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\u8fd9 \u4e24 \u4e2a \u76f8 \u90bb \u8fc7 \u96f6 \u70b9 \u4e4b \u95f4 \u7684 \u66f2 \u7ebf \u5728 \u57fa \u7ebf \u53f3\u4fa7\uff0c\u90a3\u4e48\u8be5\u66f2\u7ebf\u548c\u8fd9\u4e24\u4e2a\u76f8\u90bb \u8fc7\u96f6\u70b9\u5c31\u7ec4\u6210\u4e86\u4e00\u4e2a\u7a97 \u53e3 \uff1b\u5982 \u679c \u8be5 \u66f2 \u7ebf \u5728 \u57fa \u7ebf \u5de6 \u4fa7 \uff0c\u5219 \u53bb \u6389 \u7b2c \u4e00 \u4e2a \u8fc7 \u96f6\u70b9\uff0c\u4ee5\u7b2c\u4e8c\u4e2a\u8fc7\u96f6 \u70b9\u4e3a\u8d77\u70b9\u7ee7\u7eed\u5411\u4e0a\u5bfb\u627e\u76f8\u90bb\u7684\u8fc7\u96f6 \u70b9 \uff0c \u7136 \u540e \u518d \u4ee5 \u8fd9 \u4e24 \u4e2a \u8fc7 \u96f6 \u70b9 \u4e3a \u8d77 \u70b9 \u91cd \u590d \u4ee5 \u4e0a \u65b9\u6cd5\uff0c\u5c31\u53ef\u4ee5\u627e\u5230\u4f4d\u4e8e\u57fa\u7ebf\u53f3\u4fa7\u7684\u6240\u6709\u7684\u7a97\u53e3<\/strong>\u3002 \u4ee5 WH\u548c WL\u5206\u522b\u8868\u793a\u7a97\u53e3\u7684\u4e0a\u4e0b\u8fb9\u6cbf\uff0c \u5bf9\u7a97\u53e3\u5185\u7684\u56de\u6ce2\u4fe1\u53f7\u8fdb\u884c\u79ef\u5206\u4e3aS(w)\uff0c\u7a97\u53e3\u5185\u566a \u58f0 \u7684 \u79ef \u5206 \uff0c\u5728 \u4e00 \u6bb5 \u533a \u95f4 \u5185 \u8d8b \u8fd1 \u4e8e 0\u3002\u4e91\u5c42\u5904\u7684 S(w) \u5fc5\u5c06\u8fdc\u5927\u4e8e\u6c14\u6eb6\u80f6\u7684\u79ef\u5206\u503c\u3002 \u901a\u8fc7\u9009\u53d6\u9002\u5f53\u9762\u79ef\u79ef\u5206\u9608\u503c Sw\u548c\u5cf0\u503c\u9608\u503c Pw\u5c31\u53ef\u5c06\u4e91\u5c42\u4fe1\u606f\u63d0\u53d6\u51fa\u6765\u3002<\/p>\n \u5cf0\u503c\u9762\u79ef\u79ef\u5206\u7b97\u6cd5\u7684\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n (1) \u53d6 \u6fc0 \u5149 \u96f7 \u8fbe \u56de \u6ce2 \u4fe1 \u53f7 \u6570 \u636e \uff1b<\/p>\n (2) t =0\uff1b<\/p>\n (3) WL=0\uff0cWH=0\uff0ct=t+1\uff0c \u4ee5\u5730\u9762\u4f5c\u4e3a\u8d77\u70b9 \uff1b t=t\uff0b1 \u4e2d \u7684 \u201c1\u201d\u8868 \u793a\u4e0b\u4e00\u6761\u56de\u6ce2\u8bb0\u5f55\uff0c \u4e24\u6761\u56de\u6ce2\u8bb0\u5f55\u4e4b\u95f4\u7684\u65f6\u95f4\u5dee\u7531\u6fc0\u5149\u96f7\u8fbe\u65f6\u95f4\u5206\u8fa8\u7387\u786e\u5b9a\u3002<\/p>\n (4) \u5411\u4e0a\u627e\u5230\u56de\u6ce2\u4fe1\u53f7 \u503c \u7b49 \u4e8e \u6216 \u5927 \u4e8e 0 \u7684 \u70b9 WL<\/u>\uff0c \u4ee5 \u8be5 \u70b9 \u4e3a \u8d77 \u70b9 \uff0c \u7ee7 \u7eed \u5411\u4e0a \u5bfb \u627e \u56de \u6ce2 \u4fe1 \u53f7 \u503c \u7b2c \u4e00 \u4e2a \u7b49 \u4e8e \u6216 \u5c0f \u4e8e 0 \u7684 \u70b9 WH<\/u>\uff1b<\/p>\n (5) \u5229 \u7528 \u516c \u5f0f (5) \u8ba1 \u7b97 \u79ef \u5206 St(w)\uff1b<\/p>\n (6) \u82e5 WH-WL\u2265length\uff0c\u8ba1\u7b97\u6b64\u7a97\u53e3\u5185\u56de\u6ce2\u4fe1\u53f7\u7684\u6700\u5927\u503c\u53ca\u5176\u5bf9\u5e94\u4f4d\u7f6e<\/strong>\uff0c\u5176 \u4e2d length \u4e3a \u7a97 \u53e3 \u9608 \u503c \uff1b<\/p>\n (7) WL=WH+1\uff0c\u4ee5\u70b9 WL\u4f5c\u4e3a\u65b0\u7684\u8d77\u70b9\uff0c\u82e5 WL\u8d85\u51fa\u63a2\u6d4b\u8303\u56f4\uff0c\u8f6c (11)\uff0c\u5426\u5219\u8f6c(4)\uff1bWL=WH+1 \u4e2d \u7684\u201c1\u201d\u8868\u793a\u4e0b\u4e00\u4e2a\u4fe1\u53f7\u70b9\u6240\u5728\u4f4d\u7f6e \uff0c \u4e24\u4e2a\u4fe1\u53f7\u70b9\u4e4b\u95f4\u8ddd\u79bb\u7531\u6fc0\u5149\u96f7\u8fbe\u8ddd\u79bb \u5206 \u8fa8 \u7387 \u786e \u5b9a \uff1b<\/p>\n (8) \u5c06\u4ee5\u4e0a\u8ba1\u7b97\u7684 St(w) \u503c\u4ece\u5927\u5230\u5c0f\u6392\u5e8f\uff0c\u5206\u522b\u6c42\u51fa\u524d k \u4e2a\u7a97\u53e3\u5bf9\u5e94\u7684\u9762\u79ef\u79ef\u5206<\/strong>\u548c\u5cf0\u503c\u7684\u5747\u503c<\/strong>\uff1b(k \u503c\u662f\u4e2a\u7ecf\u9a8c\u503c\uff0c\u4e00\u822c\u53d6 10\u5373\u53ef)\uff0c<\/p>\n (9)\u9009\u53d6\u5408\u9002\u7684\u9608\u503c\uff0c \u4ee5\u9762\u79ef\u79ef\u5206\u548c\u5cf0\u503c\u4f5c\u4e3a\u5224\u65ad\u51c6\u5219\u63d0\u53d6\u4e91\u5c42\u4fe1\u606f\uff0c\u82e5\u6709\u4e91\u8f6c(10)\uff0c\u5426\u5219\u8f6c(11)\uff1b<\/p>\n (10) \u5224\u5b9a\u4e91\u5e95\u4f4d\u7f6e\uff0cWL\uff1d \u4e91\u5e95 \uff1b<\/p>\n (11) \u5224 \u65ad \u56de \u6ce2 \u4fe1 \u53f7 \u662f \u5426 \u5904 \u7406 \u5b8c\u6bd5\uff0c\u82e5\u6ca1\u6709\uff0c\u8f6c (2)\uff0c\u5426\u5219\u9000\u51fa\u3002<\/p>\n \u5b9e \u9a8c \u8868 \u660e \uff0c \u8be5 \u7b97 \u6cd5 \u5bf9 \u4e0d \u540c \u7c7b \u578b \u7684 \u4e91 \u5747 \u80fd \u6709 \u6548 \u53cd \u6f14\u51fa \u4e91 \u5e95 \u9ad8 \u5ea6 \uff0c\u5c24 \u5176 \u5bf9 \u9ad8 \u5ea6 \u8f83 \u4f4e \u3001\u539a \u5ea6 \u8f83 \u8584 \u7684 \u4e91 \u5c42 \u68c0\u6d4b\u5177\u6709\u72ec\u7279\u80fd\u529b\u3002 \u7136\u800c\uff0c\u5b9e\u9a8c\u4e2d \u4e5f\u53d1\u73b0\u6709\u4e9b\u4e91\u5c42\u7531\u4e8e \u4e2d \u95f4 \u53e0 \u52a0 \u4e86 \u975e \u5e38 \u5927 \u7684 \u53cd \u5411 \u566a \u58f0 \u4fe1 \u53f7 \uff0c \u5bfc \u81f4 \u4e2d \u95f4\u51fa \u73b0 \u4e86 \u8fc7 \u96f6 \u70b9 \uff0c \u5229 \u7528 \u8be5 \u7b97 \u6cd5 \u6613 \u5c06 \u4e00 \u5c42 \u4e91 \u5224 \u8bfb \u4e3a \u4e24\u5c42 \u4e91 \uff0c \u56e0 \u6b64 \u5e94 \u5bf9 \u8be5 \u7b97 \u6cd5 \u53cd \u6f14 \u51fa \u7684 \u4e91 \u5c42 \u7ed3 \u679c \u8fdb \u884c \u5fc5\u8981 \u7684 \u5904 \u7406 \uff0c \u5bf9 \u4e8e \u8ddd \u79bb \u975e \u5e38 \u8fd1 \u7684 \u4e24 \u5c42 \u4e91 \u8fdb \u884c \u5408 \u5e76 \u5904\u7406 <\/strong>\uff0c\u6216 \u8005 \u4e0e \u5176 \u4ed6 \u7b97 \u6cd5 \u53cd \u6f14 \u7ed3 \u679c \u8fdb \u884c \u6bd4 \u5bf9 \uff0c\u7efc \u5408 \u5904 \u7406\u7ed3\u679c\u5c06\u66f4\u52a0\u51c6\u786e\u3002<\/p>\n \u536b\u661f\u9065\u611f\u4e91\u5e95\u9ad8\u5ea6\u53ef\u5206\u4e3a\u4e3b\u52a8\u9065\u611f\u548c\u88ab\u52a8\u9065\u611f\uff0e \u4e3b\u52a8\u9065\u611f\u5982\u7f8e\u56fd A-Train \u7cfb\u5217\u536b\u661f\u4e2d\u7684 CloudSat \u548c CALIPSO<\/strong>\uff0c\u5229\u7528\u661f\u8f7d\u6beb\u7c73\u6ce2\u96f7\u8fbe\u548c\u6fc0\u5149\u96f7\u8fbe\uff0c\u80fd\u83b7\u53d6\u5168\u7403\u4e91\u5ed3\u7ebf\u4fe1\u606f\uff0c\u4f46\u90fd\u53ea\u80fd\u6cbf\u8f68\u8fdb\u884c\u5782\u76f4\u63a2\u6d4b\uff0c\u8986\u76d6\u533a\u57df\u5341\u5206\u6709\u9650\uff3b2\uff3d;<\/p>\n \u88ab\u52a8\u9065\u611f\u5668\u5982 MODIS<\/strong>( Moderate \uff32esolution Ima-ging Spectroradiometer) \u3001VII\uff32S ( Visible Infrared Ima-ging \uff32adiometer Suite) \u7b49\u591a\u901a\u9053\u8f90\u5c04\u6210\u50cf\u4eea\uff0c\u5df2\u7ecf\u6709\u5f88\u591a\u65b9\u6cd5\u5bf9\u4e91\u9876\u9ad8\u5ea6( CTH) \u8fdb\u884c\u6709\u6548\u7684\u53cd\u6f14\uff3b5-7\uff3d\uff0c\u4f46\u661f\u8f7d\u591a\u901a\u9053\u8f90\u5c04\u6210\u50cf\u4eea\u53ea\u80fd\u83b7\u53d6\u4e91\u9876\u7684\u53ef\u89c1\u5149\u901a\u9053\u53cd\u5c04\u7387\u3001\u7ea2\u5916\u901a\u9053\u4eae\u6e29\u4ee5\u53ca\u5782\u76f4\u7a7a\u95f4\u7684\u6c34\u6c7d\u603b\u542b\u91cf\u7b49\u4fe1\u606f\uff0c\u65e0\u6cd5\u51c6\u786e\u5f97\u5230\u4e91\u5e95\u4fe1\u606f\uff0c\u56e0\u6b64\u5bf9\u4e91\u5e95\u9ad8\u5ea6\u7684\u53cd\u6f14\u4ecd\u7136\u662f\u4e00\u4e2a\u96be\u9898\uff3b8\uff3d\u3002<\/p>\n \u968f\u673a\u68ee\u6797\u7b97\u6cd5\u8bad\u7ec3<\/strong><\/p>\n Breiman \u7b49 \u5efa \u7acb \u7684 \u968f \u673a \u68ee \u6797 ( \uff32andom Forest\uff0c\uff32F) \u7b97\u6cd5\uff3b11\uff3d\u662f\u4e00\u79cd\u7528\u4e8e\u5206\u7c7b\u548c\u56de\u5f52\u7684\u96c6\u6210\u5b66\u4e60\u65b9\u6cd5\uff0c\u9002 \u5408 \u5904 \u7406 \u9884 \u6d4b \u503c \u4e0e \u975e \u7ebf \u6027 \u8f93 \u5165 \u95f4 \u7684 \u590d \u6742 \u5173\u7cfb\uff3b12\uff3d\uff0e <\/p>\n \u672c\u6587\u57fa\u4e8eFY-4A\u4e0eCloudSat \u548c CALIPSO \u5728 2017 \u5e74 8 \u6708\u81f3 10 \u6708\u7684\u5339\u914d\u6570\u636e\u5efa\u7acb\u8bad\u7ec3\u96c6\uff0e \u9996\u5148\u8fdb\u884c\u6570\u636e\u9884\u5904\u7406: \u5148\u8fdb\u884c\u4e91\u68c0\u6d4b<\/strong>\uff0c\u7136\u540e\u57fa\u4e8e FY-4A \u4e91\u5206\u7c7b\u4ea7\u54c1\uff0c\u5c06\u6709\u4e91\u6837\u672c\u5206\u4e3a6 \u7c7b;<\/p>\n \u9488\u5bf9\u6c34\u4e91( water) \u3001\u8fc7\u51b7\u4e91( supercool) \u548c\u6df7\u5408\u4e91( mixed) \uff0c\u7531\u4e8e\u6beb\u7c73\u6ce2\u96f7\u8fbe\u5bf9\u975e\u900f\u660e\u4e91\u63a2\u6d4b\u80fd\u529b\u8f83\u5f3a\uff0c\u4ee5\u4e91\u9876\u9ad8\u5ea6( CTH) \u3001\u4e91\u5149\u5b66\u539a\u5ea6( COT) \u3001\u4e91\u6709\u6548\u7c92\u5b50\u534a\u5f84( CE\uff32) \u3001\u4e91\u6db2\u6001\u6c34\u8def\u5f84( LWP) \u4ee5\u53ca\u6837\u672c\u70b9\u7684\u7ecf\u7eac\u5ea6\u4f5c\u4e3a<\/strong>\u8f93\u5165\u7279\u5f81<\/strong>\uff0c\u4ee5 CloudSat \u6700\u9876\u5c42\u4e91\u7684\u4e91\u5e95\u9ad8\u5ea6\u4f5c\u4e3a\u76ee\u6807\u8f93\u51fa\uff0c\u5bf9\u6bcf\u79cd\u4e91\u5206\u522b\u5efa\u7acb\u6837\u672c\u96c6\uff0e\u9488\u5bf9\u51b0\u4e91( ice) \u3001\u5377\u4e91( cirrus) \u548c\u91cd\u53e0\u4e91( overlap) \uff0c\u8003\u8651\u5230\u6fc0\u5149\u96f7\u8fbe\u5bf9\u5149\u5b66\u539a\u5ea6\u8f83\u5c0f\u7684\u51b0\u4e91\u654f\u611f\u6027\u66f4\u597d\uff0c\u4ee5CALIPSO \u6700\u9876\u5c42\u4e91\u7684\u4e91\u5e95\u9ad8\u5ea6\u4f5c\u4e3a\u76ee\u6807\u8f93\u51fa\uff0e\u5efa\u7acb\u8bad\u7ec3\u96c6\u540e\uff0c\u5bf9 6 \u7c7b\u4e91\u5206\u522b\u8fdb\u884c\u968f\u673a\u68ee\u6797\u7684\u8bad\u7ec3\uff0c\u5e76\u5c06\u8bad\u7ec3\u8fc7\u7684\u6a21\u578b\u8f93\u5165\u5230\u4e91\u5e95\u9ad8\u5ea6\u4f30\u8ba1\u7b97\u6cd5\u4e2d\uff0e<\/p>\n <\/p>\n \u4e91\u5e95\u9ad8\u5ea6\u4f30\u8ba1\u7b97\u6cd5\uff0cFY-4A \u4ec5\u4f9d\u8d56\u81ea\u8eab\u4e0a\u6e38\u4ea7\u54c1\u548c\u8bad\u7ec3\u8fc7\u7684\u968f\u673a\u68ee\u6797\u7b97\u6cd5\u5373\u53ef\u5f97\u5230\u5bf9\u6700\u4e0a\u5c42\u4e91\u4e91\u5e95\u9ad8\u5ea6\u7684\u4f30\u8ba1<\/strong>\uff0e\u7b97\u6cd5\u7684\u4e3b\u8981\u6b65\u9aa4\u5982\u4e0b:<\/p>\n A\uff0e \u8f93\u5165\u4e0a\u6e38\u4ea7\u54c1\uff0e \u8bfb\u53d6 FY-4A \u7684\u4e91\u68c0\u6d4b\u3001\u4e91\u5206\u7c7b\u3001\u4e91\u9876\u9ad8\u5ea6\u4ee5\u53ca\u4e91\u5149\u5b66\u548c\u5fae\u7269\u7406\u6027\u8d28\u7b49\u4ea7\u54c1;<\/p>\n B\uff0e \u4e91\u68c0\u6d4b\uff0e \u5bf9\u6570\u636e\u8fdb\u884c\u4e91\u68c0\u6d4b\uff0c\u53ea\u9488\u5bf9\u6709\u4e91\u6837\u672c\u70b9\u8fdb\u884c\u4e91\u5e95\u9ad8\u5ea6\u4f30\u8ba1;<\/p>\n C\uff0e \u4e91\u5206\u7c7b\uff0e \u5c06\u4e91\u5206\u4e3a 6 \u7c7b\uff0c\u5bf9\u6bcf\u7c7b\u4e91\u63d0\u53d6\u76f8\u5e94\u7684\u8f93\u5165\u6570\u636e;<\/p>\n D\uff0e \u8f93\u5165\u968f\u673a\u68ee\u6797\u7b97\u6cd5\uff0e \u5c06\u6bcf\u7c7b\u4e91\u7684\u8f93\u5165\u6570\u636e\u4ee3\u5165\u968f\u673a\u68ee\u6797\u7b97\u6cd5\uff0c\u5f97\u5230\u4e91\u5e95\u9ad8\u5ea6\u4f30\u8ba1\u7ed3\u679c;<\/p>\n E\uff0e \u8d28\u91cf\u63a7\u5236\uff0e \u5bf9\u4f30\u8ba1\u7684\u4e91\u5e95\u9ad8\u5ea6\u8fdb\u884c\u7b5b\u9009\uff0c\u5254\u9664\u65e0\u6548\u503c\u548c\u5f02\u5e38\u503c;<\/p>\n F\uff0e \u8f93\u51fa\u3002\u8f93\u51fa FY-4A \u5bf9\u6700\u4e0a\u5c42\u4e91\u4e91\u5e95\u9ad8\u5ea6\u7684\u4f30\u8ba1\u7ed3\u679c\uff0e<\/p>\n \u6b64\u65b9\u6cd5\u80fd\u5bf9\u5355\u5c42\u4e91\u4e91\u5e95\u9ad8\u5ea6\u8fdb\u884c\u6709\u6548\u53cd\u6f14\uff0c\u4f46\u5bf9\u591a\u5c42\u4e91\u7684\u6548\u679c\u8fd8\u6709\u5f85\u63d0\u5347\u3002<\/p>\n \u4e91\/\u6c14\u6eb6\u80f6\u533a\u5206<\/strong><\/p>\n (1) CALIOPV \u7b97\u6cd5\u4ee5\u4e09\u53c2\u6570 (532nm \u540e\u5411\u6563\u5c04\u7cfb\u6570\u3001\u8272\u5ea6\u6bd4\u548c\u7279\u5f81\u5c42\u4e2d\u95f4\u9ad8\u5ea6 ) \u7684\u6982\u7387\u5bc6\u5ea6\u51fd\u6570\u6784\u5efa\u7f6e\u4fe1\u51fd\u6570\u8fdb\u884c\u4e91 \/ \u6c14\u6eb6\u80f6\u5206\u7c7b :<\/p>\n (2) Chen \u7b49\u63d0\u51fa\u4e3b\u88ab\u52a8\u9065\u611f\u76f8\u7ed3\u5408\u7684\u65b9\u6cd5\uff08CLIM) , \u5373\u5f15\u4eba CALIPSO \u536b\u661f\u7ea2\u5916\u6210\u50cf\u8f90\u5c04\u8ba1IIR\u7ea2\u5916\u6ce2\u6bb5\u6570\u636e\u4ee5\u89e3\u51b3\u6c99\u5c18\u6c14\u6eb6\u80f6\u7684\u8bef\u5224\u95ee\u9898\uff1b<\/p>\n (3) Liu \u7b49\u52a0\u5165\u9000\u504f\u6bd4\u548c\u7eac\u5ea6\u53c2\u6570\u4f18\u5316\u6784\u5efa\u7684\u7f6e\u4fe1\u51fd\u6570\u63d0\u9ad8\u5206\u7c7b\u7cbe\u5ea6<\/p>\n (4) Ma \u7b49\u5229\u7528\u652f\u6301\u5411\u91cf\u673a<\/strong>\u6765\u89e3\u51b3\u5728\u6709\u9650\u6837\u672c\u6570\u636e\u6761\u4ef6\u4e0b\uff0c\u5b9e\u73b0\u4e91\/\u6c14\u6eb6\u80f6\u5206\u7c7b[8];<\/p>\n (5) Naeger \u7b49\u5229\u7528 CALIOP \u7ed3\u5408 MODIS \u7684\u7ea2\u5916\u6ce2\u6bb5\u6570\u636e\u89e3\u51b3\u4e91\u548c\u6c99\u5c18\u6c14\u6eb6\u80f6\u7684\u8bef\u5224<\/p>\n \u4e91\u76f8\u6001\u5206\u7c7b<\/strong><\/p>\n (1)CALIOP\u4ee5\u4e91\u5c42\u9876\u6e29\u5ea6\uff0c\u5c42\u5e95\u6e29\u5ea6\u4ee5\u53ca\u5c42\u79ef\u5206\u9000\u504f\u6bd4\u6784\u5efa\u4e91\u76f8\u6001\u5206\u7c7b\u7f6e\u4fe1\u51fd\u6570,\u5c06\u4e91\u7c97\u7565\u5206\u4e3a\u51b0\u4e91\u3001\u6c34\u4e91\u4ee5\u53ca\u6df7\u5408\u76f8\u6001\u7684\u4e91;<\/p>\n (2) Hu \u7b49\u57fa\u4e8e\u591a\u5e74 CALIOP \u89c2\u6d4b\u6570\u636e\u7684\u4e91\u76f8\u6001\u7279\u5f81\u7efc\u5408\u5206\u6790\u7ed3\u679c\uff0c\u5229\u7528\u5c42\u79ef\u5206\u6563\u5c04\u7cfb\u6570\u548c\u5c42\u79ef\u5206\u9000\u504f\u6bd4\uff0c\u5e76\u53c2\u8003\u4e91\u9876\u6e29\u5ea6\u5c06\u4e91\u5206\u4e3a\u6c34\u4e91\u4ee5\u53ca\u6c34\u5e73\u671d\u5411\u51b0\u6676\u7c92\u5b50(HOD\uff09\u3001\u968f\u673a\u671d\u5411\u51b0\u6676\u7c92\u5b50(ROI)\u7684\u51b0\u4e91\uff0c\u63d0\u9ad8\u4e86\u4e91\u76f8\u6001\u53cd\u6f14\u7cbe\u5ea6[10]<\/p>\n \u672c\u5de5\u4f5c\u9488\u5bf9\u4e2d\u56fd\u5730\u533a\uff0c\u901a\u8fc7\u76f4\u63a5\u5e94\u7528\u73b0\u6709CALIOP\u89c2\u6d4b\u7ed3\u679c<\/u>\u6765\u9009\u62e9\u7c7b\u522b\u660e\u786e\u7684\u5927\u6c14\u7279\u5f81\u5c42\u4f5c\u4e3a\u6837\u672c\u6570\u636e\u4ee5\u63d0\u9ad8\u5206\u7c7b\u7cbe\u5ea6\uff0c\u5e76\u5c06\u652f\u6301\u5411\u91cf\u673a\u548c\u51b3\u7b56\u6811\u65b9\u6cd5\u5f15\u5165\u4e91\u548c\u6c14\u6eb6\u80f6\u7c7b\u578b\u53cd\u6f14<\/u>\u7b97\u6cd5\uff0c\u8be5\u7b97\u6cd5\u53ef\u4ee5\u5728\u4fdd\u8bc1\u5206\u7c7b\u7cbe\u5ea6\u7684\u540c\u65f6\u964d\u4f4e\u9a8c\u8bc1\u6837\u672c\u7684\u9700\u6c42\u6570\u91cf\uff0c\u7b80\u5316\u7b97\u6cd5\u3002<\/p>\n <\/p>\n \u57fa\u4e8e\u5730\u57fa\u89c2\u6d4b\u7ad9\u7684\u4e91\u5e95\u9ad8\u5ea6\u83b7\u53d6\u65b9\u6cd5<\/strong><\/p>\n \u6fc0\u5149\u96f7\u8fbe\u6d4b\u4e91\u4eea\u5411\u7a7a\u4e2d\u53d1\u5c04\u4e0d\u540c\u5149\u8c31\u6ce2\u6bb5\u6fc0\u5149\uff0c\u5f53\u6fc0\u5149\u5728\u4f20\u8f93\u8fc7\u7a0b\u4e2d\u9047\u5230\u4e91\u5c42\u65f6\uff0c\u4f1a\u4ea7\u751f\u975e\u5e38\u660e\u663e\u7684\u540e\u5411\u6563\u5c04\u4fe1\u53f7\uff0c\u6b64\u4fe1\u53f7\u4e0e\u5927\u6c14\u6c14\u6eb6\u80f6\u6563\u5c04\u4fe1\u53f7\u4ee5\u53ca\u566a\u58f0\u90fd\u6709\u660e\u663e\u533a\u522b[7]\u3002<\/p>\n 2019 \u5e74\uff0c\u9ec4\u4e9a\u4e54\u63d0\u51fa\u57fa\u4e8e\u6fc0\u5149\u96f7\u8fbe\u6d4b\u4e91\u4eea\u7684\u53cd\u6f14\u8ba1\u7b97\u5bb9\u6613\u53d7\u5230\u4eba\u7684\u4e3b\u89c2\u610f\u8bc6\u5f71\u54cd\uff0c\u4e3a\u4e86\u4f7f\u8ba1\u7b97\u66f4\u52a0\u667a\u80fd\u5316\u3001\u51c6\u786e\u5316\uff0c\u5c06\u673a\u5668\u5b66\u4e60\u7b97\u6cd5<\/strong>\u5e94\u7528\u5230\u57fa\u4e8e\u6fc0\u5149\u96f7\u8fbe\u6d4b\u4e91\u4eea\u7684\u4e91\u5e95\u9ad8\u5ea6\u53cd\u6f14\u8ba1\u7b97\u4e2d[13]\u3002<\/p>\n \u57fa\u4e8e\u5929\u57fa\u9065\u611f\u7684\u4e91\u5e95\u9ad8\u5ea6\u83b7\u53d6\u65b9\u6cd5 <\/strong><\/p>\n 1980 \u5e74\uff0c\u7f8e\u56fd\u56fd\u5bb6\u822a\u7a7a\u822a\u5929\u5c40\u4e3a\u6539\u8fdb\u6c14\u8c61\u670d\u52a1\u5de5\u4f5c\uff0c\u9002\u5e94\u822a\u7a7a\u53d1\u5c55\u7684\u9700\u8981\uff0c\u4ee5\u53ca\u7814\u7a76\u5730\u7403\u73af\u5883\u7684\u52a8\u6001\u53d8\u5316\uff0c\u4e0e\u52a0\u62ff\u5927\u3001\u65e5\u672c\u7b49\u56fd\u5bb6\u5408\u4f5c\uff0c\u5efa\u7acb\u4e86\u5730\u7403\u89c2\u6d4b\u7cfb\u7edf\uff08Earth Observing System \uff0cEOS\uff09\u30022002 \u5e74 5 \u6708\uff0cEOS \u53c8\u53d1\u5c04\u4e86 Aqua \u63a2\u6d4b\u536b\u661f\uff0c\u8fd9\u4e24\u9897\u536b\u661f\u5747\u642d\u8f7d\u6709\u4e2d\u5206\u8fa8\u7387\u6210\u50cf\u5149\u8c31\u4eea\uff08MODIS\uff09<\/strong>\u7528\u4e8e\u5bf9\u4e91\u5c42\u8fdb\u884c\u7814\u7a76<\/strong>\u3002MODIS\u4f20\u611f\u5668<\/u>\u6839\u636e\u53ef\u89c1\u5149\u5230\u957f\u6ce2\u7ea2\u5916\u7b49 36 \u4e2a\u6ce2\u6bb5\u7684\u4fe1\u606f\uff0c\u83b7\u53d6\u4e91\u9876\u9ad8\u5ea6\u3001\u4e91\u9876\u6e29\u5ea6\u7b49\u4e91\u7269\u7406\u6027\u8d28\u53ca\u4e91\u5149\u5b66\u6027\u8d28<\/strong>[22]\u30022006 \u5e74 4 \u6708 28 \u65e5\uff0cNASA \u53d1\u5c04\u4e86 CloudSat <\/strong>\u548c CALIPSO <\/strong>\u4e3b\u52a8\u9065\u611f\u536b\u661f\uff0c\u7528\u4e8e\u83b7\u53d6\u4e91\u5c42\u4e09\u7ef4\u7acb\u4f53\u7ed3\u6784\u4fe1\u606f\uff0c\u5b8c\u5584\u5929\u6c14\u548c\u6c14\u5019\u6a21\u5f0f\u3002\u5982\u4e0b\u56fe 1-3 \u6240\u793a\uff0c\u4e3b\u52a8\u9065\u611f\u536b\u661f CloudSat\u3001CALIPSO \u548c\u88ab\u52a8\u9065\u611f\u536b\u661f Aqua \u8fd0\u884c\u8f68\u9053\u4e00\u81f4\uff0c\u4e14\u8fd0\u884c\u65f6\u95f4\u95f4\u9694\u533a\u522b\u8f83\u5c0f\uff0c\u56e0\u6b64\u5e38\u7528\u4e8e\u57fa\u4e8e\u5929\u57fa\u4e3b\u88ab\u52a8\u9065\u611f\u7684\u4e91\u5e95\u9ad8\u5ea6\u53cd\u6f14\u7814\u7a76\u4e4b\u4e2d\u3002<\/p>\n \u57fa\u4e8e\u5929\u57fa\u9065\u611f\u7684\u4e91\u5e95\u9ad8\u5ea6\u83b7\u53d6\u65b9\u6cd5\u4e3b\u8981\u6709\u4e24\u79cd\uff0c\u5176\u4e00\u662f\u540c\u7c7b\u578b\u4e91\u4e91\u5e95\u9ad8\u5ea6\u5916\u63a8\u6280\u672f<\/strong>\uff0c\u5176\u4e8c\u662f\u5148\u5bf9\u4e91\u5c42\u539a\u5ea6\u8fdb\u884c\u4f30\u6d4b\uff0c\u518d\u4f7f\u7528\u536b\u661f\u6210\u719f\u4e91\u4ea7\u54c1\u83b7\u53d6\u7684\u4e91\u9876\u9ad8\u5ea6\u4e0e\u5176\u76f8\u51cf\u5bf9\u4e91\u5e95\u9ad8\u5ea6\u8fdb\u884c\u8ba1\u7b97\u3002\u540c\u7c7b\u578b\u4e91\u4e91\u5e95\u9ad8\u5ea6\u5916\u63a8\u6280\u672f\u4f7f\u7528\u4e3b\u52a8\u9065\u611f\u76f4\u63a5\u63a2\u6d4b\u83b7\u53d6\u7684\u4e91\u5e95\u9ad8\u5ea6\uff0c\u5bf9\u88ab\u52a8\u9065\u611f\u63a2\u6d4b\u8303\u56f4\u5185\u7684\u540c\u7c7b\u578b\u4e91\u4e91\u5e95\u9ad8\u5ea6\u8fdb\u884c\u4f30\u8ba1\u3002<\/strong>\u8fd9\u662f\u7531\u4e8e CloudSat\/CALIPSO \u7b49\u4e3b\u52a8\u9065\u611f\u536b\u661f\u7684\u89c2\u6d4b\u91cd\u590d\u5468\u671f\u8f83\u957f\uff0c\u4e14\u89c2\u6d4b\u8f68\u9053\u5f88\u7a84\uff0c\u65e0\u6cd5\u83b7\u5f97\u8f83\u5927\u8303\u56f4\u3001\u9ad8\u65f6\u95f4\u5206\u8fa8\u7387\u7684\u4e91\u5782\u76f4\u5206\u5e03\u7279\u5f81[24]\u3002\u4f46\u4e0e\u5176\u534f\u540c\u63a2\u6d4b\u7684\u88ab\u52a8\u9065\u611f\u536b\u661f\u89c2\u6d4b\u8303\u56f4\u8f83\u5927\uff0c\u53ef\u4ee5\u83b7\u5f97\u8f83\u5927\u8303\u56f4\u3001\u9ad8\u65f6\u95f4\u5206\u8fa8\u7387\u7684\u4e91\u6c34\u5e73\u5206\u5e03\u7279\u5f81[25-26]\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u5229\u7528\u4e3b\u88ab\u52a8\u536b\u661f\u8d44\u6599\uff0c\u5c06\u6709\u9650\u70b9\u7684\u4e91\u5e95\u9ad8\u5ea6\u6269\u5c55\u5230\u5176\u4ed6\u533a\u57df\u3002 <\/p>\n <\/p>\n<\/p>\n \u5982\u4e0a\u56fe 1-5 \u6240\u793a\uff0c\u5b8f\u89c2\u4e0a\u7684\u4e91\u5206\u7c7b\u65b9\u6cd5\u53ef\u5206\u4e3a\u57fa\u4e8e\u9065\u611f\u536b\u661f\u4e91\u56fe\u8fdb\u884c\u5206\u7c7b<\/strong>\u548c\u57fa\u4e8e\u4e91\u5149\u5b66\u7269\u7406\u7279\u5f81<\/strong>\u8fdb\u884c\u5206\u7c7b\u4e24\u5927\u7c7b\u3002<\/p>\n \u57fa\u4e8e\u4e91\u5c42\u539a\u5ea6\u53cd\u6f14\u7684\u4e91\u5e95\u9ad8\u5ea6<\/strong>\u4f30\u8ba1\u65b9\u6cd5<\/strong>\u9996\u5148\u5bf9\u4e91\u5c42\u539a\u5ea6\u8fdb\u884c\u4f30\u6d4b\uff0c\u518d\u4f7f\u7528\u536b\u661f\u6210\u719f\u4e91\u4ea7\u54c1\u83b7\u53d6\u7684\u4e91\u9876\u9ad8\u5ea6\u4e0e\u5176\u76f8\u51cf\u5bf9\u4e91\u5e95\u9ad8\u5ea6\u8fdb\u884c\u8ba1\u7b97\u3002\u57fa\u4e8e\u4e91\u5c42\u539a\u5ea6\u53cd\u6f14\u7684\u4e91\u5e95\u9ad8\u5ea6\u4f30\u8ba1\u65b9\u6cd5\u539f\u7406\u5982\u4e0b\u56fe 1-7 \u6240\u793a\u3002 <\/p>\n 2019 \u5e74\uff0c\u8c2d\u4ef2\u8f89\u3001\u9a6c\u70c1\u7b49\u7814\u7a76\u4eba\u5458\u4ee5\u9759\u6b62\u6c14\u8c61\u536b\u661f\u7684\u4e91\u5149\u5b66\u6027\u8d28\u3001\u4e91\u7269\u7406\u7279\u5f81\u4f5c\u4e3a\u6a21\u578b\u8f93\u5165<\/strong>\uff0c\u4ee5 CloudSat \u536b\u661f\u63a2\u6d4b\u7684\u4e91\u5e95\u9ad8\u5ea6\u4f5c\u4e3a\u6a21\u578b\u8f93\u51fa<\/strong>\uff0c\u4f7f\u7528 Random Forest\u673a\u5668\u5b66\u4e60\u7b97\u6cd5<\/strong>\u8bad\u7ec3\u5efa\u7acb\u4e91\u5e95\u9ad8\u5ea6\u53cd\u6f14\u6a21\u578b\uff0c\u4e0d\u518d\u9700\u8981\u5bf9\u6db2\u6001\u6c34\u542b\u91cf\u53ca\u4e91\u5c42\u539a\u5ea6\u8fdb\u884c\u4f30\u8ba1\u5373\u53ef\u76f4\u63a5\u5f97\u5230\u4e91\u5e95\u9ad8\u5ea6\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6b64\u65b9\u6cd5\u80fd\u5bf9\u5355\u5c42\u4e91\u4e91\u5e95\u9ad8\u5ea6\u8fdb\u884c\u6709\u6548\u53cd\u6f14\uff0c\u4f46\u5bf9\u591a\u5c42\u4e91\u7684\u6548\u679c\u8fd8\u6709\u5f85\u63d0\u5347[53]\u3002<\/p>\n 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