{"id":38102,"date":"2020-07-27T00:00:01","date_gmt":"2020-07-26T16:00:01","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=38102"},"modified":"2021-12-27T15:33:14","modified_gmt":"2021-12-27T07:33:14","slug":"%e9%9f%b3%e6%a8%82%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e9%9d%a2%e9%9d%a2%e8%a7%80","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=38102","title":{"rendered":"\u97f3\u6a02\u4eba\u5de5\u667a\u6167\u9762\u9762\u89c0"},"content":{"rendered":"<div class=\"single-post-media clr\">\n<div class=\"post-thumbnail\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2020\/07\/%E8%98%87%E9%BB%8E.jpg\" alt=\"\u97f3\u6a02\u4eba\u5de5\u667a\u6167\u9762\u9762\u89c0\" width=\"500\" height=\"334\" \/><\/div>\n<\/div>\n<div class=\"entry clr\">\n<div class=\"pf-content\">\n<p><strong>\u8b1b\u8005\uff0f\u8607\u9ece\uff08\u4e2d\u592e\u7814\u7a76\u9662\u8cc7\u8a0a\u79d1\u5b78\u7814\u7a76\u6240\u52a9\u7814\u7a76\u54e1\uff09\uff5c\u5f59\u6574\uff0f\u8449\u73ca\u7440<\/strong><br \/>\n<strong>\u6574\u7406\u81ea2019.05.24\u3008AI\u5831\u4f60\u77e5\uff0e\u540c\u540d\u3009<\/strong><\/p>\n<p><strong>\u70ba\u4ec0\u9ebc\u662f\u97f3\u6a02\uff1f<\/strong><\/p>\n<p>20\u5e74\u524d\u4eba\u5011\u6703\u82b1\u4e00\u5169\u500b\u5c0f\u6642\u901b\u5531\u7247\u884c\u53ea\u70ba\u4e86\u627e\u5230\u81ea\u5df1\u60f3\u807d\u7684\u97f3\u6a02\uff0c\u5f8c\u4f86\u7db2\u8def\u8208\u8d77\uff0c\u60f3\u807d\u4ec0\u9ebc\u97f3\u6a02\u53ea\u8981\u4e0a\u7db2\u641c\u5c0b\u5c31\u53ef\u4ee5\u627e\u5230\u3002\u79d1\u6280\u770b\u4f3c\u4fbf\u5229\uff0c\u537b\u4e5f\u885d\u64ca\u4e86\u5168\u7403\u97f3\u6a02\u5e02\u5834\uff1a\u6839\u64da<em>Global Music Report<\/em>\u5831\u5c0e\uff0c\u5f9e1999\u52302012\u5e74\uff0c\u5168\u7403\u97f3\u6a02\u7522\u503c\u6389\u4e8640%\u3002MP3\u7684\u51fa\u73fe\uff0c\u8b93\u4eba\u5011\u80fd\u81ea\u7531\u5730\u5206\u4eab\uff0c\u537b\u4e5f\u52a9\u9577\u4e86\u76dc\u7248\u97f3\u6a02\u7684\u7316\u7357\uff1b\u76f4\u52302014\u5e74\uff0c\u4ed8\u8cbb\u6536\u807d\u7dda\u4e0a\u4e32\u6d41\u97f3\u6a02\u7684\u89c0\u5ff5\u624d\u9010\u6f38\u88ab\u5efa\u7acb\u8d77\u4f86\u3002\u4e5f\u662f\u5728\u540c\u4e00\u5e74\uff0c\u6578\u4f4d\u5167\u5bb9\u9996\u5ea6\u8d85\u8d8a\u4e86\u5be6\u9ad4\u5167\u5bb9\uff0c\u5168\u7403\u97f3\u6a02\u5e02\u5834\u624d\u958b\u59cb\u9010\u6f38\u5fa9\u7526\uff0c\u8868\u6f14\u6b0a\u3001\u540c\u6b65\u6b0a\uff08\u5728\u516c\u5171\u5834\u5408\u64ad\u653e\u97f3\u6a02\uff09\u4e5f\u65e5\u6f38\u53d7\u5230\u91cd\u8996\u3002\u7531\u65bc\u516c\u5171\u5834\u6240\u7684\u80cc\u666f\u97f3\u6a02\u4e3b\u8981\u4ee5\u6c23\u6c1b\u70ba\u4e3b\u3001\u91cd\u8907\u6027\u9ad8\uff0c\u9042\u6210\u70ba\u97f3\u6a02\u4eba\u5de5\u667a\u6167\u7684\u767c\u5c55\u5951\u6a5f\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u97f3\u6a02\u672c\u8eab\u5176\u5be6\u662f\u7d50\u5408\u4e86\u7269\u7406\u3001\u6578\u5b78\u8207\u8a8d\u77e5\u884c\u70ba\u79d1\u5b78\u7684\u8de8\u9818\u57df\u7814\u7a76\u3002\u8209\u4f8b\u4f86\u8aaa\uff0c\u591a\u6578\u6a02\u5668\u8207\u4eba\u8072\u6240\u767c\u51fa\u7684\u8072\u97f3\u4e26\u975e\u53ea\u6709\u55ae\u4e00\u983b\u7387\uff0c\u800c\u662f\u57fa\u790e\u983b\u7387\uff08fundamental frequency\uff09\u4ee5\u53ca\u983b\u7387\u70ba\u5176\u6574\u6578\u500d\uff08\u7d71\u7a31\u6cdb\u97f3\uff0covertone\uff09\u7684\u8072\u97f3\u758a\u52a0\u5728\u4e00\u8d77\uff1b\u4e00\u7cfb\u5217\u7684\u6cdb\u97f3\u4e5f\u9020\u5c31\u4e86\u5373\u4f7f\u662f\u6f14\u594f\u76f8\u540c\u7684\u6a02\u8b5c\uff0c\u4e5f\u6709\u4e0d\u540c\u97f3\u8272\uff08timbre\uff09\u7684\u8b8a\u5316\u3002\u53e6\u5916\u5982\u97f3\u9ad8\uff08pitch\uff09\uff0c\u5176\u5be6\u4e5f\u4e0d\u662f\u4e00\u500b\u7269\u7406\u91cf\uff0c\u800c\u662f\u4eba\u985e\u7684\u5fc3\u7406\u611f\u53d7\u3002\u5c0d\u65bc\u4eba\u8033\u800c\u8a00\uff0c\u7576\u4e00\u500b\u97f3\u7684\u983b\u7387\u500d\u589e\u70ba\u5169\u500d\u6642\uff0c\u5169\u500b\u97f3\u6703\u88ab\u8a8d\u70ba\u662f\u540c\u4e00\u500b\u97f3\uff08\u97f3\u540d\u7531Do\u53c8\u56de\u5230Do\uff0c\u4e5f\u5c31\u662f\u9ad8\u516b\u5ea6\uff09\u3002\u70ba\u4e86\u5728\u4e00\u500d\u983b\u8207\u5169\u500d\u983b\u9593\u5283\u5206\u51fa\u516b\u5ea6\u97f3\u7a0b\uff0c\u65bc\u662f\u53c8\u6709\u53e4\u4e2d\u570b\u7684\u4e09\u5206\u640d\u76ca\u751f\u5f8b\u6cd5\u3001\u53e4\u5e0c\u81d8<a href=\"https:\/\/youtu.be\/p6f__AYhqUA\">\u7562\u6c0f\u8abf\u97f3\u6cd5<\/a>\uff0c\u8207\u5f8c\u7e8c\u51fa\u73fe\u7684\u5341\u4e8c\u5e73\u5747\u5f8b\u3002\u56e0\u6b64\uff0c\u300c\u97f3\u6a02\u300d\u4e00\u76f4\u4ee5\u4f86\u90fd\u662f\u4eba\u5de5\u667a\u6167\u7684\u71b1\u9580\u7814\u7a76\u8b70\u984c\uff0c\u8a31\u591a\u5927\u578b\u79d1\u6280\u516c\u53f8\uff0c\u4f8b\u5982Google\u3001Facebook\uff0c\u751a\u81f3\u9a30\u8a0a\u90fd\u6709\u76f8\u95dc\u7684\u7814\u767c\u5718\u968a\u3002<\/p>\n<p><strong>\u8cc7\u6599\u7684\u4f86\u6e90\u8207\u8655\u7406<\/strong><\/p>\n<p>\u65e2\u7136\u8981\u5c07AI\u61c9\u7528\u5728\u97f3\u6a02\u4e0a\uff0c\u8cc7\u6599\u7684\u6536\u96c6\u8207\u6574\u7406\u7576\u7136\u662f\u4e00\u9805\u95dc\u9375\u3002\u4e00\u822c\u6709MIDI\uff08Musical Instrument Digital Interface\uff0c\u97f3\u6a02\u6578\u4f4d\u4ecb\u9762\uff09\u8207\u539f\u59cb\u97f3\u8a0a\u5169\u7a2e\u5f62\u5f0f\u3002<\/p>\n<p>MIDI\u662f\u4e00\u985e\u7d00\u9304\u3001\u5132\u5b58\u8207\u4ea4\u6d41\u97f3\u6a02\u7684\u6a94\u6848\u683c\u5f0f\uff0c\u767c\u5c55\u5df2\u7d93\u76f8\u7576\u7d14\u719f\uff0c\u65e9\u5728MP3\u4e4b\u524d\u4fbf\u5df2\u5b58\u5728\u3002MIDI\u672c\u8eab\u4e26\u4e0d\u9304\u88fd\u8072\u97f3\uff0c\u800c\u662f\u5c07\u8af8\u5982\u97f3\u8abf\u3001\u97f3\u9ad8\u3001\u97f3\u9577\u3001\u529b\u5ea6\uff08velocity\uff09\u8207\u6f14\u594f\u6a02\u5668\u7a2e\u985e\u7b49\u8cc7\u8a0a\u8a18\u9304\u4e0b\u4f86\uff0c\u53ef\u4ee5\u5728\u5404\u7a2e\u96fb\u5b50\u6a02\u5668\u3001\u96fb\u5b50\u7522\u54c1\u4e2d\u91cd\u73fe\u3002<\/p>\n<p>\u539f\u59cb\u97f3\u8a0a\u5247\u662f\u6bd4\u8f03\u8907\u96dc\u7684\u8cc7\u6599\u4f86\u6e90\uff0c\u9664\u4e86\u9700\u8981\u5229\u7528\u5085\u7acb\u8449\u8f49\u63db\uff08Fourier transform\uff09\u5206\u6790\u983b\u8b5c\u5916\uff0c\u6211\u5011\u6240\u807d\u5230\u7684\u97f3\u6a02\u4e5f\u6709\u4e0d\u540c\u5c64\u6b21\u7684\u968e\u5c64\u67b6\u69cb\uff0c\u5f9e\u8f03\u4f4e\u968e\u7684\u7b26\u865f\u2500\u2500\u5982\u97f3\u9ad8\u3001\u97f3\u8272\u3001\u7bc0\u594f\u8207\u548c\u5f26\u7b49\u2500\u2500\u5c64\u5c64\u63a8\u780c\u5230\u5982\u66f2\u5f0f\u3001\u60c5\u7dd2\u8207\u66f2\u98a8\u7b49\u9ad8\u968e\u8a9e\u610f\u3002\u56e0\u6b64\u97f3\u6a02\u6240\u627f\u8f09\u7684\u8cc7\u8a0a\u91cf\u8207\u8907\u96dc\u5ea6\u9060\u8d85\u51fa\u65bc\u8a9e\u97f3\u6216\u74b0\u5883\u97f3\u7b49\u4e00\u822c\u8072\u97f3\u8a0a\u865f\u3002<\/p>\n<p><strong>\u6a21\u4eff\u97f3\u6a02\u5bb6<\/strong><\/p>\n<p>\u7576\u7136\uff0c\u97f3\u6a02AI\u7684\u61c9\u7528\u4e0d\u50c5\u6b62\u65bc\u80cc\u666f\u97f3\u6a02\u7684\u751f\u6210\u3002\u5176\u7d42\u6975\u76ee\u6a19\u662f\u6a21\u4eff\u4eba\u985e\u97f3\u6a02\u5bb6\uff0c\u5177\u5099\u7406\u89e3\u97f3\u6a02\u7684\u80fd\u529b\u3002\u4f9d\u64da2001\u5e74\u96fb\u8166\u97f3\u6a02\u5927\u5e2bRobert Rowe\u7684\u8aaa\u6cd5\uff0cAI\u5728\u97f3\u6a02\u4e0a\u7684\u61c9\u7528\u53ef\u4ee5\u5206\u70ba\u56db\u500b\u9762\u5411\uff1a<\/p>\n<ul>\n<li>\u807d\u529b\uff08\u8046\u807d\u8005\uff09\uff1a\u5206\u8fa8\u97f3\u8272\u3001\u97f3\u9ad8\u807d\u529b\u3001\u81ea\u52d5\u63a1\u8b5c<\/li>\n<li>\u8ddf\u96a8\uff08\u6f14\u51fa\u8005\uff09\uff1a\u8ddf\u8b5c\u3001\u81ea\u52d5\u4f34\u594f<\/li>\n<li>\u5275\u4f5c\uff08\u4f5c\u66f2\u8005\uff09\uff1a\u81ea\u52d5\u4f5c\u66f2\u3001\u81ea\u52d5\u7de8\u66f2<\/li>\n<li>\u8ad6\u65b7\uff08\u8a55\u8ad6\u8005\uff09\uff1a\u8a55\u5206\u3001\u4fee\u6b63<\/li>\n<\/ul>\n<p>\u5176\u4e2d\u591a\u6578\u61c9\u7528\u5176\u5be6\u5df2\u7d93\u5b58\u5728\uff0c\u4f46\u6280\u8853\u672a\u81fb\u6210\u719f\u3002<\/p>\n<p>\u4ee5\u66f2\u5f0f\u5206\u6790\u70ba\u4f8b\uff0c\u97f3\u6a02\u4e5f\u6709\u5982\u81ea\u7136\u8a9e\u8a00\u7684\u53e5\u6cd5\u7d50\u69cb\uff1a\u52d5\u6a5f\uff08motif\uff09\u5c31\u50cf\u662f\u8a5e\uff0c\u4e00\u500b\u4ee5\u4e0a\u7684\u8a5e\u7d44\u6210\u4e00\u500b\u5b8c\u6574\u53e5\u5b50\u2500\u2500\u6a02\u53e5\uff08phrase\uff09\uff0c\u7d42\u6b62\u5f0f\uff08cadence\uff09\u5247\u76f8\u7576\u65bc\u6587\u7ae0\u6700\u5f8c\u7684\u53e5\u865f\u3002\u5982\u4f55\u5149\u807d\u5230\u4e00\u9996\u66f2\u5b50\u4fbf\u80fd\u5920\u81ea\u52d5\u65b7\u53e5\u3001\u8fa8\u8a8d\u97f3\u6a02\u7d50\u69cb\uff1f\u66f2\u5f0f\u5206\u6790\u76ee\u524d\u5df2\u7d93\u53ef\u4ee5\u900f\u904e\u96fb\u8166\u4ee3\u52de\uff0c\u53ea\u662f\u6e96\u78ba\u7387\u9060\u4e0d\u5982\u4eba\u985e\u81ea\u5df1\u7684\u5224\u65b7\u3002<\/p>\n<p><strong>\u81ea\u52d5\u63a1\u8b5c<\/strong><\/p>\n<p>\u81ea\u52d5\u63a1\u8b5c\u5247\u662f\u8607\u9ece\u81ea\u8eab\u6b63\u5728\u9032\u884c\u7684\u7814\u7a76\u9805\u76ee\u3002\u9664\u4e86\u8a31\u591a\u9109\u91ce\u6c11\u8b20\u50c5\u9760\u53e3\u8033\u76f8\u50b3\u800c\u7121\u8a18\u8b5c\u5916\uff0c\u67d0\u4e9b\u53ea\u5b58\u5728\u65bc\u8868\u6f14\u4e2d\u7684\u97f3\u6a02\u7279\u5fb5\u4e5f\u4e0d\u5bb9\u6613\u4ee5\u6a02\u8b5c\u7684\u65b9\u5f0f\u8a18\u9304\uff0c\u6b64\u6642\u81ea\u52d5\u63a1\u8b5c\u4fbf\u6709\u5176\u91cd\u8981\u6027\u3002\u53f0\u7063\u5e03\u8fb2\u65cf\u8457\u540d\u7684Pasibutbut\uff08\u53c8\u7a31\u300c\u516b\u90e8\u5408\u97f3\u300d\uff09\u4fbf\u662f\u4e00\u4f8b\u3002<\/p>\n<p>\u4f60\u6211\u6216\u8a31\u90fd\u6709\u64cd\u4f5c\u904e\u624b\u6a5f\u4e2d\u7684\u8a9e\u97f3\u8fa8\u8b58\u529f\u80fd\uff0c\u7136\u800c\u81ea\u52d5\u63a1\u8b5c\u8981\u9054\u5230\u540c\u6a23\u7684\u6280\u8853\u6210\u719f\u5ea6\u6709\u5176\u5148\u5929\u689d\u4ef6\u4e0a\u7684\u9650\u5236\uff1a\u4e00\u9996\u6a02\u66f2\u4e2d\u901a\u5e38\u4e0d\u6703\u53ea\u6709\u55ae\u4e00\u6a02\u5668\u6216\u55ae\u4e00\u8072\u90e8\uff0c\u5982\u4f55\u540c\u6642\u5b9a\u51fa\u4e0d\u540c\u7684\u97f3\u9ad8\uff0c\u591a\u91cd\u97f3\u9ad8\u4f30\u8a08\uff08Multi-F0 estimation\uff09\u662f\u6838\u5fc3\u95dc\u9375\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5982\u4f55\u5c07\u6240\u63a1\u96c6\u5230\u7684\u97f3\u6a02\u7531\u7b26\u865f\u97f3\u6a02\uff08symbolic music\uff0cMIDI\u7684\u8a18\u8b5c\u6a21\u5f0f\uff09\u8f49\u5316\u70ba\u6613\u65bc\u4eba\u985e\u95b1\u8b80\u7684\u6a02\u8b5c\uff0c\u4e5f\u662f\u53e6\u4e00\u500b\u9700\u8981\u514b\u670d\u7684\u96e3\u984c\u3002\u6574\u9ad4\u800c\u8a00\uff0c\u81ea\u52d5\u63a1\u8b5c\u4ecd\u662f\u96fb\u8166\u807d\u89ba\u4e2d\u7684\u8056\u676f\u3002<\/p>\n<p><strong>\u8d70\u97f3\u6551\u661f<\/strong><\/p>\n<p>\u8207\u4e00\u822c\u5927\u773e\u95dc\u4fc2\u6700\u5bc6\u5207\u7684\u97f3\u6a02AI\uff0c\u975e\u97f3\u6e96\u4fee\u6b63\u83ab\u5c6c\u3002\u5c07\u5931\u6e96\u7684\u97f3\u9ad8\u5e73\u79fb\u81f3\u6b63\u78ba\u7684\u4f4d\u7f6e\uff0c\u96d6\u7136\u65e9\u5df2\u6709Auto-Tune\u9019\u985e\u7684\u8edf\u9ad4\u554f\u4e16\uff0c\u4f46\u7d93\u904e\u8abf\u6574\u5f8c\u7684\u8072\u97f3\u986f\u5f97\u4e0d\u81ea\u7136\u3002\u5982\u4f55\u4fdd\u6301\u539f\u6709\u7684\u5531\u8154\u53c8\u6709\u5b8c\u7f8e\u3001\u5c08\u696d\u7684\u97f3\u6e96\uff0c\u5176\u4e2d\u727d\u6d89\u4eba\u8072\u65cb\u5f8b\u5075\u6e2c\u8207\u81ea\u52d5\u540c\u6b65\u5169\u7a2e\u6280\u8853\u3002<\/p>\n<p>\u4eba\u8072\u65cb\u5f8b\u5075\u6e2c\u7684\u76ee\u7684\uff0c\u662f\u8981\u5c07\u97f3\u6a02\u4e2d\u7684\u4eba\u8072\u7531\u4f34\u594f\u4e2d\u7368\u7acb\u51fa\u4f86\u3002\u9019\u4e00\u9ede\uff0c\u5c0d\u65bc\u64c5\u9577\u8fa8\u8b58\u5404\u7a2e\u2500\u2500\u5c24\u5176\u662f\u5716\u5f62\u4e0a\u2500\u2500\u6a23\u614b\uff08pattern\uff09\u7684\u4eba\u5de5\u795e\u7d93\u7db2\u8def\u800c\u8a00\uff0c\u4e26\u975e\u96e3\u4e8b\u3002\u56e0\u70ba\u4eba\u8072\u5bb9\u6613\u5931\u6e96\uff0c\u4e14\u5e38\u4f34\u6709\u986b\u97f3\uff08vibrato\uff09\u3001\u6ed1\u97f3\uff08sliding\uff09\u7b49\u73fe\u8c61\uff0c\u56e0\u6b64\u5728\u983b\u8b5c\u4e0a\u8207\u6a02\u5668\u5e73\u6ed1\u7684\u97f3\u9ad8\u8ecc\u8de1\u6709\u660e\u986f\u7684\u5340\u5225\u3002<\/p>\n<p>\u81ea\u52d5\u540c\u6b65\u5247\u662f\u8b93\u96fb\u8166\u80fd\u5920\u7cbe\u6e96\u5b9a\u4f4d\u4eba\u8072\u6b63\u6f14\u5531\u5230\u6a02\u66f2\u7684\u54ea\u4e00\u500b\u97f3\u7b26\uff0c\u5982\u6b64\u624d\u80fd\u5c07\u5931\u6e96\u7684\u97f3\u8abf\u6574\u56de\u5176\u539f\u672c\u61c9\u6709\u7684\u97f3\u9ad8\u4f4d\u7f6e\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u9019\u9805\u6280\u8853\u9084\u53ef\u4ee5\u61c9\u7528\u5728\u6a5f\u5668\u7684\u5373\u6642\u6216\u975e\u5373\u6642\u540c\u6b65\u4f34\u594f\uff0c\u5982\u6b64\u7576\u6211\u5011\u5531KTV\u6642\uff0c\u5c31\u4e0d\u518d\u9700\u8981\u9077\u5c31\u4f34\u5531\u5e36\u7684\u901f\u5ea6\uff0c\u60f3\u5531\u591a\u5feb\u5c31\u80fd\u591a\u5feb\u3002<\/p>\n<p><strong>DeepBach<\/strong><\/p>\n<p>\u81f3\u65bc\u767c\u5c55\u6700\u6210\u719f\u7684\u97f3\u6a02AI\uff0c\u6216\u8a31\u662f\u97f3\u6a02\u4f5c\u54c1\u7684<a href=\"https:\/\/www.google.com\/doodles\/celebrating-johann-sebastian-bach\">\u4eff\u4f5c<\/a>\u6216<a 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allowfullscreen><\/iframe><\/div>\n<\/div>\n<p>(\u672c\u6587\u70ba\u6559\u80b2\u90e8\u300c\u4eba\u5de5\u667a\u6167\u6280\u8853\u53ca\u61c9\u7528\u4eba\u624d\u57f9\u80b2\u8a08\u756b\u300d\u6210\u679c\u5167\u5bb9)<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u795e\u7d93\u7db2\u8def\u5728\u96fb\u8166\u8996\u89ba\u5df2\u7d93\u6709\u76f8\u7576\u4eae\u773c\u7684\u6210\u7e3e\u3002\u8a9e\u97f3\u8fa8\u8b58\uff0c\u96d6\u7136\u5e38\u88ab\u653e\u5728\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u7684\u8108\u7d61\u4e0b\u88ab\u8a0e\u8ad6\uff0c\u4f46\u4e5f\u53ef\u7b97\u662f\u96fb\u8166\u807d\u89ba\u7684\u4e00\u5927\u9032\u5c55\uff1b\u7136\u800c\u5c0d\u65bc\u53e6\u4e00\u7a2e\u975e\u8a00\u8a9e\u7684\u4eba\u985e\u8a9e\u8a00\u2500\u2500\u97f3\u6a02\u5462\uff1f<\/p>\n","protected":false},"author":21,"featured_media":38103,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[5492,5493,5494,5072],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/12\/\u8607\u9ece.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38102"}],"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\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=38102"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38102\/revisions"}],"predecessor-version":[{"id":38104,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38102\/revisions\/38104"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/38103"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38102"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38102"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38102"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}