{"id":1453,"date":"2022-06-17T19:44:12","date_gmt":"2022-06-17T11:44:12","guid":{"rendered":"http:\/\/aojp.lamost.org\/?page_id=1453"},"modified":"2022-06-17T19:44:12","modified_gmt":"2022-06-17T11:44:12","slug":"%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e7%9a%84%e5%a4%a7%e6%b0%94%e6%b9%8d%e6%b5%81%e7%9b%b8%e4%bd%8d%e5%b1%8f%e6%95%b0%e5%ad%97%e5%ad%aa%e7%94%9f-%e7%8e%8b","status":"publish","type":"page","link":"http:\/\/aojp.lamost.org\/?page_id=1453","title":{"rendered":"\u57fa\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u6570\u5b57\u5b6a\u751f---\u738b\u4f1f\u534e"},"content":{"rendered":"\n<p class=\"has-black-color has-text-color\">\u4e00\u3001\u7814\u7a76\u80cc\u666f<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">\u5728\u5730\u57fa\u671b\u8fdc\u955c\u7684\u89c2\u6d4b\u8fc7\u7a0b\u4e2d\uff0c\u76ee\u6807\u53d1\u51fa\u7684\u5149\u5728\u5230\u8fbe\u6210\u50cf\u7cfb\u7edf\u524d\u4f1a\u53d7\u5230\u5927\u6c14\u6e4d\u6d41\u5e72\u6270\uff0c\u4f7f\u5176\u5149\u6ce2\u7684\u76f8\u4f4d\u53d1\u751f\u968f\u673a\u6270\u52a8\uff0c\u6700\u7ec8\u5bfc\u81f4\u6210\u50cf\u7684\u7578\u53d8\u3002\u5728\u5730\u57fa\u671b\u8fdc\u955c\u6210\u50cf\u7cfb\u7edf\u52a0\u5de5\u548c\u90e8\u7f72\u524d\uff0c\u5efa\u7acb\u6574\u4e2a\u7cfb\u7edf\u7684\u6570\u5b57\u5b6a\u751f\u6a21\u578b\uff0c\u80fd\u591f\u63d0\u5347\u5176\u751f\u4ea7\u548c\u6d4b\u8bd5\u6548\u7387\u5e76\u4e3a\u5176\u6545\u969c\u8bca\u65ad\u63d0\u4f9b\u4f9d\u636e\uff0c\u5e76\u4e14\u5728\u6b64\u7cfb\u7edf\u6570\u5b57\u5b6a\u751f\u6a21\u578b\u5efa\u7acb\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5927\u6c14\u6e4d\u6d41\u968f\u673a\u5e72\u6270\u7684\u9ad8\u4fdd\u771f\u6570\u5b57\u5b6a\u751f\u6a21\u578b\u662f\u4e00\u4e2a\u5173\u952e\u6280\u672f\u3002\u4e3a\u4e86\u590d\u73b0\u5927\u6c14\u6e4d\u6d41\u968f\u673a\u5e72\u6270\uff0c\u5f15\u5165\u6570\u5b57\u5b6a\u751f\u6280\u672f\u5bf9\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u5728\u6570\u5b57\u7a7a\u95f4\u5185\u5b8c\u6210\u5168\u8981\u7d20\u91cd\u5efa\uff0c\u4e4b\u540e\uff0c\u5728\u5730\u57fa\u671b\u8fdc\u955c\u6210\u50cf\u7cfb\u7edf\u8bbe\u8ba1\u3001\u52a0\u5de5\u548c\u5e94\u7528\u524d\uff0c\u8be5\u6280\u672f\u80fd\u591f\u63d0\u5347\u6210\u50cf\u7cfb\u7edf\u7684\u751f\u4ea7\u548c\u6d4b\u8bd5\u6548\u7387\uff0c\u5e76\u4e3a\u6210\u50cf\u7cfb\u7edf\u6545\u969c\u8bca\u65ad\u63d0\u4f9b\u4f9d\u636e\u3002\u76ee\u524d\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u53d1\u5c55\u8fc5\u901f\uff0c\u5176\u80fd\u591f\u76f4\u63a5\u4ece\u6570\u636e\u4e2d\u5bf9\u975e\u5e38\u590d\u6742\u7684\u51fd\u6570\u5efa\u6a21\uff0c\u5e76\u80fd\u76f4\u63a5\u5bf9\u6837\u672c\u6570\u636e\u8fdb\u884c\u7edf\u8ba1\u3001\u5206\u6790\uff0c\u4ece\u800c\u5b66\u4e60\u5230\u6837\u672c\u7684\u5185\u5728\u89c4\u5f8b\u3002\u7531\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5982\u6b64\u5f3a\u5927\u7684\u62df\u5408\u80fd\u529b\uff0c\u5728\u5927\u6c14\u6e4d\u6d41\u6a21\u62df\u4efb\u52a1\u4e2d\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6bd4\u666e\u901a\u6a21\u62df\u65b9\u6cd5\u66f4\u5177\u6709\u4f18\u52bf\u3002\u7efc\u4e0a\u6240\u8ff0\uff0c\u6211\u4eec\u5b8c\u5168\u53ef\u4ee5\u4f7f\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6784\u5efa\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u7684\u6570\u5b57\u5b6a\u751f\uff0c\u5e76\u5229\u7528\u5176\u4f18\u52bf\u751f\u6210\u9ad8\u7cbe\u5ea6\u3001\u53ef\u63a5\u53d7\u901f\u5ea6\u4ee5\u53ca\u4e0e\u771f\u5b9e\u6d4b\u91cf\u7ed3\u679c\u9ad8\u5ea6\u8fd1\u4f3c\u7684\u65e0\u9650\u957f\u76f8\u4f4d\u5c4f\u3002<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">\u4e8c\u3001\u6574\u4f53\u6846\u67b6<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">\u6211\u4eec\u63d0\u51fa\u7684\u57fa\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5927\u6c14\u6e4d\u6d41\u968f\u673a\u5e72\u6270\u6570\u5b57\u5b6a\u751f\u65b9\u6cd5\u5305\u62ec\u4e09\u4e2a\u4e0d\u540c\u7684\u90e8\u5206\uff1a<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">1\u3001\u7b2c\u4e00\u90e8\u5206\u4e3a\u6d4b\u91cf\u503c\u5206\u89e3\u90e8\u5206\uff08Rand-Net\uff09\uff0c\u8fd9\u4e00\u90e8\u5206\u80fd\u591f\u5728\u9884\u5148\u5b9a\u4e49\u57fa\u51fd\u6570\u7684\u60c5\u51b5\u4e0b\uff0c\u5c06\u6d4b\u91cf\u6216\u8005\u6a21\u62df\u5f97\u5230\u7684\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u5206\u89e3\u4e3a\u968f\u673a\u6570\u7279\u5f81\u5411\u91cf\uff1b<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">2\u3001\u7b2c\u4e8c\u90e8\u5206\u4e3a\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u751f\u6210\u90e8\u5206\uff08Phs-Net\uff09\uff0c\u8fd9\u4e00\u90e8\u5206\u80fd\u591f\u4ece\u9884\u5148\u5b9a\u4e49\u57fa\u51fd\u6570\u7684\u968f\u673a\u6570\u4e2d\u751f\u6210\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\uff1b<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">3\u3001\u7b2c\u4e09\u90e8\u5206\u4e3a\u5927\u6c14\u6e4d\u6d41\u968f\u673a\u6570\u751f\u6210\u90e8\u5206\uff08Next-Net\uff09\uff0c\u8fd9\u4e00\u90e8\u5206\u80fd\u591f\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u5230\u65f6\u95f4\u7edf\u8ba1\u7279\u6027\uff0c\u6839\u636e\u7ed9\u5b9a\u7684\u968f\u673a\u6570\u751f\u6210\u4e0b\u4e00\u9636\u6bb5\u76f8\u4f4d\u5c4f\u7684\u968f\u673a\u6570\u3002<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">\u8fd9\u4e9b\u4e0d\u540c\u7684\u90e8\u5206\u5728\u5f00\u53d1\u9636\u6bb5\u662f\u7ecf\u8fc7\u72ec\u7acb\u7684\u8bad\u7ec3\u548c\u6d4b\u8bd5\u7684\uff0c\u53ef\u4ee5\u72ec\u7acb\u4f7f\u7528\uff0c\u4e5f\u53ef\u4ee5\u6309\u7167\u5982\u4e0b\u7684\u6846\u67b6\u96c6\u6210\u5728\u4e00\u8d77\u4f7f\u7528\u3002\u6574\u4e2a\u6846\u67b6\u7684\u5de5\u4f5c\u8fc7\u7a0b\u5982\u4e0b\uff1a\u6a21\u62df\u6216\u771f\u5b9e\u6d4b\u91cf\u7684\u7b2c\u4e00\u5e27\u76f8\u4f4d\u5c4f\u9996\u5148\u88ab Rand-Net \u5206\u89e3\u4e3a\u968f\u673a\u6570 \u7279\u5f81\u5411\u91cfR1 \u4f5c\u4e3a\u79cd\u5b50\uff0c\u7136\u540e Next-Net \u4f1a\u6839\u636e R1\u7684\u8f93\u5165\u6765\u8f93\u51fa\u4e0b\u4e00\u9636\u6bb5\u7684\u968f\u673a\u6570\u79cd\u5b50 R2, \u4e4b\u540e R2 \u8f93\u5165\u5230 Phs-Net \u751f\u6210\u7b2c\u4e8c\u5e27\u7684\u76f8\u4f4d\u5c4f F2\uff0c\u540c\u65f6\uff0cR2 \u4f1a\u8f93\u5165\u5230 Next-Net \u751f\u6210 R3\uff0cR3 \u8f93\u5165\u5230 Phs-Net \u751f\u6210 \u7b2c\u4e09\u5e27\u76f8\u4f4d\u5c4fF3\uff0c\u4ee5\u6b64\u8fc7\u7a0b\u5f80\u590d\u4e0b\u53bb\uff0c\u76f4\u81f3\u751f\u6210\u65e0\u9650\u957f\u7684\u76f8\u4f4d\u5c4f\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72471.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"260\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-1024x260.png\" alt=\"\" class=\"wp-image-1454\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-1024x260.png 1024w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-300x76.png 300w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-768x195.png 768w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72471.png 1268w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p class=\"has-black-color has-text-color\">\u4e09\u3001\u6570\u636e\u91c7\u96c6\u4ecb\u7ecd<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">\u6211\u4eec\u7684\u6570\u636e\u96c6\u5206\u4e3a\u4e24\u79cd\uff1a\u7b2c\u4e00\u79cd\u662f\u6a21\u62df\u6570\u636e\uff0c\u5982\u57fa\u4e8e\u5747\u5300\u91c7\u6837\u7684\u529f\u7387\u8c31\u53cd\u6f14\u6cd5\u3001\u975e\u5747\u5300\u91c7\u6837\u5feb\u901f\u5085\u91cc\u53f6\u53d8\u6362\u6cd5\u3001\u53e0\u52a0\u6cd5\u7b49\uff1b\u7b2c\u4e8c\u79cd\u662f\u4ece\u771f\u5b9e\u6d4b\u91cf\u7684\u659c\u7387\u6570\u636e\u5229\u7528\u533a\u57df\u6cd5\u590d\u539f\u5f97\u5230\u7684\u76f8\u4f4d\u5c4f\u3002<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">1\u3001\u91c7\u96c6\u6a21\u62df\u6570\u636e<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">\u7531\u4e8e\u53e0\u52a0\u6cd5\u7cbe\u5ea6\u76f8\u5bf9\u8f83\u9ad8\uff0c\u6240\u4ee5\u5c06\u53e0\u52a0\u6cd5\u751f\u6210\u7684\u76f8\u4f4d\u5c4f\u4f5c\u4e3a\u6570\u636e\u96c6\u3002\u4e3a\u4e86\u5f97\u5230\u5177\u6709\u65f6\u95f4\u76f8\u5173\u6027\u7684\u8fde\u7eed\u5c0f\u5c4f\uff0c\u6211\u4eec\u4ece\u4e00\u4e2a\u5927\u5c3a\u5bf8\u5c4f\uff081280*1280\uff09\u4e2d\u5206\u5272\u51fa\u8fde\u7eed\u7684\u5c0f\u5c4f\uff08128*128\uff09\uff0c\u5206\u5272\u65b9\u6cd5\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72472.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"335\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72472-1024x335.png\" alt=\"\" class=\"wp-image-1455\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72472-1024x335.png 1024w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72472-300x98.png 300w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72472-768x251.png 768w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72472.png 1127w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p class=\"has-black-color has-text-color\">2\u3001\u771f\u5b9e\u6d4b\u91cf\u6570\u636e\u91c7\u96c6<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">\u642d\u5efa\u6574\u4e2a\u8499\u7279\u5361\u7f57\u6a21\u578b\u91c7\u96c6\u659c\u7387\u6570\u636e\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u6839\u636e\u533a\u57df\u6cd5\u590d\u539f\u51fa\u8fde\u7eed\u76f8\u4f4d\u5c4f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72473.png\"><img loading=\"lazy\" decoding=\"async\" width=\"696\" height=\"734\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72473.png\" alt=\"\" class=\"wp-image-1456\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72473.png 696w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72473-284x300.png 284w\" sizes=\"auto, (max-width: 696px) 100vw, 696px\" \/><\/a><\/figure>\n\n\n\n<p class=\"has-black-color has-text-color\">\u56db\u3001\u7f51\u7edc\u4ecb\u7ecd<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">1\u3001Rand-Net\u7ed3\u6784<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">Rand-Net \u7684\u7ed3\u6784\u6846\u56fe\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5176\u5305\u62ec\u84dd\u8272\u7684\u7f16\u7801\u5668\u90e8\u5206\u548c\u9ec4\u8272\u7684\u89e3\u7801\u5668\u90e8\u5206\u3002Rand-Net \u5c06\u4f1a\u6839\u636e\u9884\u5b9a\u4e49\u7684\u57fa\u51fd\u6570\u6839\u636e\u8f93\u5165\u5927\u6c14\u6e4d\u6d41\u968f\u673a\u5e72\u6270\u76f8\u4f4d\u5c4f\u5e55\u8f93\u51fa\u4e00\u4e2a\u968f\u673a\u6570\u5411\u91cf\u3002\u5047\u8bbe\u8f93\u5165\u7684\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u5927\u5c0f\u4e3a K\u00d7K \u50cf\u7d20\uff0c\u8f93\u51fa\u7684\u968f\u673a\u6570\u5411\u91cf\u4e3a s\u00d71\u50cf\u7d20\u3002\u4f46\u5728\u5b9e\u9645\u7684\u5e94\u7528\u4e2d\uff0c\u968f\u673a\u6570\u5411\u91cf\u7684\u5c3a\u5bf8\u5927\u5c0f\u548c\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u7684\u50cf\u7d20\u5927\u5c0f\u662f\u4efb\u610f\u7684\u3002\u56e0\u6b64\u53ef\u6839\u636e\u9700\u8981\u76f8\u5e94\u7684\u4fee\u6539\u8f93\u5165\u5c42\u7684\u5927\u5c0f\u548c\u5176\u4ed6\u5c42\u7684\u5927\u5c0f\u3002\u672c\u7f51\u7edc\u80fd\u63d0\u53d6\u76f8\u4f4d\u5c4f\u7684\u968f\u673a\u6570\u7279\u5f81\u5411\u91cf\uff0c\u5c06\u76f8\u4f4d\u5c4f\u8f6c\u6362\u5230\u4e00\u4e2a\u6b63\u4ea4\u4e14\u6613\u4e8e\u8ba1\u7b97\u7684\u503c\u57df\uff0c\u51cf\u5c11\u8ba1\u7b97\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72474.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"603\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72474-1024x603.png\" alt=\"\" class=\"wp-image-1457\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72474-1024x603.png 1024w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72474-300x177.png 300w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72474-768x452.png 768w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72474.png 1050w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p class=\"has-black-color has-text-color\">Rand-Net\u7684\u8bad\u7ec3\u8fc7\u7a0b\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684Phs-Net\u4e2d\u7684\u751f\u6210\u5668G\u5c06\u76f4\u63a5\u88ab\u53d6\u51fa\uff0c\u5bfc\u5165G\u7684\u8bad\u7ec3\u6743\u91cd\u5e76\u56fa\u5b9a\uff0c\u7136\u540e\u5c06G\u4e0eRand-Net\u7684\u8f93\u51fa\u5c42\u8fdb\u884c\u8fde\u63a5\u3002\u9996\u5148\uff0c\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u5c06\u4f1a\u88ab\u8f93\u5165\u5230Rand-Net\u4e2d\uff0c\u4e4b\u540e\u4ea7\u751f\u968f\u673a\u6570\u5411\u91cf\uff1b\u7136\u540e\u968f\u673a\u6570\u5411\u91cf\u5c06\u4f1a\u88ab\u8f93\u5165\u5230\u56fa\u5b9a\u6743\u91cd\u53c2\u6570\u7684\u751f\u6210\u5668G\u4e2d\u53bb\u751f\u6210\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\uff1b\u6700\u540e\u5c06\u8ba1\u7b97\u751f\u6210\u5668G\u751f\u6210\u7684\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u4e0e\u539f\u59cb\u76f8\u4f4d\u5c4f\u4e4b\u95f4\u7684\u8bef\u5dee\uff0c\u4f7f\u7528\u5747\u65b9\u8bef\u5dee(Mean Squared Error\uff0cMSE)\u4f5c\u4e3a\u635f\u5931\u51fd\u6570\u6765\u8bad\u7ec3Rand-Net\u3002\u4f7f\u75284000\u4e2a\u76f8\u4f4d\u5c4f\u548c\u76f8\u5e94\u7684\u968f\u673a\u6570\u5411\u91cf\u4f5c\u4e3aRand-Net\u7684\u8bad\u7ec3\u96c6\u3002\u91c7\u7528Adam\u7b97\u6cd5\u4f18\u5316\u5668\u6765\u4f18\u5316\u6574\u4e2a\u7f51\u7edc\u3002Batch Size\u7684\u5927\u5c0f\u8bbe\u7f6e\u4e3a20\uff0c\u6bcf\u4e2aepochs\u6709200\u4e2aBatches\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72475.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"631\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72475-1024x631.png\" alt=\"\" class=\"wp-image-1458\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72475-1024x631.png 1024w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72475-300x185.png 300w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72475-768x473.png 768w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72475.png 1106w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p class=\"has-black-color has-text-color\">2\u3001Next-Net\u7ed3\u6784<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">Next-Net\u662f\u57fa\u4e8e\u81ea\u7f16\u7801\u5668\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u5176\u8f93\u5165\u662f\u524d\u4e00\u9636\u6bb5\u7684\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u7684\u968f\u673a\u6570\u5411\u91cf\uff0c\u8f93\u51fa\u662f\u4e0b\u4e00\u9636\u6bb5\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u7684\u968f\u673a\u6570\u5411\u91cf\u3002Next-Net\u7f51\u7edc\u7684\u7ed3\u6784\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5176\u4e2d\u84dd\u8272\u7684\u90e8\u5206\u4e3a\u7f16\u7801\u5668\u90e8\u5206\uff0c\u9ec4\u8272\u7684\u90e8\u5206\u4e3a\u89e3\u7801\u5668\u90e8\u5206\u3002Next-Net\u8f93\u5165\u548c\u8f93\u51fa\u7684\u968f\u673a\u6570\u5411\u91cf\u7684\u5c3a\u5bf8\u5747\u4e3aS\u00d71\uff0c\u53ef\u4ee5\u6839\u636e\u8f93\u5165\u6216\u8f93\u51fa\u7684\u968f\u673a\u6570\u5411\u91cf\u7684\u9700\u6c42\u5c3a\u5bf8\u53bb\u8c03\u6574Next-Net\u7684\u7f51\u7edc\u7ed3\u6784\u3002Next-Net\u7f51\u7edc\u7684\u6700\u540e\u4e00\u5c42\u5373\u8f93\u51fa\u5c42\u4f7f\u7528Sigmoid\u51fd\u6570\u4f5c\u4e3a\u6fc0\u6d3b\u51fd\u6570\uff0c\u5176\u4f59\u7f51\u7edc\u5c42\u7684\u6fc0\u6d3b\u51fd\u6570\u5747\u91c7\u7528Leaky ReLu\u51fd\u6570\uff0c\u5176\u8d1f\u503c\u659c\u7387\u53c2\u6570\u4e3a0.2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72476.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"433\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72476-1024x433.png\" alt=\"\" class=\"wp-image-1459\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72476-1024x433.png 1024w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72476-300x127.png 300w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72476-768x325.png 768w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72476.png 1269w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p class=\"has-black-color has-text-color\">3\u3001Phs-Net\u7ed3\u6784<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u751f\u6210\u7f51\u7edc\uff08Phs-Net\uff09\u7684\u4f5c\u7528\u662f\u751f\u6210\u7ed9\u5b9a\u5927\u5c0f\u7684\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u3002Phs-Net\u7f51\u7edc\u7684\u7ed3\u6784\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u6b64\u7f51\u7edc\u7ed3\u6784\u5305\u62ec\u4e24\u4e2a\u90e8\u5206\uff1a\u751f\u6210\u5668(Generator\uff0cG)\u548c\u5224\u522b\u5668(Discriminator\uff0cD)\u3002\u901a\u8fc7\u8bad\u7ec3\u751f\u6210\u5668\u548c\u5224\u522b\u5668\uff0c\u5c31\u80fd\u591f\u83b7\u5f97\u4e00\u4e2a\u6709\u6548\u7684\u751f\u6210\u5668\uff0c\u6700\u7ec8\u8f93\u5165\u968f\u673a\u6570\u5411\u91cf\uff0c\u5c31\u53ef\u4ee5\u751f\u6210\u9ad8\u4fdd\u771f\u7684\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\u3002<\/p>\n\n\n\n\n\n<p class=\"has-black-color has-text-color\">Phs-Net\u4e2d\u7684\u751f\u6210\u5668G\u662f\u4e00\u4e2a\u6df1\u5ea6\u8f6c\u7f6e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u751f\u6210\u5668G\u80fd\u6839\u636e\u7ed9\u5b9a\u7684\u4e00\u7ec4\u968f\u673a\u6570\u751f\u6210\u4e00\u4e2a\u76f8\u4f4d\u5c4f\uff0c\u5176\u7ed3\u6784\u5982\u4e0b\u56fe\u6240\u793a\u3002\u5728\u6b64\u7ed3\u6784\u4e2d\uff0c\u8bbe\u5b9a\u8f93\u5165\u968f\u673a\u6570\u7684\u7ef4\u5ea6\u4e3aS\u00d71\u50cf\u7d20\uff0c\u8f93\u51fa\u7684\u76f8\u4f4d\u5c4f\u5927\u5c0f\u4e3aK\u00d7K\u50cf\u7d20\u3002\u5bf9\u4e8e\u4e0d\u540c\u5927\u5c0f\u7684\u76f8\u4f4d\u5c4f\uff0c\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u9700\u8981\u8c03\u6574\u7f51\u7edc\u7ed3\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72477.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"273\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72477-1024x273.png\" alt=\"\" class=\"wp-image-1460\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72477-1024x273.png 1024w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72477-300x80.png 300w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72477-768x205.png 768w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u72477.png 1269w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p class=\"has-black-color has-text-color\">Phs-Net\u4e2d\u7684\u5224\u522b\u5668D\u662f\u4e00\u4e2a\u6df1\u5ea6\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u5176\u4f5c\u7528\u662f\u8f93\u51fa\u751f\u6210\u76f8\u4f4d\u5c4f\u548c\u771f\u5b9e\u76f8\u4f4d\u5c4f\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u3002D\u7684\u7ed3\u6784\u56fe\u5982\u4e0b\u56fe\u6240\u793a\uff0cD\u8f93\u5165\u7684\u751f\u6210\u5668G\u751f\u6210\u7684\u5927\u6c14\u6e4d\u6d41\u6570\u636e\u548c\u6807\u7b7e\u56fe\u50cf\u6570\u636e\u5c3a\u5bf8\u5927\u5c0f\u4e3aK\u00d7K\uff0c\u8f93\u51fa\u4e3a\u635f\u5931\u51fd\u6570\u7684\u8f93\u51fa\uff0c\u5c3a\u5bf8\u4e3a1\u00d71\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u7247.png\"><img loading=\"lazy\" decoding=\"async\" width=\"718\" height=\"329\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u7247.png\" alt=\"\" class=\"wp-image-1471\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u7247.png 718w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u7247-300x137.png 300w\" sizes=\"auto, (max-width: 718px) 100vw, 718px\" \/><\/a><\/figure>\n\n\n\n\n\n<p class=\"has-black-color has-text-color\">\u4e94\u3001\u6d4b\u8bd5\u7ed3\u679c\u5c55\u793a<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">1\u3001\u6a21\u62df\u6570\u636e\u96c6\u7ed3\u679c\u5c55\u793a<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">\u7528\u6a21\u62df\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u540e\uff0c\u8f93\u51fa\u8fde\u7eed\u7684\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\uff0c\u901a\u8fc7\u5bf9\u7a7a\u95f4\u529f\u7387\u8c31\u8fdb\u884c\u5bf9\u6bd4\uff0c\u53ef\u4ee5\u5f97\u51fa\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u80fd\u591f\u8f93\u51fa\u9ad8\u7cbe\u5ea6\u7684\u76f8\u4f4d\u5c4f\uff1b\u901a\u8fc7\u5bf9\u65f6\u95f4\u529f\u7387\u8c31\u8fdb\u884c\u5bf9\u6bd4\uff0c\u53ef\u4ee5\u5f97\u51fa\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u80fd\u591f\u8f93\u51fa\u5177\u6709\u65f6\u95f4\u76f8\u5173\u6027\u7684\u8fde\u7eed\u76f8\u4f4d\u5c4f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724710.png\"><img loading=\"lazy\" decoding=\"async\" width=\"372\" height=\"579\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724710.png\" alt=\"\" class=\"wp-image-1461\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724710.png 372w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724710-193x300.png 193w\" sizes=\"auto, (max-width: 372px) 100vw, 372px\" \/><\/a><figcaption>                               \u7a7a\u95f4\u529f\u7387\u8c31 <\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724711.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724711.png\" alt=\"\" class=\"wp-image-1462\" width=\"404\" height=\"302\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724711.png 794w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724711-300x224.png 300w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724711-768x575.png 768w\" sizes=\"auto, (max-width: 404px) 100vw, 404px\" \/><\/a><figcaption>\u65f6\u95f4\u529f\u7387\u8c31<\/figcaption><\/figure>\n\n\n\n<p class=\"has-black-color has-text-color\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">2\u3001\u771f\u5b9e\u6570\u636e\u96c6\u7ed3\u679c\u5c55\u793a<\/p>\n\n\n\n<p class=\"has-black-color has-text-color\">\u7528\u771f\u5b9e\u6d4b\u91cf\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u5e76\u6d4b\u8bd5\uff0c\u7ed3\u8bba\u4e0e\u7b2c\u4e00\u79cd\u60c5\u51b5\u76f8\u540c\u3002\u8bf4\u660e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u80fd\u591f\u6570\u5b57\u5b6a\u751f\u51fa\u771f\u5b9e\u7684\u5927\u6c14\u6e4d\u6d41\u76f8\u4f4d\u5c4f\uff0c\u5e76\u4e14\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u6a21\u5757\u7528\u4e8e\u5730\u57fa\u671b\u8fdc\u955c\u6210\u50cf\u7cfb\u7edf\u7684\u6570\u5b57\u5b6a\u751f\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724712.png\"><img loading=\"lazy\" decoding=\"async\" width=\"363\" height=\"576\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724712.png\" alt=\"\" class=\"wp-image-1463\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724712.png 363w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724712-189x300.png 189w\" sizes=\"auto, (max-width: 363px) 100vw, 363px\" \/><\/a><figcaption>                               \u7a7a\u95f4\u529f\u7387\u8c31<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724713.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724713.png\" alt=\"\" class=\"wp-image-1464\" width=\"389\" height=\"291\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724713.png 811w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724713-300x225.png 300w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2022\/06\/\u56fe\u724713-768x575.png 768w\" sizes=\"auto, (max-width: 389px) 100vw, 389px\" \/><\/a><figcaption>                                \u65f6\u95f4\u529f\u7387\u8c31<\/figcaption><\/figure>\n\n\n\n<p class=\"has-black-color has-text-color\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u7814\u7a76\u80cc\u666f \u5728\u5730\u57fa\u671b\u8fdc\u955c\u7684\u89c2\u6d4b\u8fc7\u7a0b\u4e2d\uff0c\u76ee\u6807\u53d1\u51fa\u7684\u5149\u5728\u5230\u8fbe\u6210\u50cf\u7cfb\u7edf\u524d\u4f1a\u53d7\u5230\u5927\u6c14\u6e4d <a class=\"more-link\" href=\"http:\/\/aojp.lamost.org\/?page_id=1453\">Read More ...<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1453","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=\/wp\/v2\/pages\/1453","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1453"}],"version-history":[{"count":8,"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=\/wp\/v2\/pages\/1453\/revisions"}],"predecessor-version":[{"id":1477,"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=\/wp\/v2\/pages\/1453\/revisions\/1477"}],"wp:attachment":[{"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1453"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}