{"id":273352,"date":"2026-10-20T09:15:00","date_gmt":"2026-10-20T01:15:00","guid":{"rendered":"http:\/\/www.cailiaoniu.com\/?p=273352"},"modified":"2026-10-19T22:20:07","modified_gmt":"2026-10-19T14:20:07","slug":"%e6%b2%b3%e5%8c%97%e5%a4%a7%e5%ad%a6%e9%a9%ac%e5%88%9a%e6%95%99%e6%8e%88%e9%b2%81%e4%b8%9c%e5%a4%a7%e5%ad%a6%e8%91%a3%e5%90%9b%e5%9b%a2%e9%98%9f%e3%80%8achemical-engineering-journal%e3%80%8b","status":"publish","type":"post","link":"http:\/\/www.cailiaoniu.com\/?p=273352","title":{"rendered":"\u6cb3\u5317\u5927\u5b66\u9a6c\u521a\u6559\u6388&#038;\u9c81\u4e1c\u5927\u5b66\u8463\u541b\u56e2\u961f\u300aChemical Engineering Journal\u300b: 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dual-dimensional spectral fusion for accurate flavor identification\u201d\u4e3a\u9898\u53d1\u8868\u5728<strong><em><strong><em>Chemical Engineering Journal<\/em><\/strong><\/em><\/strong>\u671f\u520a\u4e0a\uff0chttps:\/\/doi.org\/10.1016\/j.cej.2026.181506\u3002\u8be5\u5de5\u4f5c\u7531\u6cb3\u5317\u5927\u5b66\u5316\u5b66\u4e0e\u6750\u6599\u79d1\u5b66\u5b66\u9662\u3001\u6cb3\u5317\u5927\u5b66\u6570\u5b66\u4e0e\u4fe1\u606f\u79d1\u5b66\u5b66\u9662\u3001\u9c81\u4e1c\u5927\u5b66\u96c6\u6210\u7535\u8def\u5b66\u9662\u5408\u4f5c\u5b8c\u6210\u3002<\/p>\n\n\n\n<p><strong>3.\u6587\u7ae0\u4eae\u70b9\uff1a<\/strong><strong><\/strong><\/p>\n\n\n\n<p>1.\u9996\u6b21\u63d0\u51fa\u6469\u64e6\u7535\u8c31\u4e0eFTIR\u5149\u8c31\u878d\u5408\u7684\u56fa\u6db2\u534f\u540c\u53cc\u7ef4\u98ce\u5473\u5206\u6790\u65b0\u7b56\u7565\u3002<\/p>\n\n\n\n<p>2.\u7a81\u7834\u4f20\u7edf\u98ce\u5473\u68c0\u6d4b\u4f9d\u8d56\u5355\u4e00\u56fa\u76f8\u7ec4\u5206\u7684\u7ef4\u5ea6\u74f6\u9888\uff0c\u5b9e\u73b0\u56fa\u76f8\u5206\u5b50\u6307\u7eb9\u4e0e\u6db2\u76f8\u754c\u9762\u7279\u5f81\u7684\u534f\u540c\u8868\u5f81\u3002<\/p>\n\n\n\n<p>3.\u6784\u5efa\u6ce8\u610f\u529b\u673a\u5236\u591a\u6a21\u6001\u878d\u5408\u7f51\u7edc\uff08AMFNet\uff09\uff0c\u5b9e\u73b05\u79cd\u5e02\u552e\u5496\u5561\u98ce\u547399.80%\u7cbe\u51c6\u8bc6\u522b\u3002<\/p>\n\n\n\n<p>4.\u514d\u9884\u5904\u7406\u3001\u4f4e\u6210\u672c\u3001\u4fbf\u643a\u5316\uff0c\u4e3a\u56fa\u4f53\u51b2\u6ce1\u996e\u6599\u667a\u80fd\u98ce\u5473\u8d28\u63a7\u4e0e\u73b0\u573a\u76d1\u6d4b\u63d0\u4f9b\u65b0\u8def\u5f84\u3002<\/p>\n\n\n\n<p><strong>4.\u56fe\u6587\u5bfc\u8bfb\uff1a<\/strong><strong><\/strong><\/p>\n\n\n\n<figure 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"550\" height=\"567\" src=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2026\/10\/4e9a0ba2491dfde-6.png\" alt=\"\" class=\"wp-image-273356\"\/><\/figure>\n\n\n\n<p>\u56fe3. \u5496\u5561\u98ce\u54731\u20135\u7684FTIR\u5149\u8c31\u5206\u6790\u3002\uff08A\uff09\u4e94\u79cd\u5496\u5561\u7684\u539f\u59cbFTIR\u5149\u8c31\u5bf9\u6bd4\u3002\uff08B\uff09\u5b8c\u6574ATR-FTIR\u5b9e\u9a8c\u88c5\u7f6e\u7167\u7247\u3002\uff08C\uff09\u539f\u59cb\u5149\u8c31\u7ecfLDA\u964d\u7ef4\u540e\u7684t-SNE\u805a\u7c7b\u5206\u6790\u3002\uff08D\uff09\u5e73\u5747FTIR\u5149\u8c31\u5bf9\u6bd4\u3002<\/p>\n\n\n\n<p>\u5982\u56fe3\u6240\u793a\uff0cATR-FTIR\u6280\u672f\u65e0\u9700\u6837\u54c1\u9884\u5904\u7406\u5373\u53ef\u5feb\u901f\u83b7\u53d6\u5496\u5561\u7c89\u7684\u5206\u5b50\u6307\u7eb9\u5149\u8c31\u3002\u7531\u4e8e\u5496\u5561\u5316\u5b66\u7ec4\u6210\u590d\u6742\uff0c\u4e94\u79cd\u5496\u5561\u7684\u4e3b\u5438\u6536\u5cf0\u4f4d\u7f6e\u65e0\u660e\u663e\u5dee\u5f02\uff0c\u4f46\u5e73\u5747\u5149\u8c31\u4e0e\u76f8\u5bf9\u5438\u5149\u5ea6\u5206\u6790\u8868\u660e\uff0c\u78b3\u6c34\u5316\u5408\u7269\u3001\u7f8e\u62c9\u5fb7\u53cd\u5e94\u4ea7\u7269\u3001\u7eff\u539f\u9178\u4e0e\u591a\u915a\u3001\u82b3\u9999\u73af\u4ee5\u53ca\u86cb\u767d\u8d28\u7b49\u7279\u5f81\u5b98\u80fd\u56e2\u7684\u76f8\u5bf9\u5f3a\u5ea6\u968f\u5496\u5561\u98ce\u5473\u5448\u73b0\u663e\u8457\u53d8\u5316\uff0c\u76f4\u63a5\u53cd\u6620\u4e86\u4e0d\u540c\u54c1\u79cd\u3001\u4ea7\u5730\u4e0e\u70d8\u7119\u65b9\u5f0f\u9020\u6210\u7684\u5316\u5b66\u7ec4\u6210\u5dee\u5f02\uff0c\u4e3a\u56fa\u76f8\u5206\u5b50\u5c42\u9762\u7684\u98ce\u5473\u672c\u8d28\u523b\u753b\u63d0\u4f9b\u4e86\u4f9d\u636e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"550\" height=\"597\" src=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2026\/10\/b14210e1ee30421-6.png\" alt=\"\" class=\"wp-image-273357\"\/><\/figure>\n\n\n\n<p>\u56fe4. \u57fa\u4e8eResNet-18\u7684\u5355\u6a21\u6001\u5496\u5561\u98ce\u5473\u8bc6\u522b\u3002\uff08A\uff09ResNet-18\u7f51\u7edc\u6846\u67b6\u3002\uff08B\uff09DNG\u6cdb\u5316\u6570\u636e\u96c6\u6df7\u6dc6\u77e9\u9635\u3002\uff08C\uff09DNG\u6cdb\u5316\u6570\u636e\u96c6ROC\u66f2\u7ebf\u3002\uff08D\uff09FTIR\u6570\u636e\u96c6\u6df7\u6dc6\u77e9\u9635\u3002\uff08E\uff09FTIR\u6570\u636e\u96c6ROC\u66f2\u7ebf\u3002<\/p>\n\n\n\n<p>\u5982\u56fe4\u6240\u793a\uff0c\u4f5c\u8005\u91c7\u7528\u7ecf\u5178ResNet-18\u7f51\u7edc\u5206\u522b\u5bf9\u6469\u64e6\u7535\u8c31\u4e0eFTIR\u5149\u8c31\u8fdb\u884c\u72ec\u7acb\u5efa\u6a21\uff1aDNG\u6469\u64e6\u7535\u8c31\u5728\u5916\u90e8\u72ec\u7acb\u6cdb\u5316\u6570\u636e\u96c6\u4e0a\u53d6\u5f9797.27%\u7684\u51c6\u786e\u7387\uff08AUC=0.9966\uff09\uff0c\u4f46DNG\u4fe1\u53f7\u4e3b\u8981\u53d7\u6db2\u4f53\u5b8f\u89c2\u7269\u6027\uff08\u5982\u9ecf\u5ea6\u3001pH\uff09\u8c03\u63a7\uff0c\u5bf9\u7269\u6027\u76f8\u8fd1\u7684\u98ce\u5473\u7c7b\u522b\u5b58\u5728\u6df7\u6dc6\uff1bFTIR\u5149\u8c31\u51c6\u786e\u7387\u4e3a89.92%\uff08AUC=0.9921\uff09\uff0c\u53d7\u5496\u5561\u590d\u6742\u57fa\u4f53\u5bbd\u8c31\u5cf0\u91cd\u53e0\u7684\u5e72\u6270\uff0c\u5b58\u5728\u8f83\u5e7f\u7684\u8de8\u7c7b\u8bef\u5224\u3002\u4e24\u6a21\u6001\u7684\u4e92\u8865\u6027\u7ea6\u675f\u8868\u660e\uff0c\u5355\u4e00\u6a21\u6001\u96be\u4ee5\u6ee1\u8db3\u5546\u4e1a\u751f\u4ea7\u5bf9\u9ad8\u7cbe\u5ea6\u98ce\u5473\u8d28\u63a7\u7684\u4e25\u683c\u8981\u6c42\uff0c\u4e9f\u9700\u591a\u6a21\u6001\u878d\u5408\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"588\" src=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2026\/10\/de5bcf7d8eaea98-3.png\" alt=\"\" class=\"wp-image-273358\"\/><\/figure>\n\n\n\n<p>\u56fe5. \u57fa\u4e8eAMFNet\u7684\u53cc\u6a21\u6001\u5496\u5561\u98ce\u5473\u8bc6\u522b\u3002\uff08A\uff09AMFNet\u7f51\u7edc\u6846\u67b6\u3002\uff08B\uff09\u878d\u5408\u6570\u636e\u96c6\u6df7\u6dc6\u77e9\u9635\u3002\uff08C\uff09\u878d\u5408\u6570\u636e\u96c6ROC\u66f2\u7ebf\u3002<\/p>\n\n\n\n<p>\u5982\u56fe5\u6240\u793a\uff0c\u4f5c\u8005\u81ea\u7814\u4e86\u6ce8\u610f\u529b\u591a\u6a21\u6001\u878d\u5408\u7f51\u7edc\uff08AMFNet\uff09\uff1a\u901a\u8fc7\u53cc\u5206\u652f\u6b8b\u5dee\u7f16\u7801\u6a21\u5757\u5206\u522b\u63d0\u53d6\u6469\u64e6\u7535\u8c31\u4e0eFTIR\u5149\u8c31\u7684\u6df1\u5c42\u7279\u5f81\uff0c\u5e76\u521b\u65b0\u5f15\u5165\u591a\u5934\u81ea\u6ce8\u610f\u529b\uff08MHSA\uff09\u673a\u5236\u81ea\u9002\u5e94\u8ba1\u7b97\u5404\u7279\u5f81\u7ef4\u5ea6\u7684\u6743\u91cd\uff0c\u5b9e\u73b0\u9009\u62e9\u6027\u52a0\u6743\u8de8\u6a21\u6001\u878d\u5408\u3002\u878d\u5408\u6a21\u578b\u57285\u79cd\u5496\u5561\u98ce\u5473\u8bc6\u522b\u4e2d\u53d6\u5f9799.80%\u7684\u51c6\u786e\u7387\uff08AUC=0.9983\uff09\uff0c\u5404\u98ce\u5473\u5206\u7c7b\u51c6\u786e\u7387\u5747\u63a5\u8fd1\u6216\u8fbe\u5230100%\u3002\u6d88\u878d\u5b9e\u9a8c\u8868\u660e\uff0c\u53bb\u9664MHSA\u4e0e\u7279\u5f81\u589e\u5f3a\u7f51\u7edc\uff08FEN\uff09\u540e\u51c6\u786e\u7387\u5206\u522b\u964d\u81f398.62%\u4e0e97.84%\uff0c\u9a8c\u8bc1\u4e86\u6838\u5fc3\u6a21\u5757\u7684\u6709\u6548\u6027\u3002\u6b64\u5916\uff0c\u572815\u201335 \u2103\u73af\u5883\u6e29\u5ea6\u8303\u56f4\u5185\u5206\u7c7b\u51c6\u786e\u7387\u5747\u8d8599%\uff0c\u5e76\u5728\u7ea2\u7cd6\u6c34\u3001\u5976\u8336\u3001\u7ea2\u8336\u3001\u4e4c\u9f99\u8336\u3001\u9648\u76ae\u767d\u8336\u7b495\u79cd\u5176\u4ed6\u56fa\u4f53\u51b2\u6ce1\u996e\u6599\u4e0a\u9a8c\u8bc1\u4e86\u5e73\u53f0\u7684\u8de8\u54c1\u7c7b\u901a\u7528\u6027\u3002<\/p>\n\n\n\n<p><strong>5.<\/strong><strong>\u7ed3\u8bba<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u672c\u7814\u7a76\u9488\u5bf9\u4f20\u7edf\u5355\u7ef4\u98ce\u5473\u68c0\u6d4b\u65b9\u6cd5\u65e0\u6cd5\u534f\u540c\u8868\u5f81\u56fa\u4f53\u51b2\u6ce1\u996e\u6599\u56fa\u76f8\u5206\u5b50\u7ec4\u5206\u4e0e\u6db2\u76f8\u53e3\u611f\u76f8\u5173\u7269\u7406\u5316\u5b66\u7279\u6027\u7684\u5173\u952e\u5c40\u9650\uff0c\u5c06\u65b0\u5174\u6db2\u6ef4\u7eb3\u7c73\u53d1\u7535\u673a\u6469\u64e6\u7535\u8c31\u4e0e\u6210\u719fFTIR\u5149\u8c31\u6709\u673a\u878d\u5408\uff0c\u5e76\u8026\u5408\u81ea\u7814AMFNet\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u6784\u5efa\u4e86\u9ad8\u7cbe\u5ea6\u5496\u5561\u98ce\u5473\u8bc6\u522b\u7684\u53cc\u6a21\u6001\u667a\u80fd\u5e73\u53f0\u3002\u901a\u8fc7\u878d\u5408FTIR\u56fa\u76f8\u5206\u5b50\u6307\u7eb9\u4e0eDNG\u6db2\u76f8\u754c\u9762\u7279\u5f81\u4e24\u7c7b\u5929\u7136\u4e92\u8865\u4fe1\u606f\uff0c\u5e73\u53f0\u57285\u79cd\u7ec6\u5fae\u5dee\u5f02\u5e02\u552e\u5496\u5561\u98ce\u5473\u8bc6\u522b\u4e2d\u5b9e\u73b0\u4e8699.80%\u7684\u8fd1\u5b8c\u7f8e\u51c6\u786e\u7387\uff0c\u663e\u8457\u4f18\u4e8e\u5355\u6a21\u6001\u65b9\u6cd5\uff08DNG 97.27%\u3001FTIR 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