{"id":2225,"date":"2025-03-04T06:07:53","date_gmt":"2025-03-04T06:07:53","guid":{"rendered":"http:\/\/www.xingshitu.com\/?p=2225"},"modified":"2025-03-04T06:07:53","modified_gmt":"2025-03-04T06:07:53","slug":"%e7%aa%81%e7%a0%b4%ef%bc%81%e5%ae%9e%e6%97%b6%e7%89%a9%e5%80%99%e7%9b%91%e6%b5%8b%e6%96%b0%e6%96%b9%e6%b3%95%e4%b8%8a%e7%ba%bf%e7%aa%81%e7%a0%b4%ef%bc%81","status":"publish","type":"post","link":"http:\/\/www.xingshitu.com\/en\/2025\/03\/04\/%e7%aa%81%e7%a0%b4%ef%bc%81%e5%ae%9e%e6%97%b6%e7%89%a9%e5%80%99%e7%9b%91%e6%b5%8b%e6%96%b0%e6%96%b9%e6%b3%95%e4%b8%8a%e7%ba%bf%e7%aa%81%e7%a0%b4%ef%bc%81\/","title":{"rendered":"Breakthrough! New method for real-time phenology monitoring goes live Breakthrough!"},"content":{"rendered":"<p style=\"font-size:20px\">\ud83c\udf31 Chinese research team utilizes ground-based NDVI cameras + machine learning to create a high-precision real-time monitoring system for corn phenology! \ud83c\udf31<br>\u2705 Fusion of spectral and textural features to crack the traditional satellite data lag problem<br>\u2705 Stacked Integrated Learning (SEL) model for accurate identification of BBCH phenological stages<br>\u2705 Real-time monitoring of leaf age, plant height, leaf area index, cover, plant density<br>\u2705 All-weather high-frequency observation for real-time decision support for precision fertilizer\/irrigation application<br><br>\ud83d\udc49 Highlights Express:<br>\u2705 Dual-light camera: NDVI+RGB color weather camera data hits the field details directly, at least 30 days earlier than satellite<br>\u2705 Bi-dimensional fusion: texture + spectral bi-dimensional modeling, breaking through the single feature limitations<br>\u2705 Data open source: more than 5000 real-time multi-spectral images of crops open source use (please leave a message if you need), modeling methods can be adapted to multi-crops, currently being adapted to real-time monitoring of the climate of the southern tea branch citrus, the future is promising!<br>\u2705 Domestic instrument: Multi-spectral weathering camera produced by StarView (www.xingshitu.com) Supported the publication of high-level academic papers (CAS Region I, Impact Factor 6.3)<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"426\" src=\"http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-1024x426.png\" alt=\"\" class=\"wp-image-2226\" srcset=\"http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-1024x426.png 1024w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-300x125.png 300w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-150x62.png 150w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-768x319.png 768w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-18x7.png 18w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center has-small-font-size\">Figure 1 Thesis cover<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-1-1024x768.png\" alt=\"\" class=\"wp-image-2227\" srcset=\"http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-1-1024x768.png 1024w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-1-300x225.png 300w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-1-150x113.png 150w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-1-768x576.png 768w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-1-16x12.png 16w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-1.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center has-small-font-size\">Figure 2 Example of RGB color image (June 14, 2024, imaging time 19:03)<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-2-1024x768.png\" alt=\"\" class=\"wp-image-2228\" srcset=\"http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-2-1024x768.png 1024w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-2-300x225.png 300w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-2-150x113.png 150w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-2-768x576.png 768w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-2-16x12.png 16w, http:\/\/www.xingshitu.com\/wp-content\/uploads\/2025\/03\/image-2.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center has-small-font-size\">Figure 3 Example of a near-infrared image (June 14, 2024, imaging time 19:03)<\/p>\n\n\n\n<p style=\"font-size:20px\">\ud83c\udf3d Self-developed intelligent dual-optical camera reveals crop growth details from multiple spectral dimensions<\/p>\n\n\n\n<p style=\"font-size:20px\">\ud83c\udf3d Application extension: we can apply the multispectral camera to many fields such as crop growth monitoring, early warning of pests and diseases, etc. We are looking forward to cooperation!<\/p>\n\n\n\n<p style=\"font-size:20px\">\ud83c\udf3e\ud83d\ude9c Link to the paper: https:\/\/doi.org\/10.1016\/j.atech.2025.100850<br><\/p>","protected":false},"excerpt":{"rendered":"<p>\ud83c\udf31\u4e2d\u56fd\u79d1\u7814\u56e2\u961f\u5229\u7528\u5730\u9762NDVI\u76f8\u673a+\u673a\u5668\u5b66\u4e60\uff0c\u6253\u9020\u9ad8\u7cbe\u5ea6\u7389\u7c73\u7269\u5019\u5b9e\u65f6\u76d1\u6d4b\u7cfb\u7edf\uff01\ud83c\udf31\u2705 \u878d\u5408\u5149\u8c31\u4e0e\u7eb9\u7406\u7279\u5f81\uff0c\u7834\u89e3\u4f20 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"footnotes":""},"categories":[115],"tags":[],"class_list":["post-2225","post","type-post","status-publish","format-standard","hentry","category--zh-cn"],"_links":{"self":[{"href":"http:\/\/www.xingshitu.com\/en\/wp-json\/wp\/v2\/posts\/2225","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.xingshitu.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.xingshitu.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.xingshitu.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.xingshitu.com\/en\/wp-json\/wp\/v2\/comments?post=2225"}],"version-history":[{"count":1,"href":"http:\/\/www.xingshitu.com\/en\/wp-json\/wp\/v2\/posts\/2225\/revisions"}],"predecessor-version":[{"id":2229,"href":"http:\/\/www.xingshitu.com\/en\/wp-json\/wp\/v2\/posts\/2225\/revisions\/2229"}],"wp:attachment":[{"href":"http:\/\/www.xingshitu.com\/en\/wp-json\/wp\/v2\/media?parent=2225"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.xingshitu.com\/en\/wp-json\/wp\/v2\/categories?post=2225"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.xingshitu.com\/en\/wp-json\/wp\/v2\/tags?post=2225"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}