d\u5728\u5206\u985e\u7684\u904e\u7a0b\u4e2d\uff0c\u52a0\u5165<\/span><b>\u79d1<\/b><span style=\"font-weight: 400;\">\u8207<\/span><b>\u5c6c<\/b><span style=\"font-weight: 400;\">\u7684\u8cc7\u8a0a\uff0c\u8b93\u6700\u5f8c\u7d50\u679c\u7684\u7cbe\u78ba\u6027\u66f4\u9ad8\uff0c\u800c\u9019\u7a2e\u505a\u6cd5\uff0c\u904e\u5f80\u4e26\u4e0d\u5e38\u65bc\u6728\u6750\u9451\u5225\u7684\u7814\u7a76\u4e2d\u4f7f\u7528\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u96d6\u7136\u8a13\u7df4\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u9700\u8981\u4e0b\u5f88\u591a\u529f\u592b\uff0c\u4f46\u4e00\u65e6\u57f9\u990a\u51fa\u512a\u79c0\u7684\u9451\u5225\u7cfb\u7d71\uff0c\u5c31\u53ef\u4ee5\u6e1b\u5c11\u6728\u6750\u9451\u5b9a\u6240\u9700\u8981\u7684\u6642\u9593\uff0c\u4e26\u63d0\u9ad8\u6548\u7387\uff0c\u5c0d\u65bc\u7522\u696d\u754c\u6216\u5b78\u754c\u4f86\u8aaa\uff0c\u90fd\u662f\u4e00\u6a01\u597d\u6d88\u606f\u3002<\/span><\/p>\n<h4>&nbsp;<\/h4>\n<p><strong><span style=\"color: #008080;\">\u25cf &nbsp;\u81fa\u7063\u7684AI\u6728\u6750\u9451\u5b9a\u6f5b\u529b<\/span><\/strong><\/p>\n<p><span style=\"font-weight: 400;\">\u81fa\u7063\u64c1\u6709\u512a\u79c0\u7684\u6728\u6750\u5de5\u696d\u6280\u8853\uff0c\u4e26\u4e14\u672c\u8eab\u5177\u6709\u76f8\u7576\u8c50\u6c9b\u7684\u68ee\u6797\u8cc7\u6e90\uff0c\u4e0d\u4f46\u570b\u5167\u6709\u54c1\u8cea\u7cbe\u826f\u7684\u6728\u6750\uff0c\u6bcf\u5e74\u66f4\u662f\u9032\u53e3\u5927\u91cf\u7684\u6728\u6750\uff0c\u5982\u6b64\u71b1\u611b\u6728\u85dd\u54c1\u53ca\u6728\u88fd\u5bb6\u5177\u7684\u81fa\u7063\uff0c\u6216\u8a31\uff0c\u4e5f\u53ef\u4ee5\u7a4d\u6975\u7684\u7814\u767c\u6728\u6750\u9451\u5b9a\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\uff0c\u751a\u81f3\u662f\u4eba\u5de5\u667a\u6167\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">2022\u5e74\uff0c\u6797\u8a66\u6240\u8207\u81fa\u5927\u751f\u7269\u6a5f\u96fb\u5de5\u7a0b\u5b78\u7cfb\u5408\u4f5c\uff0c\u958b\u767c\u51fa\u5c08\u9580\u8fa8\u8b58\u81fa\u7063\u8cb4\u91cd\u6a39\u6728\u7684\u4eba\u5de5\u667a\u6167\uff0c\u91dd\u5c0d\u7279\u5b9a\u7684\u6a39\u7a2e\u8fa8\u8b58\u6e96\u78ba\u7387\u53ef\u905495%\u4ee5\u4e0a\uff1b\u5118\u7ba1\u73fe\u5728\u53ef\u4ee5\u8fa8\u8b58\u7684\u6a39\u7a2e\u4e26\u4e0d\u591a\uff0c\u4f46\u672a\u4f86\u6216\u8a31\u6703\u6210\u70ba\u6f02\u6d41\u6728\u6a19\u552e\u8207\u76dc\u4f10\u6728\u8fa8\u8b58\u6642\u6700\u53ef\u9760\u7684\u5de5\u5177\u4e5f\u8aaa\u4e0d\u5b9a\u5462\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_40498\" aria-describedby=\"caption-attachment-40498\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-40498\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/08\/CASE_woodid_fig_3-1024x683.jpg\" alt=\"\" width=\"600\" height=\"400\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/08\/CASE_woodid_fig_3-1024x683.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/08\/CASE_woodid_fig_3-300x200.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/08\/CASE_woodid_fig_3-768x512.jpg 768w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-40498\" class=\"wp-caption-text\">\u5716\u4e09\uff5c\u6f02\u6d41\u6728\u6a19\u552e\u524d\u9700\u8981\u5148\u7d93\u904e\u6728\u6750\u7a2e\u985e\u7684\u9451\u5b9a\u3002\u4f86\u6e90\uff1apexels<\/figcaption><\/figure>\n<p><strong>\u53c3\u8003\u6587\u737b\uff1a<\/strong><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Rosa da Silva, N., Deklerck, V., Baetens, J.M. et al. Improved wood species identification based on multi-view imagery of the three anatomical planes. Plant Methods 18, 79 (2022). <\/span><a href=\"https:\/\/doi.org\/10.1186\/s13007-022-00910-1\"><span style=\"font-weight: 400;\">https:\/\/doi.org\/10.1186\/s13007-022-00910-1<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5442\u798f\u6e90\u3001\u5f35\u5764\u57ce\u3001\u6797\u5efa\u5b97\u3001\u5f35\u535a\u4efb\uff082020\uff09\u81fa\u7063\u5e38\u898b\u5546\u7528\u6728\u6750\u5716\u9451\u3002\u884c\u653f\u9662\u8fb2\u696d\u59d4\u54e1\u6703\u6797\u52d9\u5c40\u7f85\u6771\u6797\u5340\u7ba1\u7406\u8655\uff0c\u81fa\u7063\u3002272\u9801\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6728\u6750\u8fa8\u8b58\uff5c\u570b\u7acb\u81fa\u7063\u5927\u5b78\u751f\u7269\u6a5f\u96fb\u5de5\u7a0b\u5b78\u7cfb\u6a5f\u5668\u5b78\u7fd2\u8207\u6a5f\u5668\u8996\u89ba\u5be6\u9a57\u5ba4 <\/span><a href=\"https:\/\/wood.toolmenlab.bime.ntu.edu.tw\/\"><span style=\"font-weight: 400;\">https:\/\/wood.toolmenlab.bime.ntu.edu.tw\/<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6f02\u6d41\u6728\u6a19\u552e\u8a8d\u932f\u6a39\u7a2e\u8667\u5927\u4e86 \u8cb4\u91cd\u6728AI\u667a\u6167\u8fa8\u8b58\u8f14\u52a9\u4eba\u529b\u4e0d\u8aa4\u5224\uff5c\u8fb2\u50b3\u5a92 <\/span><a href=\"https:\/\/www.agriharvest.tw\/archives\/81676\"><span style=\"font-weight: 400;\">https:\/\/www.agriharvest.tw\/archives\/81676<\/span><\/a><\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6728\u6750\u662f\u53d7\u4eba\u559c\u611b\u7684\u5efa\u7bc9\u6216\u5bb6\u5177\u6750\u6599\uff0c\u5e02\u9762\u4e0a\u6d41\u901a\u7684\u5546\u7528\u6728\u6750\u7a2e\u985e\u7e41\u591a\uff0c\u8fa8\u8b58\u4e0d\u6613\u3002\u4e00\u500b\u947d\u7814\u6a5f\u5668\u5b78\u7fd2\u7684\u7814\u7a76\u5718\u968a\uff0c\u8fd1\u671f\u767c\u8868\u5229\u7528\u6728\u6750\u4e09\u500b\u622a\u9762\u7684\u5716\u50cf\u8cc7\u6599\uff0c\u7528\u4ee5\u8a13\u7df4\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u8fa8\u8b58\u7cfb\u7d71\uff0c\u80fd\u5920\u5340\u8fa8\u525b\u679c77\u500b\u6a39\u7a2e\uff0c\u4e14\u6e96\u78ba\u7387\u9ad8\u905495%\u3002\u96d6\u81fa\u7063\u570b\u5167\u76ee\u524d\u7121\u5ee3\u6cdb\u4f7f\u7528\u7684\u6728\u6750\u8fa8\u8b58\u7cfb\u7d71\uff0c\u4f46\u6709\u7814\u7a76\u5718\u968a\u671d\u6b64\u65b9\u5411\u767c\u5c55\uff0c\u672a\u4f86\u5177\u6709\u76f8\u7576\u6f5b\u529b\u22ef\u22ef<\/p>\n","protected":false},"author":20,"featured_media":40498,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293,4988,791,26],"tags":[3006,6465,792],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/08\/CASE_woodid_fig_3.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/40497"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=40497"}],"version-history":[{"count":3,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/40497\/revisions"}],"predecessor-version":[{"id":40504,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/40497\/revisions\/40504"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/40498"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=40497"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=40497"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=40497"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}