[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-148":3,"related-148":58},{"id":4,"title":5,"url":6,"summary":7,"summary_zh":8,"content":9,"source_name":10,"source_url":8,"published_at":11,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":15,"score_detail":16,"sources":24,"tags":26,"primary_topic":8,"secondary_topics":27,"classification":28,"search_phrases":53,"slug":54,"view_count":55,"doi":56,"paper":8,"created_at":57},148,"Edge computing and RGB phenotyping enables machine learning-driven salinity monitoring in peppermint","https:\u002F\u002Flink.springer.com\u002Farticle\u002F10.1007\u002Fs10725-026-09234-x","本研究提出一种集成的表型分析框架,结合RGB成像、机器学习以及边缘计算功能的无线传感器网络,用于准确检测薄荷在0\u002F100\u002F200 mM NaCl浓度下的三种盐分胁迫程度。在10天内每天采集侧视图和正视图图像,采用RGB颜色信息+直方图颜色信息两种互补特征提取方法。正视图图像仅使用两个特征即可通过Fine KNN模型实现高达98.30%的分类精度;紧凑型配置下宽神经网络(内存占用仅0.010 MB)实现近乎完美的100%分类精度;SHAP可解释性分析显示盐分胁迫的典型特征为植被绿色度下降、色调变化增加以及冠层收缩。",null,"## Your privacy, your choice\n\nWe use essential cookies to make sure the site can function. We also use optional cookies for advertising, personalisation of content, usage analysis, and social media, as well as to allow video information to be shared for both marketing, analytics and editorial purposes.\n\nBy accepting optional cookies, you consent to the processing of your personal data - including transfers to third parties. Some third parties are outside of the European Economic Area, with varying standards of data protection.\n\nSee our [privacy policy](https:\u002F\u002Flink.springer.com\u002Fprivacystatement) for more information on the use of your personal data.\n\nfor further information and to change your choices.","Plant Growth Regulation 2026-07-28","2026-07-28T00:00:00Z","论文",10,false,70,{"impact":17,"substance":18,"depth":19,"authority":20,"freshness":21,"relevant":22,"comment":23},18,20,16,12,4,1,"论文结合边缘计算与RGB表型分析监测薄荷盐分，方法新颖，数据可靠，但时效性稍差。",[25],{"name":10,"url":6},[],[],{"status":29,"locked":14,"version":30,"method":31,"evidence":32},"needs_review","2026-10-22.2","rules",{"candidates":33,"agricultural_evidence":14,"reason":52},[34,44],{"code":35,"score":36,"supported":37,"title":38,"abstract":40,"tags":43},"I5",14,true,[39],"edge computing",[41,42],"边缘计算","无线传感",[],{"code":45,"score":46,"supported":37,"title":47,"abstract":49,"tags":51},"I2",11,[48],"machine learning",[50],"机器学习",[],"农业相关性需要复核",[],"EdgecomputingandRGBphenotypingenablesmac-148",8,"10.1007\u002Fs10725-026-09234-x","2026-08-01T06:01:55.461048Z",{"total":59,"page":22,"page_size":22,"items":60},0,[]]