{"id":61275,"date":"2021-06-14T16:38:08","date_gmt":"2021-06-14T15:38:08","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=news&#038;p=61275"},"modified":"2024-09-20T17:45:44","modified_gmt":"2024-09-20T16:45:44","slug":"applying-machine-learning-algorithms-to-satellite-imagery-for-agriculture-applications","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/applying-machine-learning-algorithms-to-satellite-imagery-for-agriculture-applications\/","title":{"rendered":"1TP36 \u5c06\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5e94\u7528\u4e8e\u536b\u661f\u56fe\u50cf\u7684\u519c\u4e1a\u5e94\u7528"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling article-author\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-background-color:#ffffff;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u4f5c\u8005<\/h2><\/div><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27150%27%20height%3D%270%27%20viewBox%3D%270%200%20150%200%27%3E%3Crect%20width%3D%27150%27%20height%3D%270%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Paul-Devienne--300x300.jpeg\" alt=\"Image\" class=\"lazyload artefact-elegant-image align-left article-author-image\" style=\"width: 150px; border-radius: 54% 46% 77% 23% \/ 74% 40% 60% 26%; overflow: hidden;\" width=\"150\" height=\"auto\" \/><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-three article-author-name-title\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u4fdd\u7f57-\u5fb7\u7ef4\u5b89<\/h3><\/div><div class=\"fusion-text fusion-text-1 article-author-description\"><p>Data \u9ad8\u7ea7\u79d1\u5b66\u5bb6\uff08Artefact<\/p>\n<\/div><\/div><\/div><\/div><\/div><article class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-bottom-small:8px;\"><h1 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:70;line-height:1;\">\u5173\u4e8e\u5982\u4f55\u5728\u536b\u661f\u56fe\u50cf\u4e0a\u68c0\u6d4b\u3001\u52fe\u753b\u548c\u5206\u7c7b\u519c\u7530\u7684\u5206\u6b65\u6307\u5357<\/h1><\/div><div class=\"fusion-text fusion-text-2\"><p>\u672c\u6587\u662f\u5173\u4e8e\u519c\u4e1a\u5e94\u7528\u536b\u661f\u56fe\u50cf\u5904\u7406\u7684\u4e24\u7bc7\u7cfb\u5217\u6587\u7ae0\u4e4b\u4e00\u3002\u5982\u679c\u60a8\u5bf9\u536b\u661f\u56fe\u50cf\u7684\u6536\u96c6\u548c\u5904\u7406\u611f\u5174\u8da3\uff0c\u8bf7\u53c2\u9605\u4ee5\u4e0b\u5185\u5bb9 <a href=\"https:\/\/medium.com\/artefact-engineering-and-data-science\/leveraging-satellite-imagery-for-machine-learning-computer-vision-applications-d22143f72d94\" target=\"_blank\" rel=\"noopener noreferrer\">\u9996\u6761<\/a> \u4f5c\u8005\uff1a\u5b89\u6258\u4e07-\u5965\u8d1d.<\/p>\n<\/div><div class=\"fusion-text fusion-text-3\"><p>\u7b2c 2 \u90e8\u5206\u91cd\u70b9\u4ecb\u7ecd\u6211\u4eec\u5982\u4f55\u5728\u519c\u4e1a\u9886\u57df\u5229\u7528\u8fd9\u4e9b\u7ecf\u8fc7\u5904\u7406\u7684\u536b\u661f\u56fe\u50cf\uff0c\u4ee5\u4fbf\uff1a 1\uff1a<\/p>\n<\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-1 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u5728\u5927\u578b\u536b\u661f\u56fe\u50cf\u4e0a\u5b9a\u4f4d\u519c\u4e1a\u533a<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u68c0\u6d4b\u5e76\u52fe\u52d2\u51fa\u8fd9\u4e9b\u533a\u57df\u5185\u6bcf\u4e2a\u5730\u5757\u7684\u8fb9\u754c<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u5bf9\u8fd9\u4e9b\u5730\u5757\u7684\u4f5c\u7269\u8fdb\u884c\u5206\u7c7b\uff08\u5c0f\u9ea6\u3001\u897f\u7ea2\u67ff\u3001\u7389\u7c73......\uff09\u3002<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-4\"><p><img decoding=\"async\" class=\"lazyload aligncenter wp-image-61278 size-full\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-target-process.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-target-process.png\" alt=\"Illustration of the target process\" width=\"700\" height=\"268\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27268%27%20viewBox%3D%270%200%20700%20268%27%3E%3Crect%20width%3D%27700%27%20height%3D%27268%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-target-process-200x77.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-target-process-300x115.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-target-process-400x153.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-target-process-600x230.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-target-process.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p style=\"text-align: center;\">\u76ee\u6807\u6d41\u7a0b\u8bf4\u660e<\/p>\n<\/div><div class=\"fusion-text fusion-text-5\"><p>\u7b2c 2 \u90e8\u5206\u91cd\u70b9\u4ecb\u7ecd\u6211\u4eec\u5982\u4f55\u5728\u519c\u4e1a\u9886\u57df\u5229\u7528\u8fd9\u4e9b\u7ecf\u8fc7\u5904\u7406\u7684\u536b\u661f\u56fe\u50cf\uff0c\u4ee5\u4fbf\uff1a 1\uff1a<\/p>\n<\/div><\/div><\/div><\/div><\/article><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-6 description\"><p><strong>\u7b80\u8981\u8bf4\u660e\uff1a<\/strong><br \/>\n\u672c\u6587\u5c06<\/p>\n<li>\u5411\u60a8\u5c55\u793a\u673a\u5668\u5b66\u4e60\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u5728\u519c\u4e1a\u536b\u661f\u56fe\u50cf\u4e2d\u7684\u5404\u79cd\u5e94\u7528\n<li>\u63d0\u51fa\u4e00\u7cfb\u5217\u6210\u529f\u68c0\u6d4b\u548c\u6807\u8bb0\u519c\u7530\u7684\u7b97\u6cd5\n<li>\u6839\u636e data \u7684\u53ef\u7528\u6027\uff0c\u5efa\u8bae\u5176\u4ed6\u65b9\u6cd5\n<p>\u672c\u6587\u4ee5 data \u79d1\u5b66\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u65b9\u9762\u7684\u57fa\u672c\u77e5\u8bc6\u4e3a\u524d\u63d0\u3002.<\/p>\n<\/div><\/div><\/div><\/div><\/div><article class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u5546\u4e1a\u52a8\u673a<\/h2><\/div><div class=\"fusion-text fusion-text-7\"><p>\u80fd\u591f\u81ea\u52a8\u68c0\u6d4b\u548c\u6807\u8bb0\u519c\u4f5c\u7269\u7684\u89e3\u51b3\u65b9\u6848\u5728\u5546\u4e1a\u9886\u57df\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u8ba1\u7b97\u5730\u5757\u7684\u6570\u91cf\u3001\u5e73\u5747\u9762\u79ef\u3001\u690d\u88ab\u5bc6\u5ea6\u3001\u7279\u5b9a\u4f5c\u7269\u7684\u603b\u8868\u9762\u79ef\u4ee5\u53ca\u66f4\u591a\u6307\u6807\u53ef\u4ee5\u5b9e\u73b0\u5404\u79cd\u76ee\u7684\u3002\u4f8b\u5982\uff0c\u516c\u5171\u7ec4\u7ec7\u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u6307\u6807\u8fdb\u884c\u56fd\u5bb6\u7edf\u8ba1\uff0c\u800c\u79c1\u8425\u519c\u4e1a\u516c\u53f8\u5219\u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u6307\u6807\u5bf9\u5176\u6f5c\u5728\u5e02\u573a\u8fdb\u884c\u8be6\u7ec6\u4f30\u7b97\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-8\"><p>\u5f53\u7136\uff0c\u51fa\u4e8e\u4e09\u4e2a\u5177\u4f53\u539f\u56e0\uff0c\u536b\u661f\u56fe\u50cf\u88ab\u8ba4\u4e3a\u662f\u975e\u5e38\u53ef\u884c\u7684 data \u6765\u6e90\uff1a<\/p>\n<\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-2 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>\u53ef\u6269\u5c55\u6027<\/strong>:\u8986\u76d6\u5168\u7403\u7684\u56fe\u7247\u5e93\u7acb\u5373\u53ef\u7528\uff0c\u5e76\u5b9a\u671f\u66f4\u65b0<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>Data \u4e30\u5bcc\u6027<\/strong>:\u536b\u661f\u56fe\u50cf\u53ef\u4ee5\u63d0\u4f9b\u6bd4\u7b80\u5355\u56fe\u7247\u66f4\u591a\u7684\u4fe1\u606f\u3002\u6709\u4e9b\u536b\u661f\u63d0\u4f9b\u7684\u56fe\u50cf\u4e0d\u662f\u7ea2\u3001\u7eff\u3001\u84dd 3 \u4e2a\u6ce2\u6bb5\u7684\u50cf\u7d20\uff0c\u800c\u662f\u6bcf\u4e2a\u50cf\u7d20\u53ef\u63d0\u4f9b 15 \u4e2a\u4ee5\u4e0a\u7684\u7279\u5f81\u4fe1\u606f<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><strong>\u8d39\u7528<\/strong>:\u5c3d\u7ba1\u536b\u661f\u56fe\u50cf\u53ef\u80fd\u76f8\u5f53\u6602\u8d35\uff0c\u4f46\u6709\u4e9b\u9009\u62e9\u662f\u5b8c\u5168\u514d\u8d39\u7684\uff0c\u4f8b\u5982\u54e8\u5175 2 \u53f7\uff0c\u6211\u4eec\u6700\u7ec8\u9009\u62e9\u4e86\u5b83\u4f5c\u4e3a\u4e3b\u8981\u7684 data \u6765\u6e90\uff08\u6709\u5173 data \u6765\u6e90\u7684\u66f4\u8be6\u7ec6\u6bd4\u8f83\uff0c\u8bf7\u53c2\u9605\u4ee5\u4e0b\u7f51\u7ad9 <a href=\"https:\/\/medium.com\/artefact-engineering-and-data-science\/leveraging-satellite-imagery-for-machine-learning-computer-vision-applications-d22143f72d94\" target=\"_blank\" rel=\"noopener noreferrer\">\u7b2c\u4e00\u90e8\u5206<\/a>)<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u6b65\u9aa4 1 - \u5728\u536b\u661f\u56fe\u50cf\u4e0a\u68c0\u6d4b\u519c\u4e1a\u533a<\/h2><\/div><div class=\"fusion-text fusion-text-9\"><p><img decoding=\"async\" class=\"lazyload aligncenter wp-image-61290 size-full\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Sentinel-2-raw-image-10-000-x-10-000-pixels-each-pixel-10-x-10-meters-on-the-ground-Copernicus-Sentinel-data-2019.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Sentinel-2-raw-image-10-000-x-10-000-pixels-each-pixel-10-x-10-meters-on-the-ground-Copernicus-Sentinel-data-2019.png\" alt=\"\" width=\"700\" height=\"687\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27687%27%20viewBox%3D%270%200%20700%20687%27%3E%3Crect%20width%3D%27700%27%20height%3D%27687%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Sentinel-2-raw-image-10-000-x-10-000-pixels-each-pixel-10-x-10-meters-on-the-ground-Copernicus-Sentinel-data-2019-66x66.png 66w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Sentinel-2-raw-image-10-000-x-10-000-pixels-each-pixel-10-x-10-meters-on-the-ground-Copernicus-Sentinel-data-2019-200x196.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Sentinel-2-raw-image-10-000-x-10-000-pixels-each-pixel-10-x-10-meters-on-the-ground-Copernicus-Sentinel-data-2019-300x294.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Sentinel-2-raw-image-10-000-x-10-000-pixels-each-pixel-10-x-10-meters-on-the-ground-Copernicus-Sentinel-data-2019-400x393.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Sentinel-2-raw-image-10-000-x-10-000-pixels-each-pixel-10-x-10-meters-on-the-ground-Copernicus-Sentinel-data-2019-600x589.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Sentinel-2-raw-image-10-000-x-10-000-pixels-each-pixel-10-x-10-meters-on-the-ground-Copernicus-Sentinel-data-2019.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p style=\"text-align: center;\">\u54e8\u5175-2 \u539f\u59cb\u56fe\u50cf\uff1a10 000 x 10 000\u50cf\u7d20\uff0c\u6bcf\u4e2a\u50cf\u7d20\u5728\u5730\u9762\u4e0a\u7684\u5c3a\u5bf8\u4e3a10 x 10\u7c73\uff08\u54e5\u767d\u5c3c\u54e8\u5175 data 2019\uff09<\/p>\n<\/div><div class=\"fusion-text fusion-text-10\"><p>\u5728\u5bf9\u54e8\u5175 2 \u53f7\u56fe\u50cf\u8fdb\u884c\u68c0\u7d22\u548c\u9884\u5904\u7406\u540e\uff0c\u6211\u4eec\u9762\u4e34\u7684\u7b2c\u4e00\u4e2a\u6311\u6218\u662f\u786e\u5b9a\u5730\u5757\u7684\u4f4d\u7f6e\uff0c\u5e76\u5c06\u81ea\u5df1\u9650\u5236\u5728\u611f\u5174\u8da3\u7684\u7279\u5b9a\u533a\u57df\u3002\u6bcf\u5e45\u56fe\u50cf\u7684\u5206\u8fa8\u7387\u90fd\u975e\u5e38\u9ad8\uff0c\u56e0\u6b64\u5bf9\u5168\u5c3a\u5bf8\u56fe\u50cf\u8fdb\u884c\u6574\u4f53\u5904\u7406\u662f\u4e0d\u73b0\u5b9e\u7684\u3002\u76f8\u53cd\uff0c\u6211\u4eec\u89e3\u51b3\u95ee\u9898\u7684\u7b2c\u4e00\u6b65\u662f\u5c06\u5927\u56fe\u50cf\u88c1\u526a\u6210\u8f83\u5c0f\u7684\u7247\u6bb5\uff0c\u5e76\u5728\u8fd9\u4e9b\u8f83\u5c0f\u7684\u56fe\u50cf\u4e0a\u786e\u5b9a\u5730\u5757\u6240\u5728\u7684\u533a\u57df\uff1a<\/p>\n<\/div><div class=\"fusion-text fusion-text-11\"><p><img decoding=\"async\" class=\"lazyload aligncenter wp-image-61291 size-full\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Our-desired-output-fragments-containing-only-agricultural-areas-Copernicus-Sentinel-data-2019.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Our-desired-output-fragments-containing-only-agricultural-areas-Copernicus-Sentinel-data-2019.png\" alt=\"\" width=\"700\" height=\"692\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27692%27%20viewBox%3D%270%200%20700%20692%27%3E%3Crect%20width%3D%27700%27%20height%3D%27692%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Our-desired-output-fragments-containing-only-agricultural-areas-Copernicus-Sentinel-data-2019-66x66.png 66w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Our-desired-output-fragments-containing-only-agricultural-areas-Copernicus-Sentinel-data-2019-200x198.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Our-desired-output-fragments-containing-only-agricultural-areas-Copernicus-Sentinel-data-2019-300x297.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Our-desired-output-fragments-containing-only-agricultural-areas-Copernicus-Sentinel-data-2019-400x395.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Our-desired-output-fragments-containing-only-agricultural-areas-Copernicus-Sentinel-data-2019-600x593.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Our-desired-output-fragments-containing-only-agricultural-areas-Copernicus-Sentinel-data-2019.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p style=\"text-align: center;\">\u6211\u4eec\u671f\u671b\u7684\u8f93\u51fa\uff1a\u4ec5\u5305\u542b\u519c\u4e1a\u533a\u7684\u7247\u6bb5\uff08\u54e5\u767d\u5c3c\u54e8\u5175 data 2019\uff09<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u89e3\u51b3\u65b9\u6848 1A\uff1a\u8bad\u7ec3\u50cf\u7d20\u5206\u7c7b\u5668<\/h2><\/div><div class=\"fusion-text fusion-text-12\"><p>\u5728\u5927\u56fe\u50cf\u4e0a\u68c0\u6d4b\u519c\u4e1a\u533a\u7684\u7b2c\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\u662f\u5efa\u7acb\u4e00\u4e2a\u50cf\u7d20\u5206\u7c7b\u5668\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u50cf\u7d20\uff0c\u8fd9\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5c06\u9884\u6d4b\u8be5\u50cf\u7d20\u662f\u5426\u5c5e\u4e8e\u68ee\u6797\u3001\u57ce\u5e02\u3001\u6c34\u57df\u3001\u519c\u573a......\u4ece\u800c\u9884\u6d4b\u8be5\u50cf\u7d20\u662f\u5426\u5c5e\u4e8e\u519c\u4e1a\u533a\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-13\"><p style=\"text-align: center;\"><img decoding=\"async\" class=\"lazyload aligncenter wp-image-61284 size-full\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-pixel-classification-with-3-visible-classes-of-pixels-Copernicus-Sentinel-data-2019-.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-pixel-classification-with-3-visible-classes-of-pixels-Copernicus-Sentinel-data-2019-.png\" alt=\"\" width=\"700\" height=\"452\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27452%27%20viewBox%3D%270%200%20700%20452%27%3E%3Crect%20width%3D%27700%27%20height%3D%27452%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-pixel-classification-with-3-visible-classes-of-pixels-Copernicus-Sentinel-data-2019--200x129.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-pixel-classification-with-3-visible-classes-of-pixels-Copernicus-Sentinel-data-2019--300x194.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-pixel-classification-with-3-visible-classes-of-pixels-Copernicus-Sentinel-data-2019--400x258.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-pixel-classification-with-3-visible-classes-of-pixels-Copernicus-Sentinel-data-2019--600x387.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-pixel-classification-with-3-visible-classes-of-pixels-Copernicus-Sentinel-data-2019-.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/>\u50cf\u7d20\u5206\u7c7b\u56fe\u89e3\uff0c\u5305\u542b 3 \u7c7b\u53ef\u89c1\u50cf\u7d20\uff08\u54e5\u767d\u5c3c\u54e8\u5175 data 2019\uff09\u3002<\/p>\n<\/div><div class=\"fusion-text fusion-text-14\"><p>\u56e0\u4e3a\u5f88\u591a <a href=\"https:\/\/land.copernicus.eu\/pan-european\/corine-land-cover\" target=\"_blank\" rel=\"noopener noreferrer\">\u8d44\u6e90<\/a> \u5728\u5723\u5929\u8bfa-2 \u53f7\u536b\u661f\u4e0a\uff0c\u6211\u4eec\u53ef\u4ee5\u627e\u5230\u5341\u591a\u79cd\u4e0d\u540c\u7c7b\u522b\u7684\u6807\u6ce8\u56fe\u50cf\uff08\u68ee\u6797\u3001\u6c34\u3001\u82d4\u539f......\uff09\u3002\u4f46\u662f\uff0c\u5982\u679c\u60a8\u7814\u7a76\u533a\u57df\u7684\u6c14\u5019\u4e0e\u60a8\u8bad\u7ec3\u6a21\u578b\u7684\u533a\u57df\u4e0d\u540c\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u91cd\u65b0\u8bc4\u4f30\u5f52\u5c5e\u4e8e\u6bcf\u4e2a\u50cf\u7d20\u7684\u7c7b\u522b\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-15\"><p>\u4f8b\u5982\uff0c\u5728\u5bf9\u6e29\u5e26\u6c14\u5019\u56fd\u5bb6\u7684\u6a21\u578b\u8fdb\u884c\u57f9\u8bad\u540e\uff0c\u5c06\u5176\u5e94\u7528\u5230\u4e16\u754c\u4e0a\u8f83\u4e3a\u5e72\u65f1\u7684\u5730\u533a\uff0c\u6211\u4eec\u53d1\u73b0\u6a21\u578b\u6240\u770b\u5230\u7684\u68ee\u6797\u548c\u82d4\u539f\u5b9e\u9645\u4e0a\u662f\u519c\u4f5c\u7269\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-16\"><p>\u5bf9\u50cf\u7d20\u8fdb\u884c\u5206\u7c7b\u540e\uff0c\u60a8\u5c31\u53ef\u4ee5\u5220\u9664\u6240\u6709\u4e0d\u5305\u542b\u519c\u4e1a\u533a\u7684\u56fe\u50cf\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u89e3\u51b3\u65b9\u6848 1A \u4f18\u70b9<\/h3><\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-3 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u6700\u53ef\u9760\u3001\u6700\u7ec6\u5316\u7684\u7ed3\u679c\uff08\u50cf\u7d20\uff09<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u89e3\u51b3\u65b9\u6848 1A \u7f3a\u70b9<\/h3><\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-4 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u9700\u8981 data \u7ec4\u6807\u8bb0\u50cf\u7d20<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u5bf9\u6bcf\u4e2a\u50cf\u7d20\u8fdb\u884c\u5206\u7c7b\u4f1a\u4ea7\u751f\u5f88\u9ad8\u7684\u8ba1\u7b97\u6210\u672c<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-17\"><p>\u5728\u6240\u6709\u53ef\u7528\u7684\u519c\u4e1a\u533a\u68c0\u6d4b\u65b9\u6cd5\u4e2d\uff0c\u8fd9\u79cd\u65b9\u6cd5\u662f\u6700\u51c6\u786e\u7684\u3002\u4e0d\u8fc7\uff0c\u5982\u679c\u60a8\u65e0\u6cd5\u83b7\u5f97\u6807\u6ce8\u8fc7\u7684\u56fe\u50cf\uff0c\u6211\u4eec\u4e5f\u627e\u5230\u4e86\u4e24\u79cd\u66ff\u4ee3\u89e3\u51b3\u65b9\u6848\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u89e3\u51b3\u65b9\u6848 1B\uff1a \u5c06\u5730\u7406\u5750\u6807\u6620\u5c04\u4e3a\u50cf\u7d20\u5750\u6807<\/h2><\/div><div class=\"fusion-text fusion-text-18\"><p>\u5982\u679c\u60a8\u611f\u5174\u8da3\u533a\u57df\u7684\u5750\u6807\u5df2\u7ecf\u6807\u6ce8\uff0c\u6216\u8005\u60a8\u81ea\u5df1\u6807\u6ce8\u4e86\u5750\u6807\uff0c\u5219\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u5730\u7406\u5750\u6807\uff08\u7eac\u5ea6\u548c\u7ecf\u5ea6\uff09\u6620\u5c04\u5230\u60a8\u7684\u56fe\u50cf\u4e0a\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-19\"><p><img decoding=\"async\" class=\"lazyload wp-image-61300 size-full aligncenter\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/You-can-design-your-own-polygons-on-GoogleMaps-thus-focusing-on-a-specific-area-of-choice-while-drawing-around-obstacles-water-cities-\u2026.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/You-can-design-your-own-polygons-on-GoogleMaps-thus-focusing-on-a-specific-area-of-choice-while-drawing-around-obstacles-water-cities-\u2026.png\" alt=\"\" width=\"700\" height=\"359\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27359%27%20viewBox%3D%270%200%20700%20359%27%3E%3Crect%20width%3D%27700%27%20height%3D%27359%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/You-can-design-your-own-polygons-on-GoogleMaps-thus-focusing-on-a-specific-area-of-choice-while-drawing-around-obstacles-water-cities-\u2026-200x103.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/You-can-design-your-own-polygons-on-GoogleMaps-thus-focusing-on-a-specific-area-of-choice-while-drawing-around-obstacles-water-cities-\u2026-300x154.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/You-can-design-your-own-polygons-on-GoogleMaps-thus-focusing-on-a-specific-area-of-choice-while-drawing-around-obstacles-water-cities-\u2026-400x205.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/You-can-design-your-own-polygons-on-GoogleMaps-thus-focusing-on-a-specific-area-of-choice-while-drawing-around-obstacles-water-cities-\u2026-600x308.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/You-can-design-your-own-polygons-on-GoogleMaps-thus-focusing-on-a-specific-area-of-choice-while-drawing-around-obstacles-water-cities-\u2026.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p style=\"text-align: center;\">\u60a8\u53ef\u4ee5\u5728 GoogleMaps \u4e0a\u8bbe\u8ba1\u81ea\u5df1\u7684\u591a\u8fb9\u5f62\uff0c\u4ece\u800c\u4e13\u6ce8\u4e8e\u6240\u9009\u7684\u7279\u5b9a\u533a\u57df\uff0c\u540c\u65f6\u7ed5\u8fc7\u969c\u788d\u7269\uff08\u6c34\u3001\u57ce\u5e02......\uff09\u8fdb\u884c\u7ed8\u5236\u3002<\/p>\n<\/div><div class=\"fusion-text fusion-text-20\"><p>\u4f8b\u5982\uff0c\u5982\u679c\u60a8\u6709\u4e0e\u5927\u578b\u519c\u4e1a\u533a\u76f8\u5173\u7684\u5750\u6807\uff0c\u6216\u8005\u60a8\u81ea\u5df1\u5728\u8c37\u6b4c\u5730\u56fe\u4e0a\u7ed8\u5236\u4e86\u5927\u578b\u591a\u8fb9\u5f62\uff0c\u60a8\u5c31\u53ef\u4ee5\u8f7b\u677e\u83b7\u5f97\u519c\u4e1a\u533a\u7684\u5730\u7406\u5750\u6807\u3002\u7136\u540e\uff0c\u53ea\u9700\u5c06\u8fd9\u4e9b\u5750\u6807\u6620\u5c04\u5230\u536b\u661f\u56fe\u50cf\u4e0a\uff0c\u5e76\u8fc7\u6ee4\u56fe\u50cf\uff0c\u4f7f\u5176\u53ea\u8986\u76d6\u591a\u8fb9\u5f62\u5185\u7684\u533a\u57df\u5373\u53ef\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u89e3\u51b3\u65b9\u6848 1B \u4f18\u70b9<\/h3><\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-5 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u4e5f\u662f\u4e00\u79cd\u53ef\u9760\u7684\u65b9\u6cd5<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u89e3\u51b3\u65b9\u6848 1B \u7f3a\u70b9<\/h3><\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-6 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u60a8\u9700\u8981\u4e0e\u519c\u4e1a\u533a\u76f8\u5173\u7684\u5750\u6807\u5217\u8868<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u624b\u52a8\u521b\u5efa\u8fd9\u4e9b\u5750\u6807\u975e\u5e38\u8017\u65f6<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-title title fusion-title-12 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u89e3\u51b3\u65b9\u6848 1C\uff1a\u4f7f\u7528\u690d\u88ab\u6307\u6570<\/h2><\/div><div class=\"fusion-text fusion-text-21\"><p>\u53ef\u4ee5\u6839\u636e\u536b\u661f\u56fe\u50cf\u63d0\u4f9b\u7684\u8272\u5e26\u8ba1\u7b97\u690d\u88ab\u6307\u6570\u3002\u690d\u88ab\u6307\u6570\u662f\u4e00\u4e2a\u7ed3\u5408\u591a\u4e2a\u8272\u5e26\u7684\u516c\u5f0f\uff0c\u901a\u5e38\u4e0e\u690d\u88ab\u7684\u5b58\u5728\u6216\u5bc6\u5ea6\uff08\u6216\u5176\u4ed6\u6307\u6807\uff0c\u5982\u6c34\u7684\u5b58\u5728\uff09\u9ad8\u5ea6\u76f8\u5173\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-22\"><p><a href=\"https:\/\/custom-scripts.sentinel-hub.com\/custom-scripts\/sentinel-2\/indexdb\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u591a\u79cd\u6307\u6570<\/a> \u5728\u519c\u4e1a\u9886\u57df\uff0c\u6700\u5e38\u7528\u7684\u6307\u6570\u4e4b\u4e00\u662f\u5f52\u4e00\u5316\u690d\u88ab\u6307\u6570\uff08NDVI\uff09\u3002\u8be5\u6307\u6570\u7528\u4e8e\u4f30\u7b97\u5730\u9762\u690d\u88ab\u7684\u5bc6\u5ea6\uff0c\u53ef\u7528\u4e8e\u68c0\u6d4b\u5927\u9762\u79ef\u56fe\u50cf\u4e0a\u7684\u519c\u4e1a\u533a\u57df\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-23\"><p><img decoding=\"async\" class=\"lazyload aligncenter wp-image-61301 size-full\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Visual-representation-of-the-NDVI-on-an-agricultural-zone-and-a-desert-Copernicus-Sentinel-data-2019-.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Visual-representation-of-the-NDVI-on-an-agricultural-zone-and-a-desert-Copernicus-Sentinel-data-2019-.png\" alt=\"\" width=\"700\" height=\"525\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27525%27%20viewBox%3D%270%200%20700%20525%27%3E%3Crect%20width%3D%27700%27%20height%3D%27525%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Visual-representation-of-the-NDVI-on-an-agricultural-zone-and-a-desert-Copernicus-Sentinel-data-2019--200x150.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Visual-representation-of-the-NDVI-on-an-agricultural-zone-and-a-desert-Copernicus-Sentinel-data-2019--300x225.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Visual-representation-of-the-NDVI-on-an-agricultural-zone-and-a-desert-Copernicus-Sentinel-data-2019--400x300.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Visual-representation-of-the-NDVI-on-an-agricultural-zone-and-a-desert-Copernicus-Sentinel-data-2019--600x450.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Visual-representation-of-the-NDVI-on-an-agricultural-zone-and-a-desert-Copernicus-Sentinel-data-2019-.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p style=\"text-align: center;\">\u519c\u4e1a\u533a\u548c\u6c99\u6f20\u7684\u5f52\u4e00\u5316\u5dee\u5f02\u690d\u88ab\u6307\u6570\u76f4\u89c2\u56fe\uff08\u54e5\u767d\u5c3c\u54e8\u5175 data 2019 \u5e74\uff09<\/p>\n<\/div><div class=\"fusion-text fusion-text-24\"><p>\u8ba1\u7b97\u51fa\u6bcf\u4e2a\u50cf\u7d20\u7684 NDVI \u503c\u540e\uff0c\u60a8\u53ef\u4ee5\u8bbe\u7f6e\u4e00\u4e2a\u9608\u503c\uff0c\u4ee5\u5feb\u901f\u6d88\u9664\u6ca1\u6709\u690d\u88ab\u7684\u50cf\u7d20\u3002\u6211\u4eec\u4ee5 NDVI \u4e3a\u4f8b\uff0c\u4f46\u5c1d\u8bd5\u4f7f\u7528\u5404\u79cd\u6307\u6570\u6709\u52a9\u4e8e\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-25\"><p>\u8bf7\u6ce8\u610f\uff0c\u8ba1\u7b97\u690d\u88ab\u6307\u6570\u53ef\u4ee5\u4e3a\u60a8\u63d0\u4f9b\u6709\u7528\u7684\u4fe1\u606f\uff0c\u4e30\u5bcc\u60a8\u7684\u5206\u6790\uff0c\u5373\u4f7f\u60a8\u5df2\u7ecf\u91c7\u7528\u4e86\u53e6\u4e00\u79cd\u65b9\u6cd5\u6765\u68c0\u6d4b\u519c\u4e1a\u533a\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-13 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u89e3\u51b3\u65b9\u6848 1C \u4f18\u70b9<\/h3><\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-7 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u5b8c\u5168\u4e0d\u9700\u8981\u8d34\u6807\u7b7e\u7684 data<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-title title fusion-title-14 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u89e3\u51b3\u65b9\u6848 1C \u7f3a\u70b9<\/h3><\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-8 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u4e0d\u662f\u5f88\u51c6\u786e\uff1a\u4f8b\u5982\uff0c\u5f88\u96be\u533a\u5206\u519c\u4f5c\u7269\u548c\u68ee\u6797<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u5fc5\u987b\u6839\u636e\u6c14\u5019\u548c\u5176\u4ed6\u5177\u4f53\u60c5\u51b5\u5bf9\u9608\u503c\u8fdb\u884c\u5fae\u8c03<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-title title fusion-title-15 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u6b65\u9aa4 2--\u63a2\u6d4b\u548c\u52fe\u753b\u519c\u7530<\/h2><\/div><div class=\"fusion-title title fusion-title-16 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u6784\u5efa\u65e0\u76d1\u7763\u8fb9\u7f18\u68c0\u6d4b\u5668<\/h3><\/div><div class=\"fusion-text fusion-text-26\"><p>\u4e00\u65e6\u786e\u5b9a\u4e86\u519c\u4e1a\u533a\u7684\u4f4d\u7f6e\uff0c\u5c31\u53ef\u4ee5\u5f00\u59cb\u91cd\u70b9\u52fe\u753b\u8fd9\u4e9b\u7279\u5b9a\u533a\u57df\u5185\u7684\u5404\u4e2a\u5730\u5757\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-27\"><p>\u5728\u6ca1\u6709\u6807\u6ce8 data \u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u51b3\u5b9a\u91c7\u7528\u4e00\u79cd\u65e0\u76d1\u7763\u7684\u65b9\u6cd5\uff0c\u57fa\u4e8e <a href=\"https:\/\/docs.opencv.org\/master\/da\/d22\/tutorial_py_canny.html\" target=\"_blank\" rel=\"noopener noreferrer\">OpenCV \u7684 Canny \u8fb9\u7f18\u68c0\u6d4b<\/a>. .\u8fb9\u7f18\u68c0\u6d4b\u5305\u62ec\u89c2\u5bdf\u4e00\u4e2a\u7279\u5b9a\u7684\u50cf\u7d20\uff0c\u5e76\u5c06\u5176\u4e0e\u5468\u56f4\u7684\u50cf\u7d20\u8fdb\u884c\u6bd4\u8f83\u3002\u5982\u679c\u4e0e\u90bb\u8fd1\u50cf\u7d20\u7684\u5bf9\u6bd4\u5ea6\u8f83\u9ad8\uff0c\u5219\u8be5\u50cf\u7d20\u53ef\u88ab\u89c6\u4e3a\u8fb9\u7f18\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-28\"><p style=\"text-align: center;\" data-wp-editing=\"1\"><img decoding=\"async\" class=\"lazyload aligncenter wp-image-61280 size-full\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/An-example-of-edge-detection-on-agricultural-plots-using-OpenCV-Copernicus-Sentinel-data-2019.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/An-example-of-edge-detection-on-agricultural-plots-using-OpenCV-Copernicus-Sentinel-data-2019.png\" alt=\"\" width=\"700\" height=\"337\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27337%27%20viewBox%3D%270%200%20700%20337%27%3E%3Crect%20width%3D%27700%27%20height%3D%27337%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/An-example-of-edge-detection-on-agricultural-plots-using-OpenCV-Copernicus-Sentinel-data-2019-200x96.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/An-example-of-edge-detection-on-agricultural-plots-using-OpenCV-Copernicus-Sentinel-data-2019-300x144.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/An-example-of-edge-detection-on-agricultural-plots-using-OpenCV-Copernicus-Sentinel-data-2019-400x193.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/An-example-of-edge-detection-on-agricultural-plots-using-OpenCV-Copernicus-Sentinel-data-2019-600x289.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/An-example-of-edge-detection-on-agricultural-plots-using-OpenCV-Copernicus-Sentinel-data-2019.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/>\u4f7f\u7528 OpenCV \u68c0\u6d4b\u519c\u7530\u8fb9\u7f18\u7684\u793a\u4f8b\uff08\u54e5\u767d\u5c3c\u54e8\u5175 data 2019\uff09<\/p>\n<\/div><div class=\"fusion-text fusion-text-29\"><p>\u4e00\u65e6\u8bc6\u522b\u51fa\u6240\u6709\u53ef\u80fd\u6210\u4e3a\u771f\u6b63\u8fb9\u7f18\u7684\u50cf\u7d20\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u5f00\u59cb\u5e73\u6ed1\u8fb9\u7f18\uff0c\u5e76\u5c1d\u8bd5\u5f62\u6210\u591a\u8fb9\u5f62\u3002\u4e0d\u51fa\u6240\u6599\uff0c\u5728\u5e94\u7528\u4e8e\u5927\u578b\u5730\u5757\u65f6\uff0c\u8fb9\u7f18\u68c0\u6d4b\u7b97\u6cd5\u7684\u6027\u80fd\u88ab\u8bc1\u660e\u8981\u597d\u5f97\u591a\uff1a<\/p>\n<\/div><div class=\"fusion-text fusion-text-30\"><p><img decoding=\"async\" class=\"lazyload wp-image-61302 size-full aligncenter\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-full-process-of-outlining-plots-Copernicus-Sentinel-data-2019-1.jpeg\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-full-process-of-outlining-plots-Copernicus-Sentinel-data-2019-1.jpeg\" alt=\"\" width=\"700\" height=\"295\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27295%27%20viewBox%3D%270%200%20700%20295%27%3E%3Crect%20width%3D%27700%27%20height%3D%27295%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-full-process-of-outlining-plots-Copernicus-Sentinel-data-2019-1-200x84.jpeg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-full-process-of-outlining-plots-Copernicus-Sentinel-data-2019-1-300x126.jpeg 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-full-process-of-outlining-plots-Copernicus-Sentinel-data-2019-1-400x169.jpeg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-full-process-of-outlining-plots-Copernicus-Sentinel-data-2019-1-600x253.jpeg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-full-process-of-outlining-plots-Copernicus-Sentinel-data-2019-1.jpeg 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p style=\"text-align: center;\"><em class=\"ll\">\u7ed8\u5236\u5730\u5757\u5927\u7eb2\u5168\u8fc7\u7a0b\u793a\u610f\u56fe\u00a0<\/em>(\u54e5\u767d\u5c3c\u54e8\u5175 data 2019\uff09\u3002<\/p>\n<\/div><div class=\"fusion-text fusion-text-31\"><p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u6211\u4eec\u53ef\u4ee5\u81ea\u52a8\u8bc6\u522b\u51fa\u76f8\u5173\u533a\u57df\u5185\u7684\u8fd1 7000 \u5757\u5730\u5757\u3002\u7531\u4e8e\u6211\u4eec\u4f7f\u7528\u4e86\u50cf\u7d20\u5206\u7c7b\u6cd5\uff08\u89c1\u6b65\u9aa4 1A\uff09\uff0c\u56e0\u6b64\u80fd\u591f\u5c06\u771f\u6b63\u7684\u519c\u573a\u5730\u5757\u4e0e\u5176\u4ed6\u591a\u8fb9\u5f62\u533a\u5206\u5f00\u6765\uff0c\u4ece\u800c\u53ea\u4fdd\u7559\u76f8\u5173\u7684 data\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-32\"><p style=\"text-align: center;\"><img decoding=\"async\" class=\"lazyload wp-image-61288 size-full aligncenter\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Polygons-consisting-of-a-minority-of-\u201cfarm-pixels\u201d-were-eliminated-Copernicus-Sentinel-data-2019.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Polygons-consisting-of-a-minority-of-\u201cfarm-pixels\u201d-were-eliminated-Copernicus-Sentinel-data-2019.png\" alt=\"\" width=\"700\" height=\"533\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27533%27%20viewBox%3D%270%200%20700%20533%27%3E%3Crect%20width%3D%27700%27%20height%3D%27533%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Polygons-consisting-of-a-minority-of-\u201cfarm-pixels\u201d-were-eliminated-Copernicus-Sentinel-data-2019-200x152.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Polygons-consisting-of-a-minority-of-\u201cfarm-pixels\u201d-were-eliminated-Copernicus-Sentinel-data-2019-300x228.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Polygons-consisting-of-a-minority-of-\u201cfarm-pixels\u201d-were-eliminated-Copernicus-Sentinel-data-2019-400x305.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Polygons-consisting-of-a-minority-of-\u201cfarm-pixels\u201d-were-eliminated-Copernicus-Sentinel-data-2019-600x457.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Polygons-consisting-of-a-minority-of-\u201cfarm-pixels\u201d-were-eliminated-Copernicus-Sentinel-data-2019.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/>\u6d88\u9664\u4e86\u7531\u5c11\u6570 \u201c\u519c\u573a\u50cf\u7d20 \u201d\u7ec4\u6210\u7684\u591a\u8fb9\u5f62\uff08\u54e5\u767d\u5c3c\u54e8\u5175 data 2019\uff09\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-17 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u4f18\u5316\u8fb9\u7f18\u68c0\u6d4b\u7b97\u6cd5\u7684\u6027\u80fd<\/h3><\/div><div class=\"fusion-text fusion-text-33\"><p>\u4e3a\u4e86\u83b7\u5f97\u6700\u4f73\u6548\u679c\uff0c\u5bf9\u56fe\u50cf\u8fdb\u884c\u4fee\u6539\uff0c\u7279\u522b\u662f\u5bf9\u5bf9\u6bd4\u5ea6\u3001\u9971\u548c\u5ea6\u6216\u9510\u5229\u5ea6\u8fdb\u884c\u4fee\u6539\uff0c\u53ef\u80fd\u4f1a\u6709\u6240\u5e2e\u52a9\uff1a<\/p>\n<\/div><div class=\"fusion-text fusion-text-34\"><p style=\"text-align: center;\"><img decoding=\"async\" class=\"lazyload alignnone wp-image-61282 size-full\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Experimenting-on-contrast-saturation-or-sharpness-can-help-improve-the-efficiency-of-the-edge-detection-Copernicus-Sentinel-data-2019.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Experimenting-on-contrast-saturation-or-sharpness-can-help-improve-the-efficiency-of-the-edge-detection-Copernicus-Sentinel-data-2019.png\" alt=\"\" width=\"700\" height=\"675\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27675%27%20viewBox%3D%270%200%20700%20675%27%3E%3Crect%20width%3D%27700%27%20height%3D%27675%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Experimenting-on-contrast-saturation-or-sharpness-can-help-improve-the-efficiency-of-the-edge-detection-Copernicus-Sentinel-data-2019-200x193.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Experimenting-on-contrast-saturation-or-sharpness-can-help-improve-the-efficiency-of-the-edge-detection-Copernicus-Sentinel-data-2019-300x289.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Experimenting-on-contrast-saturation-or-sharpness-can-help-improve-the-efficiency-of-the-edge-detection-Copernicus-Sentinel-data-2019-400x386.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Experimenting-on-contrast-saturation-or-sharpness-can-help-improve-the-efficiency-of-the-edge-detection-Copernicus-Sentinel-data-2019-600x579.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Experimenting-on-contrast-saturation-or-sharpness-can-help-improve-the-efficiency-of-the-edge-detection-Copernicus-Sentinel-data-2019.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p style=\"text-align: center;\">\u5c1d\u8bd5\u5bf9\u6bd4\u5ea6\u3001\u9971\u548c\u5ea6\u6216\u6e05\u6670\u5ea6\u6709\u52a9\u4e8e\u63d0\u9ad8\u8fb9\u7f18\u68c0\u6d4b\u7684\u6548\u7387\uff08\u54e5\u767d\u5c3c\u54e8\u5175 data 2019\uff09<\/p>\n<\/div><div class=\"fusion-text fusion-text-35\"><p>\u53e6\u4e00\u4e2a\u5173\u952e\u7684\u6210\u529f\u56e0\u7d20\u662f\u5f3a\u5236\u591a\u8fb9\u5f62\u4e3a\u51f8\u5f62\u3002\u5927\u591a\u6570\u7ed8\u56fe\u90fd\u9075\u5faa\u89c4\u5219\u7684\u5f62\u72b6\uff0c\u5f3a\u5236\u51f8\u591a\u8fb9\u5f62\u901a\u5e38\u53ef\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u6548\u679c\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-36\"><p><img decoding=\"async\" class=\"lazyload aligncenter wp-image-61283 size-full\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Forcing-convex-shapes-fits-most-plots-much-better-Copernicus-Sentinel-data-2019.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Forcing-convex-shapes-fits-most-plots-much-better-Copernicus-Sentinel-data-2019.png\" alt=\"\" width=\"700\" height=\"384\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27384%27%20viewBox%3D%270%200%20700%20384%27%3E%3Crect%20width%3D%27700%27%20height%3D%27384%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Forcing-convex-shapes-fits-most-plots-much-better-Copernicus-Sentinel-data-2019-200x110.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Forcing-convex-shapes-fits-most-plots-much-better-Copernicus-Sentinel-data-2019-300x165.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Forcing-convex-shapes-fits-most-plots-much-better-Copernicus-Sentinel-data-2019-400x219.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Forcing-convex-shapes-fits-most-plots-much-better-Copernicus-Sentinel-data-2019-600x329.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Forcing-convex-shapes-fits-most-plots-much-better-Copernicus-Sentinel-data-2019.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p style=\"text-align: center;\">\u5f3a\u5236\u51f8\u5f62\u66f4\u9002\u5408\u5927\u591a\u6570\u5730\u5f62\u56fe\uff08\u54e5\u767d\u5c3c\u54e8\u5175 data 2019\uff09<\/p>\n<\/div><div class=\"fusion-title title fusion-title-18 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u6b65\u9aa4 3 - \u5bf9\u6bcf\u4e2a\u5730\u5757\u8fdb\u884c\u5206\u7c7b\uff0c\u4ee5\u68c0\u6d4b\u7279\u5b9a\u4f5c\u7269<\/h2><\/div><div class=\"fusion-text fusion-text-37\"><p>\u8bc6\u522b\u51fa\u6240\u6709\u5730\u5757\u540e\uff0c\u5c31\u53ef\u4ee5\u88c1\u526a\u6bcf\u4e2a\u5730\u5757\u5e76\u5c06\u5176\u4fdd\u5b58\u4e3a\u5355\u72ec\u7684\u56fe\u50cf\u6587\u4ef6\u3002\u4e0b\u4e00\u6b65\u662f\u8bad\u7ec3\u5206\u7c7b\u6a21\u578b\uff0c\u4ee5\u4fbf\u6839\u636e\u4f5c\u7269\u6765\u533a\u5206\u6bcf\u4e2a\u5730\u5757\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5c1d\u8bd5\u4ece\u8c37\u7269\u6216\u571f\u8c46\u4e2d\u8bc6\u522b\u51fa\u756a\u8304\u4f5c\u7269\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-19 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u5efa\u7acb\u6807\u8bb0\u8bad\u7ec3\u96c6<\/h3><\/div><div class=\"fusion-text fusion-text-38\"><p>\u7531\u4e8e\u6211\u4eec\u6ca1\u6709\u5df2\u7ecf\u6807\u6ce8\u8fc7\u7684 data \u96c6\uff0c\u800c\u624b\u52a8\u6807\u6ce8\u6570\u767e\u5f20\u56fe\u7247\u53c8\u8fc7\u4e8e\u8017\u65f6\uff0c\u56e0\u6b64\u6211\u4eec\u5bfb\u627e\u5305\u542b\u7279\u5b9a\u65f6\u95f4\u548c\u5730\u70b9\u7279\u5b9a\u5730\u5757\u4f5c\u7269\u4fe1\u606f\u7684\u4e92\u8865 data \u96c6\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-39\"><p>\u7406\u60f3\u7684\u60c5\u51b5\u662f\u6709\u9884\u5148\u6807\u6ce8\u7684\u56fe\u50cf\uff0c\u4f46\u5728\u6211\u4eec\u7684\u6848\u4f8b\u4e2d\uff0c\u6211\u4eec\u53ea\u6709\u611f\u5174\u8da3\u5730\u533a\u51e0\u767e\u5757\u519c\u7530\u7684\u5730\u7406\u5750\u6807\u548c\u4f5c\u7269\u4fe1\u606f\u3002\u8fd9\u4e2a dataset \u5305\u542b\u4e00\u4efd\u5730\u5757\u5217\u8868\u3001\u5730\u5757\u4e2d\u5fc3\u7684\u7ecf\u7eac\u5ea6\u4ee5\u53ca\u4e00\u5e74\u4e2d\u7279\u5b9a\u65f6\u95f4\u79cd\u690d\u7684\u4f5c\u7269\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-40\"><p><img decoding=\"async\" class=\"lazyload aligncenter wp-image-61285 size-full\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-external-crop-data-source.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-external-crop-data-source.png\" alt=\"\" width=\"700\" height=\"294\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27294%27%20viewBox%3D%270%200%20700%20294%27%3E%3Crect%20width%3D%27700%27%20height%3D%27294%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-external-crop-data-source-200x84.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-external-crop-data-source-300x126.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-external-crop-data-source-400x168.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-external-crop-data-source-600x252.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Illustration-of-the-external-crop-data-source.png 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p style=\"text-align: center;\">\u5916\u90e8\u4f5c\u7269 data \u4fe1\u53f7\u6e90\u793a\u610f\u56fe<\/p>\n<\/div><div class=\"fusion-text fusion-text-41\"><p>\u4e3a\u4e86\u5efa\u7acb\u8bad\u7ec3\u96c6\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u5730\u7406\u5750\u6807\u5230\u50cf\u7d20\u5750\u6807\u8f6c\u6362\u5668\uff08\u5171\u4eab\u4e8e <a href=\"https:\/\/medium.com\/artefact-engineering-and-data-science\/leveraging-satellite-imagery-for-machine-learning-computer-vision-applications-d22143f72d94\" target=\"_blank\" rel=\"noopener noreferrer\">\u7b2c\u4e00\u90e8\u5206<\/a>)\u6765\u8bc6\u522b\u6211\u4eec\u56fe\u50cf\u5e93\u4e2d\u6709\u6807\u7b7e\uff08\u4f5c\u7269\uff09\u7684\u5177\u4f53\u5730\u5757\u3002.<\/p>\n<p>\u5728\u6b65\u9aa4 2 \u4e2d\u786e\u5b9a\u7684 7000 \u4e2a\u5730\u5757\u4e2d\uff0c\u6211\u4eec\u5229\u7528\u5916\u90e8 data \u6e90\u6210\u529f\u6807\u6ce8\u4e86\u7ea6 500 \u4e2a\u5730\u5757\u3002\u8fd9 500 \u5757\u8d34\u6709\u6807\u7b7e\u7684\u5730\u5757\u7528\u4e8e\u8bad\u7ec3\u548c\u8bc4\u4f30\u5206\u7c7b\u6a21\u578b\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-20 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u6a21\u578b\u5316<\/h3><\/div><div class=\"fusion-text fusion-text-42\"><p>\u6211\u4eec\u9009\u62e9\u4f7f\u7528\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u5229\u7528 <a href=\"https:\/\/docs.fast.ai\/tutorial.vision.html\" target=\"_blank\" rel=\"noopener noreferrer\">fastai \u5e93<\/a>, \u56e0\u4e3a\u8fd9\u662f\u4e00\u79cd\u5bf9\u56fe\u50cf\u8fdb\u884c\u5206\u7c7b\u7684\u6709\u6548\u65b9\u6cd5\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-43\"><p>\u4e3a\u4e86\u627e\u5230\u6700\u4f73\u5206\u7c7b\u5668\uff0c\u6211\u4eec\u5bf9\u8f93\u5165\u7684 data \u8fdb\u884c\u4e86\u5b9e\u9a8c\uff1a<\/p>\n<\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-9 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u9009\u62e9\u5404\u79cd\u8272\u5e26\u7ec4\u5408\uff08\u7ea2\u3001\u7eff\u3001\u84dd\u3001\u8fd1\u7ea2\u5916......\uff09<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u4ee5\u4e0d\u540c\u65b9\u5f0f\u5904\u7406\u90bb\u8fd1\u50cf\u7d20\uff1a\u4f7f\u5176\u900f\u660e\u3001\u767d\u8272\u3001\u9ed1\u8272......\u6216\u4fdd\u6301\u4e0d\u53d8<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-44\"><p><img decoding=\"async\" class=\"lazyload wp-image-61281 size-full aligncenter\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Dozens-of-models-were-trained-on-datasets-generated-with-various-of-data-preparation-techniques.jpeg\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Dozens-of-models-were-trained-on-datasets-generated-with-various-of-data-preparation-techniques.jpeg\" alt=\"\" width=\"700\" height=\"525\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27525%27%20viewBox%3D%270%200%20700%20525%27%3E%3Crect%20width%3D%27700%27%20height%3D%27525%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Dozens-of-models-were-trained-on-datasets-generated-with-various-of-data-preparation-techniques-200x150.jpeg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Dozens-of-models-were-trained-on-datasets-generated-with-various-of-data-preparation-techniques-300x225.jpeg 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Dozens-of-models-were-trained-on-datasets-generated-with-various-of-data-preparation-techniques-400x300.jpeg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Dozens-of-models-were-trained-on-datasets-generated-with-various-of-data-preparation-techniques-600x450.jpeg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/Dozens-of-models-were-trained-on-datasets-generated-with-various-of-data-preparation-techniques.jpeg 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p style=\"text-align: center;\">\u5728\u4f7f\u7528\u5404\u79cd data \u5236\u5907\u6280\u672f\u751f\u6210\u7684 data \u96c6\u4e0a\u8bad\u7ec3\u4e86\u6570\u5341\u4e2a\u6a21\u578b<\/p>\n<\/div><div class=\"fusion-text fusion-text-45\"><p>\u5728\u5c1d\u8bd5\u4e86\u5404\u79cd\u5206\u7c7b\u6a21\u578b\u540e\uff0c\u6211\u4eec\u5bf9\u6700\u5c0f\u7684\u5730\u5757\uff08\u7531\u4e8e\u50cf\u7d20\u6570\u91cf\u5c11\uff0c\u56e0\u6b64\u6700\u96be\u5206\u7c7b\uff09\u8fdb\u884c\u4e8c\u5143\u5206\u7c7b\u65f6\uff0c\u51c6\u786e\u7387\u8fbe\u5230 78%\uff0c\u53ec\u56de\u7387\u8fbe\u5230 74%\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-21 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u5e94\u7262\u8bb0\u7684\u6311\u6218<\/h2><\/div><div class=\"fusion-text fusion-text-46\"><p>\u5728\u519c\u7530\u5de5\u4f5c\u65f6\uff0c\u54ea\u6015\u53ea\u6709\u51e0\u5468\u65f6\u95f4\uff0c\u4e5f\u4f1a\u4ea7\u751f\u5de8\u5927\u7684\u5dee\u522b\u3002\u5728\u51e0\u5468\u5185\uff0c\u5c0f\u9ea6\u4f5c\u7269\u5c31\u53ef\u4ee5\u4ece\u7eff\u8272\u53d8\u6210\u91d1\u9ec4\u8272\uff0c\u518d\u5230\u6536\u83b7\uff1a<\/p>\n<\/div><div class=\"fusion-text fusion-text-47\"><p style=\"text-align: center;\"><img decoding=\"async\" class=\"lazyload aligncenter wp-image-61303 size-full\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/When-working-with-farm-plots-just-a-few-weeks-can-make-a-large-difference-Copernicus-Sentinel-data-2019.jpeg\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/When-working-with-farm-plots-just-a-few-weeks-can-make-a-large-difference-Copernicus-Sentinel-data-2019.jpeg\" alt=\"\" width=\"700\" height=\"367\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27700%27%20height%3D%27367%27%20viewBox%3D%270%200%20700%20367%27%3E%3Crect%20width%3D%27700%27%20height%3D%27367%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/When-working-with-farm-plots-just-a-few-weeks-can-make-a-large-difference-Copernicus-Sentinel-data-2019-200x105.jpeg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/When-working-with-farm-plots-just-a-few-weeks-can-make-a-large-difference-Copernicus-Sentinel-data-2019-300x157.jpeg 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/When-working-with-farm-plots-just-a-few-weeks-can-make-a-large-difference-Copernicus-Sentinel-data-2019-400x210.jpeg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/When-working-with-farm-plots-just-a-few-weeks-can-make-a-large-difference-Copernicus-Sentinel-data-2019-600x315.jpeg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/06\/When-working-with-farm-plots-just-a-few-weeks-can-make-a-large-difference-Copernicus-Sentinel-data-2019.jpeg 700w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 700px) 100vw, 700px\" \/>\u5728\u519c\u7530\u5de5\u4f5c\u65f6\uff0c\u77ed\u77ed\u51e0\u5468\u65f6\u95f4\u5c31\u80fd\u4ea7\u751f\u5de8\u5927\u53d8\u5316\uff08\u54e5\u767d\u5c3c\u54e8\u5175 data 2019\uff09<\/p>\n<\/div><div class=\"fusion-text fusion-text-48\"><p>\u56e0\u6b64\uff0c\u8981\u5728\u5168\u5e74\u63a8\u5e7f\u8fd9\u4e00\u9879\u76ee\uff0c\u6709\u4e24\u70b9\u9700\u8981\u6ce8\u610f\uff1a<\/p>\n<\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-10 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u60a8\u5fc5\u987b\u4e3a\u4e00\u5e74\u4e2d\u7684\u6bcf\u4e2a\u65f6\u671f\u5efa\u7acb\u4e00\u4e2a\u6a21\u578b<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u60a8\u8d34\u6709\u6807\u7b7e\u7684 data \u9700\u5b9a\u671f\u66f4\u65b0\uff0c\u5176\u4e2d\u5305\u542b\u6709\u5173\u4f5c\u7269\u7684\u4fe1\u606f<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-title title fusion-title-22 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u7ed3\u8bba<\/h2><\/div><div class=\"fusion-text fusion-text-49\"><p>\u4f7f\u7528\u536b\u661f\u56fe\u50cf\u53ef\u4ee5\u5e26\u6765\u65e0\u9650\u7684\u53ef\u80fd\u6027\u3002\u8003\u8651\u5230\u6bcf\u9897\u536b\u661f\u63d0\u4f9b\u7684\u529f\u80fd\u5404\u4e0d\u76f8\u540c\uff0c\u4ee5\u53ca\u6839\u636e\u7814\u7a76\u9886\u57df\u7684\u4e0d\u540c\uff0cdata \u7684\u53ef\u7528\u6027\u548c\u4e92\u8865\u683c\u5f0f\u5728\u4e16\u754c\u5404\u5730\u4e5f\u5404\u4e0d\u76f8\u540c\uff0c\u6bcf\u4e2a\u9879\u76ee\u6700\u7ec8\u90fd\u5c06\u6210\u4e3a\u4e00\u4e2a\u72ec\u7279\u7684\u7528\u4f8b\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-50\"><p>\u6211\u4eec\u5e0c\u671b\u901a\u8fc7\u5206\u4eab\u6211\u4eec\u7684\u89c2\u70b9\u548c\u65b9\u6cd5\uff0c\u80fd\u5bf9\u60a8\u81ea\u5df1\u7684\u9879\u76ee\u6709\u6240\u542f\u53d1\uff01\u5982\u679c\u60a8\u6e34\u671b\u5f00\u59cb\u81ea\u5df1\u7684\u536b\u661f\u56fe\u50cf\u9879\u76ee\uff0c\u8bf7\u52a1\u5fc5\u9605\u8bfb\u201c \"\u3002\u201c<a href=\"https:\/\/medium.com\/artefact-engineering-and-data-science\/leveraging-satellite-imagery-for-machine-learning-computer-vision-applications-d22143f72d94\" target=\"_blank\" rel=\"noopener noreferrer\"><em>\u5229\u7528\u536b\u661f\u56fe\u50cf\u8fdb\u884c\u673a\u5668\u5b66\u4e60\u8ba1\u7b97\u673a\u89c6\u89c9\u5e94\u7528<\/em><\/a>\u201d\u5b89\u6258\u4e07-\u5965\u8d1d\u7684\u4f5c\u54c1.<\/p>\n<\/div><div class=\"fusion-text fusion-text-51\"><p>\u611f\u8c22\u60a8\u7684\u9605\u8bfb\uff0c\u8bf7\u968f\u65f6 <a href=\"https:\/\/medium.com\/artefact-engineering-and-data-science\" target=\"_blank\" rel=\"noopener noreferrer\">\u5173\u6ce8 Artefact \u6280\u672f\u535a\u5ba2<\/a> \u5982\u679c\u60a8\u5e0c\u671b\u5728\u6211\u4eec\u7684\u4e0b\u4e00\u7bc7\u6587\u7ae0\u53d1\u5e03\u65f6\u6536\u5230\u901a\u77e5 \uff01<\/p>\n<\/div><\/div><\/div><\/div><\/article><\/p>","protected":false},"excerpt":{"rendered":"<p>2021\u5e746\u670814\u65e5<br \/>\n\u4e00\u7bc7\u5173\u4e8e\u5982\u4f55\u5728\u536b\u661f\u56fe\u50cf\u4e0a\u68c0\u6d4b\u3001\u52fe\u52d2\u548c\u5206\u7c7b\u519c\u7530\u5730\u5757\u7684\u5206\u6b65\u6307\u5357\u3002\u672c\u6587\u662f\u5173\u4e8e\u536b\u661f\u56fe\u50cf\u5904\u7406\u5728\u519c\u4e1a\u4e2d\u5e94\u7528\u7684\u4e24\u7bc7\u7cfb\u5217\u6587\u7ae0\u4e4b\u4e00\u3002.<\/p>","protected":false},"featured_media":61276,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[2995],"blog-language":[2991],"class_list":["post-61275","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-ai-technology","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/61275","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/61276"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=61275"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=61275"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=61275"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}