[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-3964":3,"related-3964":97},{"id":4,"title":5,"url":6,"summary":7,"summary_zh":8,"content":9,"source_name":10,"source_url":6,"published_at":11,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":15,"score_detail":16,"sources":24,"tags":26,"primary_topic":32,"secondary_topics":38,"classification":39,"search_phrases":63,"slug":66,"view_count":67,"doi":68,"paper":69,"created_at":96},3964,"Use of smartphone images in the evaluation of weed control with glyphosate: A computational approach using Random Forest","https:\u002F\u002Fdoi.org\u002F10.1016\u002Fj.compag.2026.112497","The evaluation of herbicide control efficacy is essential in integrated weed management, and this information is fed back into the database for future crop protection actions. The evaluation of weed control using herbicides is carried out based on on-site visual evaluations, which can be time-consuming and imprecise. In this study, models capable of evaluating the efficacy of Urochloa brizantha control by glyphosate were proposed using computational image analysis with Random Forest. The images were obtained with a smartphone in an area with U. brizantha infestation desiccated by glyphosate. To stratify the control response, glyphosate doses of 0, 144, 288, 576, 864, 1152, and 1440 g a.e. ha −1 were applied. For model estimation, 27 vegetation indices were used as input variables, with the objective of estimating control based on visual evaluation data and on control percentage data determined by the plant mass killed by the action of the herbicide. The model developed with data from visual control scores presented excellent performance, both in training (r 2 of 0.92) and in validation (r 2 of 0.92). The model trained with the percentage of dead plant mass also presented satisfactory performance, with an r 2 of 0.88 for the training sample and 0.90 for the validation sample. The proposed evaluation method presents advantages over the usual methods, due to the ease of obtaining smartphone images and the possibility of inserting the indices and models developed in mobile applications.","除草剂防效评价是杂草综合治理中的关键环节，其信息可反馈至数据库以指导未来的作物保护决策。目前，除草剂杂草防效评价主要依赖田间目测，该方法耗时且不够精确。本研究利用随机森林（Random Forest）结合计算图像分析，构建了能够评估草甘膦对俯仰臂形草（Urochloa brizantha）防效的模型。图像通过智能手机在草甘膦灭杀的俯仰臂形草侵染区域获取。为划分防效梯度，设置了0、144、288、576、864、1152和1440 g a.e. ha⁻¹的草甘膦剂量处理。模型估算以27个植被指数作为输入变量，目标为基于目测评价数据和由除草剂作用导致的植株死亡质量确定的防效百分比数据进行防效估算。基于目测防效评分数据开发的模型表现优异，训练集r²为0.92，验证集r²为0.92。基于植株死亡质量百分比训练的模型同样表现良好，训练样本r²为0.88，验证样本r²为0.90。所提出的评价方法相较常规方法具有优势，原因在于智能手机图像获取便捷，且所开发的指数和模型可嵌入移动应用程序中。",null,"Computers and Electronics in Agriculture","2026-10-01T00:00:00Z","论文",10,false,79,{"impact":17,"substance":18,"depth":19,"authority":20,"freshness":21,"relevant":22,"comment":23},16,22,18,14,9,1,"核心期刊论文，用手机图像与随机森林实现除草效果快速评估，方法新颖且可落地移动应用，值得进入每日精选。",[25],{"name":10,"url":6},[27,28,29,30,31],"智慧农业","随机森林","杂草防控","草甘膦","手机图像识别",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},"F4","crop-protection","农药与绿色防控","\u002Ftopic\u002Finputs-equipment\u002Fcrop-protection","F",[],{"status":40,"locked":14,"version":41,"method":42,"evidence":43},"classified","2026-10-22.2","rules",{"candidates":44,"agricultural_evidence":46},[45,53,58],{"code":33,"score":19,"supported":46,"title":47,"abstract":49,"tags":52},true,[48],"weed control",[50,51,48],"除草","crop protection",[29],{"code":54,"score":22,"supported":14,"title":55,"abstract":56,"tags":57},"I1",[],[],[27],{"code":59,"score":22,"supported":14,"title":60,"abstract":61,"tags":62},"I2",[],[],[28],[64,65],"手机图像 杂草防控 草甘膦","Random Forest 杂草 评估","手机图像杂草防控草甘膦-3964",0,"10.1016\u002Fj.compag.2026.112497",{"doi":68,"openalex_id":70,"authors":71,"venue":10,"cited_by_count":67,"oa_url":6,"card":89,"direction":93,"ingested_from":95},"W7215049668",[72,74,77,80,82,84,86],{"name":73,"orcid":9},"Israel Gomes Cruz",{"name":75,"orcid":76},"Alcinei Mí­stico Azevedo","https:\u002F\u002Forcid.org\u002F0000-0001-5196-0851",{"name":78,"orcid":79},"Richardson Fernandes de Souza","https:\u002F\u002Forcid.org\u002F0000-0001-9065-9527",{"name":81,"orcid":9},"Gabriel Martins Afonso",{"name":83,"orcid":9},"Luan Silva Donato",{"name":85,"orcid":9},"Victor Augustus Vasconcelos Oliveira",{"name":87,"orcid":88},"Leonardo David Tuffi Santos","https:\u002F\u002Forcid.org\u002F0000-0002-9362-778X",{"tldr":90,"method":91,"finding":92,"direction":93,"opportunity":94},"用智能手机图像和随机森林模型评估草甘膦对杂草的防效。","智能手机拍摄杂草图像，提取27个植被指数，随机森林建模。","基于视觉评分和死株率的模型验证r²分别达0.92和0.90，效果优异。","农业人工智能与决策模型","可开发移动端杂草防效实时评估应用，并拓展至其他除草剂与作物场景。","openalex","2026-10-02T23:30:01.575485Z",{"total":98,"page":22,"page_size":98,"items":99},6,[100,222,275,357,412,469],{"id":101,"title":102,"url":103,"summary":104,"summary_zh":105,"content":9,"source_name":106,"source_url":103,"published_at":107,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":108,"score_detail":109,"sources":114,"tags":116,"primary_topic":122,"secondary_topics":123,"classification":124,"search_phrases":183,"slug":186,"view_count":67,"doi":187,"paper":188,"created_at":221},5480,"Sustainable Plant Disease Management: Current Advances, Challenges, and Future Directions","https:\u002F\u002Fdoi.org\u002F10.3390\u002Fsu182010661","Sustainable plant disease management is essential for maintaining agricultural productivity, environmental health, and global food security. Climate change has increased crop vulnerability to emerging and re-emerging plant diseases, posing significant challenges for agricultural sustainability. Although synthetic chemical pesticides have long been effective for disease control, their extensive use is increasingly questioned because of environmental contamination, pathogen resistance, and potential risks to human and ecosystem health. Consequently, plant disease management (PDM) is shifting toward more sustainable and integrated approaches. Future strategies are expected to incorporate multiple disciplines, including: (i) biological control and microbiome engineering to enhance natural plant defense mechanisms; (ii) advanced molecular and genomic technologies, such as CRISPR\u002FCas systems, RNA interference (RNAi), and epigenome editing, to develop durable disease resistance; (iii) smart delivery systems for the precise application of antimicrobial compounds and defense elicitors; (iv) nanotechnology-based platforms for the targeted delivery of nutrients, pesticides, and biocontrol agents, improving efficacy while reducing chemical inputs; (v) digital and precision agriculture technologies, including remote sensing, unmanned aerial vehicles (UAVs), and artificial intelligence (AI)-based diagnostics, to facilitate real-time disease surveillance and targeted interventions; and (vi) agroecological practices such as crop diversification, soil health restoration, and climate-smart farming to enhance agroecosystem resilience. These innovations aim not only to suppress plant pathogens but also to build sustainable, adaptive, and resilient agricultural systems that address future environmental and biological challenges.","可持续的植物病害管理对于维持农业生产力、环境健康和全球粮食安全至关重要。气候变化加剧了作物对新发和再发植物病害的脆弱性，给农业可持续性带来了重大挑战。尽管合成化学农药长期以来在病害防控中行之有效，但其广泛使用正日益受到质疑，原因包括环境污染、病原菌抗药性以及对人类和生态系统健康的潜在风险。因此，植物病害管理（plant disease management, PDM）正转向更加可持续和综合的途径。未来的策略预计将融合多个学科，包括：(i) 生物防治和微生物组工程，以增强植物天然防御机制；(ii) 先进的分子和基因组技术，如CRISPR\u002FCas系统、RNA干扰（RNAi）和表观基因组编辑，以培育持久抗病性；(iii) 用于精准施用抗菌化合物和防御诱导子的智能递送系统；(iv) 基于纳米技术的平台，用于靶向递送养分、农药和生物防治剂，在提高功效的同时减少化学投入；(v) 数字和精准农业技术，包括遥感、无人机（UAVs）和基于人工智能（AI）的诊断，以促进实时病害监测和靶向干预；以及(vi) 农业生态实践，如作物多样化、土壤健康恢复和气候智慧型农业，以增强农业生态系统的韧性。这些创新不仅旨在抑制植物病原菌，还旨在构建可持续、适应性强且具有韧性的农业系统，以应对未来的环境和生物挑战。","Sustainability","2026-10-20T00:00:00Z",81,{"impact":18,"substance":110,"depth":19,"authority":111,"freshness":112,"relevant":22,"comment":113},20,13,8,"系统综述可持续植物病害管理六大技术方向，涵盖AI诊断、纳米递送与基因编辑，对智慧农业与绿色防控具参考价值。",[115],{"name":106,"url":103},[27,117,118,119,120,121],"精准农业","基因编辑","植物病害","生物防治","纳米技术",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},[],{"status":40,"locked":14,"version":41,"method":42,"evidence":125},{"candidates":126,"agricultural_evidence":46},[127,132,138,145,152,159,166,173,178],{"code":54,"score":112,"supported":46,"title":128,"abstract":129,"tags":131},[],[117,130],"precision agriculture",[27,117],{"code":33,"score":133,"supported":46,"title":134,"abstract":135,"tags":137},7,[],[136,120],"农药",[120],{"code":139,"score":98,"supported":46,"title":140,"abstract":141,"tags":144},"A8",[],[142,143],"粮食安全","food security",[],{"code":146,"score":98,"supported":46,"title":147,"abstract":148,"tags":151},"H2",[],[149,150],"土壤","soil",[],{"code":153,"score":98,"supported":46,"title":154,"abstract":155,"tags":158},"H7",[],[156,157],"气候变化","climate change",[],{"code":160,"score":98,"supported":46,"title":161,"abstract":162,"tags":165},"I3",[],[163,164],"遥感","remote sensing",[],{"code":167,"score":168,"supported":46,"title":169,"abstract":170,"tags":172},"H6",3,[],[171],"农业生态",[],{"code":59,"score":168,"supported":46,"title":174,"abstract":175,"tags":177},[],[176],"artificial intelligence",[],{"code":179,"score":22,"supported":14,"title":180,"abstract":181,"tags":182},"F2",[],[],[118],[184,185],"CRISPR RNAi 作物抗病","基因编辑 智慧农业 植物病害 生物防治","CRISPRRNAi作物抗病-5480","10.3390\u002Fsu182010661",{"doi":187,"openalex_id":189,"authors":190,"venue":106,"cited_by_count":67,"oa_url":103,"card":215,"direction":219,"ingested_from":95},"W7223044776",[191,194,197,200,203,206,209,212],{"name":192,"orcid":193},"Karim M. Hassan","https:\u002F\u002Forcid.org\u002F0000-0002-1241-2307",{"name":195,"orcid":196},"Basma T. Abd-Elhalim","https:\u002F\u002Forcid.org\u002F0000-0002-3009-332X",{"name":198,"orcid":199},"Mohamed K. Abou El-Nasr","https:\u002F\u002Forcid.org\u002F0000-0003-1451-833X",{"name":201,"orcid":202},"Essam Yosef Abdul-Hafeez","https:\u002F\u002Forcid.org\u002F0000-0003-4744-4672",{"name":204,"orcid":205},"Ahmed N. Abdelhamid","https:\u002F\u002Forcid.org\u002F0000-0002-1326-7885",{"name":207,"orcid":208},"Mostafa Abdelkader","https:\u002F\u002Forcid.org\u002F0000-0003-2339-5087",{"name":210,"orcid":211},"Mohamed Abd El-Hamed Nasser","https:\u002F\u002Forcid.org\u002F0000-0002-0328-2969",{"name":213,"orcid":214},"Mahmoud A. A. Ali","https:\u002F\u002Forcid.org\u002F0000-0002-9062-0048",{"tldr":216,"method":217,"finding":218,"direction":219,"opportunity":220},"综述植物病害可持续管理的多学科前沿进展、挑战与未来方向。","文献综述，整合生物防治、基因编辑、纳米递送、数字农业与生态农艺。","未来病害管理需融合生物、分子、纳米与数字技术构建韧性农业系统。","智慧农业 \u002F 农业物联网","遥感、无人机与AI诊断的实时病害监测闭环仍缺田间验证与低成本落地研究。","2026-10-21T23:30:09.242484Z",{"id":223,"title":224,"url":225,"summary":226,"summary_zh":9,"content":227,"source_name":228,"source_url":9,"published_at":229,"category":230,"cover_url":9,"hotness":13,"is_selected":14,"score":231,"score_detail":232,"sources":234,"tags":236,"primary_topic":241,"secondary_topics":242,"classification":243,"search_phrases":270,"slug":273,"view_count":22,"doi":9,"paper":9,"created_at":274},5108,"广西西林:粤桂协作赋能 深山桔园请来「AI管家」 化肥农药减量20%以上","https:\u002F\u002Fdifang.gmw.cn\u002Fgx\u002F2026-10\u002F16\u002Fcontent_39050109.htm","广西百色市西林县古障镇仙仁掌村桔园,无人机升空巡测快速识别叶片黄化、缺水、病虫害等异常。依托粤桂协作对口帮扶资源,西林联合深圳市罗湖区、深圳市丰农控股,在233亩核心示范基地搭建「无人机+AI」全域监测平台,气象、墒情、虫情、灾情监测设备全天候运行。核心示范区化肥、农药用量减少20%以上,人工管护成本下降30%,果树亩均产量提升15%,优质果率提高8个百分点;全镇果园管理效率提升60%,每年减少农业灾害损失100万至150万元,全域每年节约农资成本超1426万元。","![Image 3](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002FgmwLogo_share.jpg)\n\n点击右上角![Image 4](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fmgmw\u002Ficonshare.png)微信好友\n\n![Image 5](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fmgmw\u002Fpengyouquan.png)朋友圈\n\n![Image 6](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fmgmw\u002Flayershare.png)\n\n请使用浏览器分享功能进行分享\n\n![Image 7](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fmgmw\u002Farrow.png)\n\n[![Image 8: 地方频道](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fcontentlogo\u002F12684.gif)](https:\u002F\u002Fdifang.gmw.cn\u002F)\n\n![Image 9](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fmgmw\u002Fmline.png)![Image 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[时评](https:\u002F\u002Fguancha.gmw.cn\u002F)\n*   [理论](https:\u002F\u002Ftheory.gmw.cn\u002F)\n*   [文化](https:\u002F\u002Fculture.gmw.cn\u002F)\n*   [科技](https:\u002F\u002Ftech.gmw.cn\u002F)\n*   [教育](https:\u002F\u002Fedu.gmw.cn\u002F)\n*   [![Image 13](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fconimages\u002Fcon_headIcon.png)](https:\u002F\u002Fwww.gmw.cn\u002Fmap.htm)\n\n正在阅读：广西西林:粤桂协作赋能，深山桔园请来 “AI 管家”\n\n[首页](https:\u002F\u002Fwww.gmw.cn\u002F)>[![Image 14](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fcontentlogo\u002F12684.gif)](https:\u002F\u002Fdifang.gmw.cn\u002F)[地方频道](https:\u002F\u002Fdifang.gmw.cn\u002F)>[地方频道－广西](https:\u002F\u002Fdifang.gmw.cn\u002Fgx\u002F)>[当地新闻](https:\u002F\u002Fdifang.gmw.cn\u002Fgx\u002Fnode_12944.htm)>正文\n\n# 广西西林:粤桂协作赋能，深山桔园请来 “AI 管家”\n\n来源：[光明日报客户端](https:\u002F\u002Fapp.gmdaily.cn\u002Fas\u002Fopened\u002Fn\u002F59cdd34806ab4ec7b66540c2cb9dc89e)2026-10-16 12:43\n\n[](https:\u002F\u002Fdifang.gmw.cn\u002Fgx\u002F2026-10\u002F16\u002Fcontent_39050109.htm)[X](javascript:;)[](https:\u002F\u002Fdifang.gmw.cn\u002Fgx\u002F2026-10\u002F16\u002Fcontent_39050109.htm)\n\n清晨，广西百色市西林县古障镇仙仁掌村桔园，晨露未消，无人机升空巡测，快速识别叶片黄化、缺水、病虫害等果园异常。智慧管护，正成为当地沙糖桔产业的生产常态。\n\n西林是“中国沙糖桔之乡”，沙糖桔种植面积达22.46万亩，是群众增收的支柱产业。但境内山地多、果园地块零散，长期沿用传统管护模式，施肥打药依靠经验，收成受天气影响大。粗放种植造成果品品质不稳定，病虫害、自然灾害带来减产风险，制约产业效益提升。\n\n![Image 15: twitter](https:\u002F\u002Fimgdifang.gmw.cn\u002Fattachement\u002Fpng\u002Fsite2\u002F20261016\u002Fe4232a100a384446b18875424e94dd72.png)\n\n依托粤桂协作对口帮扶资源，西林联合深圳市罗湖区、深圳市丰农控股，在古障镇仙仁掌村打造智慧农业试点，搭建“无人机+AI”全域监测平台，探索山地桔园数字化管护，破解“看天吃饭”困境。\n\n在233亩核心示范基地，气象、墒情、虫情、灾情监测设备全天候运行，无人机定期空中巡园，土壤、病虫害、气象等数据实时回传。AI系统自动分析研判，给出农事指导，改变过去果农肉眼巡查果园的传统方式。\n\n项目按照“基地做示范，全镇一张图，全县一个码”三步走推进智慧果园建设。先以上、下俄屯基地打造样板，配套海拔梯度采集点，跑通“数据采集—AI建模—标准输出”流程，优化适配本地沙糖桔的算法模型，解决智慧农业技术“水土不服”问题。第二步完成全镇7.13万亩沙糖桔标准化航测，建成“产业一张图”数字平台，地块信息、产业风险一屏可查，产业管理由凭经验估变为凭数据管。第三步打造“掌上桔事”小程序，把灾害预警、农事指导、AI问诊直达农户手机。目前小程序正在内测，上线后将惠及全县8万多户果农。\n\n![Image 16: twitter](https:\u002F\u002Fimgdifang.gmw.cn\u002Fattachement\u002Fpng\u002Fsite2\u002F20261016\u002Ff025b13ba3384034afba14495fc87f4d.png)\n\n“以前种果全靠摸索，天天跑果园巡查，病虫害也不好分辨。现在靠AI系统管护省心很多，期待明年好收成。”首批试点果农、古障镇仙仁掌村上俄屯组长秦锋说。\n\n数字化落地成效显著。核心示范区化肥、农药用量减少20%以上，人工管护成本下降30%，果树亩均产量提升15%，优质果率提高8个百分点；全镇果园管理效率提升60%，每年减少农业灾害损失100万至150万元，全域每年节约农资成本超1426万元。\n\n不少地方智慧农业容易变成观赏“盆景”。西林立足山地特点，聚焦生产实效、农户增收，让数字技术扎根田间。丰农控股广西总经理陈洁介绍，依托AI技术加持，深山沙糖桔产业迎来新机遇。西林计划用三到五年推动沙糖桔产业从“靠人力、凭经验”转向“靠系统、用数据”，打造山地沙糖桔全链路数智化样板。（光明日报全媒体记者 周仕兴 通讯员 杨先能）\n\n[ 责编：王宏泽 ]\n\n阅读剩余全文（）\n\n![Image 17](https:\u002F\u002Fimg.gmw.cn\u002Fcontent_banner\u002Fcontent_840x120_qrcodes.jpg)\n\n## 相关阅读\n\n*   [![Image 18](https:\u002F\u002Fdifang.gmw.cn\u002Fgx\u002F2026-10\u002F16\u002Fcontent_39050109.htm)](javascript:;)    \n*   [![Image 19](https:\u002F\u002Fdifang.gmw.cn\u002Fgx\u002F2026-10\u002F16\u002Fcontent_39050109.htm)](javascript:;)    \n*   [](javascript:;)[](javascript:;)[](javascript:;)[](javascript:;)\n\n## 您此时的心情\n\n[![Image 20: 光明云投](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fconimages\u002Fyuntoulogo.png)](https:\u002F\u002Fvote.gmw.cn\u002F)\n\n新闻表情排行[日](https:\u002F\u002Fwww.gmw.cn\u002Fmotionsdaytop.htm)\u002F[周](https:\u002F\u002Fwww.gmw.cn\u002Fmotionsweektop.htm)\n\n*   [![Image 21](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fconimages\u002Fico_motion_1.png)](https:\u002F\u002Fdifang.gmw.cn\u002Fgx\u002F2026-10\u002F16\u002Fcontent_39050109.htm)开心   0   \n*   [![Image 22](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fconimages\u002Fico_motion_2.png)](https:\u002F\u002Fdifang.gmw.cn\u002Fgx\u002F2026-10\u002F16\u002Fcontent_39050109.htm)难过   0   \n*   [![Image 23](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fconimages\u002Fico_motion_3.png)](https:\u002F\u002Fdifang.gmw.cn\u002Fgx\u002F2026-10\u002F16\u002Fcontent_39050109.htm)点赞   0   \n*   [![Image 24](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002Fconimages\u002Fico_motion_4.png)](https:\u002F\u002Fdifang.gmw.cn\u002Fgx\u002F2026-10\u002F16\u002Fcontent_39050109.htm)飘过   0   \n\n## 视觉焦点\n\n*   [![Image 25](https:\u002F\u002Fimgdifang.gmw.cn\u002Fattachement\u002Fjpg\u002Fsite2\u002F20261016\u002F3ab721cf47be4960823a8636e4478b8e.jpg)](https:\u002F\u002Fkepu.gmw.cn\u002F2026-10\u002F16\u002Fcontent_39050695.htm)  \n来中国科技馆，和科学家击掌！\n\n*   [![Image 26](https:\u002F\u002Fimgdifang.gmw.cn\u002Fattachement\u002Fjpg\u002Fsite2\u002F20261016\u002F115e67cd19084c568c2edd94f9e6391c.jpg)](https:\u002F\u002Ftheory.gmw.cn\u002F2026-10\u002F16\u002Fcontent_39046807.htm)  \n理响中国·幸福有“理”\n\n## 最热文章\n\n*   [一见·习近平主席三封广交会贺信的“开放”底色](https:\u002F\u002Fpolitics.gmw.cn\u002F2026-10\u002F16\u002Fcontent_39050949.htm) 1\n*   [和总书记面对面丨每一代人都要走好自己的长征路](https:\u002F\u002Fpolitics.gmw.cn\u002F2026-10\u002F16\u002Fcontent_39050945.htm) 2\n*   [微视频丨聆听总书记深情话语 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27](https:\u002F\u002Fimgdifang.gmw.cn\u002Fattachement\u002Fjpg\u002Fsite2\u002F20260918\u002Fdcd47048fbc148c18e29bbf71cbb75c6.jpg)](https:\u002F\u002Ftopics.gmw.cn\u002Fnode_170734.htm) [赓续长征精神 奋进复兴征程](https:\u002F\u002Ftopics.gmw.cn\u002Fnode_170734.htm)  [第十一个全民国家安全教育日](https:\u002F\u002Ftopics.gmw.cn\u002Fnode_168693.htm) [![Image 28](https:\u002F\u002Fimgdifang.gmw.cn\u002Fattachement\u002Fjpg\u002Fsite2\u002F20260415\u002F005056b837832b49959d02.jpg)](https:\u002F\u002Ftopics.gmw.cn\u002Fnode_168693.htm)  \n*   [![Image 29](https:\u002F\u002Fimgdifang.gmw.cn\u002Fattachement\u002Fjpg\u002Fsite2\u002F20260918\u002F0aba89129d0f45b8a77ac2b07d7dbfeb.jpg)](https:\u002F\u002Ftopics.gmw.cn\u002Fnode_170718.htm) [2026年亚运会](https:\u002F\u002Ftopics.gmw.cn\u002Fnode_170718.htm)  [树立和践行正确政绩观](https:\u002F\u002Ftopics.gmw.cn\u002Fnode_168213.htm) [![Image 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09:41\n\n[](https:\u002F\u002Ftech.gmw.cn\u002F2026-10\u002F14\u002Fcontent_39045297.htm)\n\n[面对AI，如何成为会提问的人](https:\u002F\u002Ftech.gmw.cn\u002F2026-10\u002F14\u002Fcontent_39045297.htm)\n\n如今，AI正改变许多行业的底层逻辑，固守单一思维模式将面临严峻挑战，文理兼备、跨界融合才是稀缺能力——既有理科生的技术思维和逻辑能力，又有文科生的人文洞察和情感素养。未来更有竞争力的，可能不是最典型的文科生或理科生，而是既有专业深度，又能跨学科解决问题的人。\n\n2026-10-14 09:48\n\n[](https:\u002F\u002Ftech.gmw.cn\u002F2026-10\u002F14\u002Fcontent_39045293.htm)\n\n[深海科技，下水见真章](https:\u002F\u002Ftech.gmw.cn\u002F2026-10\u002F14\u002Fcontent_39045293.htm)\n\n不久前，在海南三亚崖州湾科技城，一场名为“青年π”的海洋主题对话临海开讲。高频下潜试出的不只有装备可靠性，也不断刷新人们对深海的认识。同一园区，由哈尔滨工程大学南海研究院孵化的海南水之声海洋科技有限公司，正给海洋装备搭水下“Wi－Fi”。\n\n2026-10-14 09:49\n\n[](https:\u002F\u002Ftech.gmw.cn\u002F2026-10\u002F13\u002Fcontent_39042838.htm)\n\n[重点人群尽量在流感季来临前接种疫苗](https:\u002F\u002Ftech.gmw.cn\u002F2026-10\u002F13\u002Fcontent_39042838.htm)\n\n目前各地正在开展流感疫苗接种。今年开始，国家对农村地区“一老一小”重点人群实施免费接种等相关支持性政策。为什么要接种流感疫苗？去年接种过，今年是否还需要接种？到哪里接种？\n\n2026-10-13 10:03\n\n[](https:\u002F\u002Ftech.gmw.cn\u002F2026-10\u002F13\u002Fcontent_39042835.htm)\n\n[让山河可触，尊严可感](https:\u002F\u002Ftech.gmw.cn\u002F2026-10\u002F13\u002Fcontent_39042835.htm)\n\n我国城市盲道总里程以万公里计，公共场所无障碍设施持续铺开。数字世界的“盲道”畅通起来。精神文化的“视界”也在扩大。中国传媒大学师生发起的“光明影院”项目，近十年间每年制作上百部无障碍电影，把电影送到视障朋友耳边，今年还走进联合国教科文组织总部举办专场放映。\n\n2026-10-13 10:01\n\n[](https:\u002F\u002Fpolitics.gmw.cn\u002F2026-10\u002F13\u002Fcontent_39042222.htm)\n\n[截至今年上半年我国生成式人工智能用户规模超7亿人](https:\u002F\u002Fpolitics.gmw.cn\u002F2026-10\u002F13\u002Fcontent_39042222.htm)\n\n记者近期从中国互联网络信息中心获悉：截至今年上半年，我国生成式人工智能用户规模超7亿人，普及率超50%。\n\n2026-10-13 09:58\n\n[加载更多](javascript:void(0);)\n\n光明网版权所有\n\n*   [光明日报社概况](https:\u002F\u002Fabout.gmw.cn\u002Fnode_21441.htm)\n*   [关于光明网](https:\u002F\u002Fabout.gmw.cn\u002Faboutus.htm)\n*   [报网动态](https:\u002F\u002Fabout.gmw.cn\u002Fnode_8926.htm)\n*   [联系我们](https:\u002F\u002Fabout.gmw.cn\u002Fnode_46280.htm)\n*   [法律声明](https:\u002F\u002Fabout.gmw.cn\u002Fnode_46279.htm)\n*   [光明网邮箱](https:\u002F\u002Fmail.gmw.cn\u002F)\n*   [网站地图](https:\u002F\u002Fwww.gmw.cn\u002Fmap.htm)\n\n![Image 33](https:\u002F\u002Fchannel-analysis.gmw.cn\u002F1.gif?s=1792195992041&cl=12944&pd=2026-10-16&ci=39050109&r=https:\u002F\u002Fdifang.gmw.cn\u002Fgx\u002F2026-10\u002F16\u002Fcontent_39050109.htm&at=%E7%8E%8B%E5%AE%8F%E6%B3%BD&tt=%E5%B9%BF%E8%A5%BF%E8%A5%BF%E6%9E%97:%E7%B2%A4%E6%A1%82%E5%8D%8F%E4%BD%9C%E8%B5%8B%E8%83%BD%EF%BC%8C%E6%B7%B1%E5%B1%B1%E6%A1%94%E5%9B%AD%E8%AF%B7%E6%9D%A5%20%E2%80%9CAI%20%E7%AE%A1%E5%AE%B6%E2%80%9D%20_%E5%85%89%E6%98%8E%E7%BD%91)\n\n[](https:\u002F\u002Fwww.facebook.com\u002Fguangmingonline)[](https:\u002F\u002Fwww.facebook.com\u002Fguangmingonline)\n\n[](https:\u002F\u002Ftwitter.com\u002FGuangming_Daily)[](https:\u002F\u002Ftwitter.com\u002FGuangming_Daily)\n\n[](javascript:;)","光明日报全媒体 光明网地方频道 2026 年 10 月 16 日","2026-10-16T00:00:00Z","报道",77,{"impact":19,"substance":110,"depth":17,"authority":111,"freshness":13,"relevant":22,"comment":233},"粤桂协作推动山地桔园AI全域监测落地，化肥农药减量20%以上、亩均增产15%等数据具体，是智慧农业从示范盆景走向生产实效的可复制样本。",[235],{"name":228,"url":225},[237,27,238,239,240],"数字乡村","农业人工智能","粤桂协作","沙糖桔",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},[],{"status":40,"locked":14,"version":41,"method":42,"evidence":244},{"candidates":245,"agricultural_evidence":46},[246,251,257,261,265],{"code":33,"score":247,"supported":46,"title":248,"abstract":249,"tags":250},11,[136],[136],[],{"code":252,"score":168,"supported":46,"title":253,"abstract":254,"tags":256},"B2",[],[255],"果树",[],{"code":54,"score":22,"supported":14,"title":258,"abstract":259,"tags":260},[],[],[27],{"code":59,"score":22,"supported":14,"title":262,"abstract":263,"tags":264},[],[],[238],{"code":266,"score":22,"supported":14,"title":267,"abstract":268,"tags":269},"I6",[],[],[237],[271,272],"广西西林 沙糖桔 AI管家","粤桂协作 智慧果园 西林","广西西林沙糖桔AI管家-5108","2026-10-17T00:13:01.843117Z",{"id":276,"title":277,"url":278,"summary":279,"summary_zh":280,"content":9,"source_name":281,"source_url":278,"published_at":282,"category":12,"cover_url":9,"hotness":283,"is_selected":14,"score":284,"score_detail":285,"sources":289,"tags":294,"primary_topic":299,"secondary_topics":300,"classification":301,"search_phrases":332,"slug":335,"view_count":67,"doi":336,"paper":337,"created_at":356},5069,"The impact of digital technology on green economies","https:\u002F\u002Fdoi.org\u002F10.3389\u002Ffsufs.2026.1787960","Introduction Digital agriculture is regarded as an important instrument for achieving green economies, with the potential to raise productivity while reducing environmental impacts. This study explores how digitalization in agriculture affects greenhouse gas emissions, pesticide use and productivity. Methods The research uses a mixed-methods design. Quantitative analysis draws on international environmental and economic indicators for approximately 180 countries between 2000 and 2023 (415 country-year observations), combining Spearman correlations, regression models with GDP interaction terms, and K-means cluster analysis. A qualitative case study of digital agriculture in Latin America complements the statistical findings. Results Digital infrastructure is strongly associated with the adoption of agricultural digital technologies, and smart farming investment is associated with better economic performance of the agricultural sector. Investment in digital agriculture shows a positive association with both emissions and pesticide use, while the interaction with GDP is negative and significant. Cluster analysis confirms that countries with higher GDP and stronger digital infrastructure achieve more balanced environmental outcomes. Discussion The environmental benefits of digital agriculture are conditional on economic capacity. In economically advanced settings, digital technologies reduce resource use, waste and emissions; in economically constrained regions, higher output can offset the environmental gains. Digital agricultural transformation therefore offers opportunities for sustainable development, but its success depends on equitable access to digital technologies and on policy support that mitigates the trade-off between productivity and environmental protection.","引言 数字农业被视为实现绿色经济的重要工具，具有提高生产力同时减少环境影响的潜力。本研究探讨农业数字化如何影响温室气体排放、农药使用和生产力。方法 研究采用混合方法设计。定量分析基于约180个国家2000年至2023年的国际环境和经济指标（415个国家-年份观测值），结合斯皮尔曼相关性分析、包含GDP交互项的回归模型以及K均值聚类分析。拉丁美洲数字农业的定性案例研究补充了统计发现。结果 数字基础设施与农业数字技术的采用密切相关，智慧农业投资与农业部门更好的经济表现相关。数字农业投资与排放量和农药使用量均呈正相关，而与GDP的交互项为负且显著。聚类分析证实，GDP较高且数字基础设施较强的国家实现了更平衡的环境结果。讨论 数字农业的环境效益以经济能力为条件。在经济发达环境中，数字技术减少了资源使用、浪费和排放；在经济受限地区，更高的产出可能抵消环境收益。因此，数字农业转型为可持续发展提供了机遇，但其成功取决于数字技术的公平获取以及能够缓解生产力与环境保护之间权衡的政策支持。","Frontiers in Sustainable Food Systems","2026-10-15T00:00:00Z",25,86,{"impact":18,"substance":286,"depth":287,"authority":20,"freshness":112,"relevant":22,"comment":288},23,19,"基于180国2000—2023年面板数据与拉美案例，揭示数字农业环境效益受经济水平制约，方法扎实、结论有政策参考价值。",[290,291],{"name":281,"url":278},{"name":292,"url":293},"Frontiers in Sustainable Food Systems 2026-10-15","https:\u002F\u002Fwww.frontiersin.org\u002Fjournals\u002Fsustainable-food-systems\u002Farticles\u002F10.3389\u002Ffsufs.2026.1787960\u002Ffull",[295,27,296,297,298],"数字农业","农业数字化","农业碳排放","农药减量",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},[],{"status":40,"locked":14,"version":41,"method":42,"evidence":302},{"candidates":303,"agricultural_evidence":46},[304,310,315,322,327],{"code":54,"score":305,"supported":46,"title":306,"abstract":307,"tags":309},12,[],[27,295,308],"digital agriculture",[296,295,27],{"code":33,"score":133,"supported":46,"title":311,"abstract":312,"tags":314},[],[136,313],"pesticide",[298],{"code":316,"score":98,"supported":46,"title":317,"abstract":318,"tags":321},"B7",[],[319,320],"温室","greenhouse",[],{"code":323,"score":22,"supported":14,"title":324,"abstract":325,"tags":326},"H4",[],[],[297],{"code":328,"score":22,"supported":14,"title":329,"abstract":330,"tags":331},"I",[],[],[296],[333,334],"数字农业 温室气体排放","拉丁美洲 数字农业 案例","数字农业温室气体排放-5069","10.3389\u002Ffsufs.2026.1787960",{"doi":336,"openalex_id":338,"authors":339,"venue":281,"cited_by_count":67,"oa_url":349,"card":350,"direction":219,"ingested_from":95},"W7221916400",[340,343,346],{"name":341,"orcid":342},"Botond Géza Kálmán","https:\u002F\u002Forcid.org\u002F0000-0001-8031-8016",{"name":344,"orcid":345},"Zsuzsanna Szeiner","https:\u002F\u002Forcid.org\u002F0000-0003-3051-9674",{"name":347,"orcid":348},"Szilvia Valéria Módosné Szalai","https:\u002F\u002Forcid.org\u002F0009-0005-2164-9014","https:\u002F\u002Fwww.frontiersin.org\u002Fjournals\u002Fsustainable-food-systems\u002Farticles\u002F10.3389\u002Ffsufs.2026.1787960\u002Fpdf",{"tldr":351,"method":352,"finding":353,"direction":354,"opportunity":355},"研究约180国2000-2023年数据，分析农业数字化对温室气体排放、农药使用与生产率的影响。","混合方法：Spearman相关、含GDP交互项的回归、K-means聚类，辅以拉","数字农业环境效益取决于经济能力，高GDP国家更均衡，低GDP国家增产抵消环境收益。","农业绿色发展与碳","可探究不同经济水平下数字农业减排阈值与政策干预机制，关注数字鸿沟对绿色转型的调节作用。","2026-10-16T23:30:06.211945Z",{"id":358,"title":359,"url":360,"summary":361,"summary_zh":9,"content":362,"source_name":363,"source_url":9,"published_at":364,"category":230,"cover_url":9,"hotness":13,"is_selected":46,"score":365,"score_detail":366,"sources":370,"tags":372,"primary_topic":377,"secondary_topics":378,"classification":379,"search_phrases":407,"slug":410,"view_count":22,"doi":9,"paper":9,"created_at":411},4763,"农民涌入无人机培训班:田野\"飞来\"新生产力","http:\u002F\u002Ftuopin.ce.cn\u002Fnews\u002F202610\u002Ft20261012_3254571.shtml","报道浙江台州开放大学农民学院无人机培训热潮。2026年中央一号文件首次将无人机、机器人写入其中,国务院《加快农业农村现代化十五五规划》部署低空经济。截至2026年4月我国农用无人机保有量超30万架、植保效率为人工30倍以上,节水90%、节药40%。云南、甘肃、湖北等省相继开班,持证复合型飞手缺口巨大。","![Image 1](http:\u002F\u002Fm.ce.cn\u002Fimages\u002Fcecn-icon.jpg)\n\n[![Image 2](http:\u002F\u002Fwww.ce.cn\u002Fmaterial\u002Fimages\u002Fmdy2025_waplogo.jpg)](http:\u002F\u002Fm.ce.cn\u002F \"中国经济网\")\n\n[要闻](http:\u002F\u002Fm.ce.cn\u002Fyw\u002F)[产业](http:\u002F\u002Fm.ce.cn\u002Fcy\u002F)[金融](http:\u002F\u002Fm.ce.cn\u002Fcj\u002F)[证券](http:\u002F\u002Fm.ce.cn\u002Fgp\u002F)[评论](http:\u002F\u002Fm.ce.cn\u002Fxpl\u002F)[国际](http:\u002F\u002Fm.ce.cn\u002Fgj\u002F)\n\n[地方](http:\u002F\u002Fm.ce.cn\u002Fdistrict\u002F)[三农](http:\u002F\u002Fm.ce.cn\u002Fvillage\u002F)[生态](http:\u002F\u002Fm.ce.cn\u002Fecology\u002F)[食品](http:\u002F\u002Fm.ce.cn\u002Fxsp\u002F)[汽车](http:\u002F\u002Fm.ce.cn\u002Fqc\u002F)[生活](http:\u002F\u002Fm.ce.cn\u002Flv\u002F)\n\n[首页](http:\u002F\u002Ftuopin.ce.cn\u002F \"首页\")>[滚动资讯](http:\u002F\u002Ftuopin.ce.cn\u002Fnews\u002F \"滚动资讯\")\n## 农民涌入无人机培训班：田野“飞来”新生产力\n\n2026-10-12 10:01 来源：经济参考报□记者 魏董华\n\n在中国东部的浙江台州，黄岩区一个乡村里的无人机培训基地，早上8点多，培训室里已经坐着40多人。最年轻的21岁，最年长的65岁。他们中有种粮大户，有杨梅园主，有文旅基地的年轻主理人。现在，他们只有一个身份：无人机学员。\n\n这是2026年台州市低空经济技能和管理能力提升高素质农民培训班的现场。课程表排得很满，民航法规与空域管理、复杂地形全流程模拟实操、精准变量施药……\n\n30岁的邱英杰是温州商学院毕业的年轻人，他和合伙人在台州种了700多亩水稻。邱英杰算了一笔账：农业产出基本固定，风调雨顺的年景，产量大差不差。要提高利润，只能控制成本，而成本的大头，是人工。\n\n他说，以前人工打药，赶工期的时候，一个月都打不完。可病虫害不等人，两天内打不完，产量就要受影响。所以，无人机对种植户来说，已经不是“要不要用”的问题，而是“必须会用”。\n\n来自天台县的许鹿荣种了600多棵杨梅树。他的账算得更细：以前打药要四五个人干两天。现在两个人配药，一个人操作无人机，半天就能完成。\n\n“过去杨梅运下山，靠人挑，雨天路滑，七八十公斤的担子压得人喘不过气。”许鹿荣说，现在无人机吊运，杨梅可以轻松运下山。他今年测过：3000斤杨梅，过去至少要25人，今年15人就够了，产量还能提到3500斤。\n\n“现在种地最大的成本就是人力成本。”许鹿荣说，打药的人，平均年龄65岁以上，五年之后，可能就没人干了。\n\n农业面临的劳动力断层，正在倒逼一场生产方式的变革。\n\n事实上，政策的风，已经吹到了田间。2026年中央一号文件首次将无人机、机器人写入其中，明确提出“拓展无人机、物联网、机器人等应用场景”。\n\n国务院印发的《加快农业农村现代化“十五五”规划》进一步强调，“有序推进农业农村领域低空经济发展”。\n\n浙江省在全国率先出台农业农村领域低空经济发展行动方案。目标是2027年全省农用无人机保有量1万台以上、作业面积6500万亩次以上。\n\n截至2026年4月，中国农用无人机保有量已超过30万架，数量居全球首位。无人机植保的效率是人工植保的30倍以上，用水量节省约90%，用药量节省40%。\n\n台州开放大学农民学院院长王辉说，去年办培训班的时候，很多人还是抱着“来看看”的心态。今年不一样了，参加培训的学员，很多都自行购买了无人机，已经在实操了，他们来参加培训班是为了进一步提升。\n\n从观望到实际上手操作，这个转变只用了不到两年。\n\n涌泉蜜橘种植户冯丽青这次来学无人机航拍，她的目标很明确，等涌泉蜜橘上市，自己飞，自己拍，不用请人帮忙了。“果园实景，随手就能出片。做视频号再也不用找人拍，省时省心。”\n\n冯丽青的想法，代表了一批新型农业经营主体的新需求。他们开始关心“怎么卖得好”。短视频和直播成了农产品出村进城的重要渠道。航拍镜头下的果园全景、果实特写、采收场景，正是最能打动消费者的内容。\n\n他们不只是来学一门技术，更是在为未来五到十年的产业变局做准备。\n\n据悉，云南、甘肃、湖北等多个省份也在针对农民组织无人机飞手专题培训班。王辉说，在农业领域，无人机持证飞手缺口很大。懂农业、懂装备、懂管理的复合型人才，是最稀缺的资源。\n\n台州开放大学农民学院，正从“办培训”向“搭平台”转变。王辉说，培训结束之后，他们会进行回访，了解学员的应用情况和新的需求。同时搭建一个交流平台，让不同产业、不同区域的学员能够互通有无。\n\n(责任编辑：景远)\n\n查看余下全文\n\nX\n\n![Image 3](http:\u002F\u002Ftuopin.ce.cn\u002Fnews\u002F202610\u002Ft20261012_3254571.shtml)\n\n推荐阅读\n\n[![Image 4](http:\u002F\u002Fi.ce.cn\u002Fviews\u002Fview\u002Fent\u002F202610\u002FW020261012583008666095_ORIGIN.jpg)](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261012_3255086.shtml)\n[漫画丨虚拟人“亲测有效”经不起一问](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261012_3255086.shtml)\n\n 10-12 \n\n[![Image 5](http:\u002F\u002Fi.ce.cn\u002Fviews\u002Fview\u002Fent\u002F202610\u002FW020261012573872527794.jpg)](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261012_3255073.shtml)\n[中经评论：食安法“大修”，“小过”不再“重罚”](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261012_3255073.shtml)\n\n 10-12 \n\n[![Image 6](http:\u002F\u002Fi.ce.cn\u002Fviews\u002Fview\u002Fent\u002F202610\u002FW020261010650180059222.jpg)](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261010_3253425.shtml)\n[守护红树林，赶海有边界](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261010_3253425.shtml)\n\n 10-10 \n\n[![Image 7](http:\u002F\u002Fi.ce.cn\u002Fce\u002Fxwzx\u002Fgnsz\u002Fgdxw\u002F202610\u002FW020261010651460521132.jpg)](http:\u002F\u002Fwww.ce.cn\u002Fxwzx\u002Fgnsz\u002Fgdxw\u002F202610\u002Ft20261010_3253424.shtml)\n[【图解】事关就业、社保、投资于人，未来五年怎么干？](http:\u002F\u002Fwww.ce.cn\u002Fxwzx\u002Fgnsz\u002Fgdxw\u002F202610\u002Ft20261010_3253424.shtml)\n\n 10-10 \n\n[![Image 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[大](javascript:void();)[中](javascript:void();)[小](javascript:void();)]\n\n在中国东部的浙江台州，黄岩区一个乡村里的无人机培训基地，早上8点多，培训室里已经坐着40多人。最年轻的21岁，最年长的65岁。他们中有种粮大户，有杨梅园主，有文旅基地的年轻主理人。现在，他们只有一个身份：无人机学员。\n\n这是2026年台州市低空经济技能和管理能力提升高素质农民培训班的现场。课程表排得很满，民航法规与空域管理、复杂地形全流程模拟实操、精准变量施药……\n\n30岁的邱英杰是温州商学院毕业的年轻人，他和合伙人在台州种了700多亩水稻。邱英杰算了一笔账：农业产出基本固定，风调雨顺的年景，产量大差不差。要提高利润，只能控制成本，而成本的大头，是人工。\n\n他说，以前人工打药，赶工期的时候，一个月都打不完。可病虫害不等人，两天内打不完，产量就要受影响。所以，无人机对种植户来说，已经不是“要不要用”的问题，而是“必须会用”。\n\n来自天台县的许鹿荣种了600多棵杨梅树。他的账算得更细：以前打药要四五个人干两天。现在两个人配药，一个人操作无人机，半天就能完成。\n\n“过去杨梅运下山，靠人挑，雨天路滑，七八十公斤的担子压得人喘不过气。”许鹿荣说，现在无人机吊运，杨梅可以轻松运下山。他今年测过：3000斤杨梅，过去至少要25人，今年15人就够了，产量还能提到3500斤。\n\n“现在种地最大的成本就是人力成本。”许鹿荣说，打药的人，平均年龄65岁以上，五年之后，可能就没人干了。\n\n农业面临的劳动力断层，正在倒逼一场生产方式的变革。\n\n事实上，政策的风，已经吹到了田间。2026年中央一号文件首次将无人机、机器人写入其中，明确提出“拓展无人机、物联网、机器人等应用场景”。\n\n国务院印发的《加快农业农村现代化“十五五”规划》进一步强调，“有序推进农业农村领域低空经济发展”。\n\n浙江省在全国率先出台农业农村领域低空经济发展行动方案。目标是2027年全省农用无人机保有量1万台以上、作业面积6500万亩次以上。\n\n截至2026年4月，中国农用无人机保有量已超过30万架，数量居全球首位。无人机植保的效率是人工植保的30倍以上，用水量节省约90%，用药量节省40%。\n\n台州开放大学农民学院院长王辉说，去年办培训班的时候，很多人还是抱着“来看看”的心态。今年不一样了，参加培训的学员，很多都自行购买了无人机，已经在实操了，他们来参加培训班是为了进一步提升。\n\n从观望到实际上手操作，这个转变只用了不到两年。\n\n涌泉蜜橘种植户冯丽青这次来学无人机航拍，她的目标很明确，等涌泉蜜橘上市，自己飞，自己拍，不用请人帮忙了。“果园实景，随手就能出片。做视频号再也不用找人拍，省时省心。”\n\n冯丽青的想法，代表了一批新型农业经营主体的新需求。他们开始关心“怎么卖得好”。短视频和直播成了农产品出村进城的重要渠道。航拍镜头下的果园全景、果实特写、采收场景，正是最能打动消费者的内容。\n\n他们不只是来学一门技术，更是在为未来五到十年的产业变局做准备。\n\n据悉，云南、甘肃、湖北等多个省份也在针对农民组织无人机飞手专题培训班。王辉说，在农业领域，无人机持证飞手缺口很大。懂农业、懂装备、懂管理的复合型人才，是最稀缺的资源。\n\n台州开放大学农民学院，正从“办培训”向“搭平台”转变。王辉说，培训结束之后，他们会进行回访，了解学员的应用情况和新的需求。同时搭建一个交流平台，让不同产业、不同区域的学员能够互通有无。\n\n(责任编辑：景远)\n\n推荐阅读\n\n[![Image 13](http:\u002F\u002Fi.ce.cn\u002Fviews\u002Fview\u002Fent\u002F202610\u002FW020261012583008666095_ORIGIN.jpg)](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261012_3255086.shtml)\n[漫画丨虚拟人“亲测有效”经不起一问](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261012_3255086.shtml)\n\n[![Image 14](http:\u002F\u002Fi.ce.cn\u002Fviews\u002Fview\u002Fent\u002F202610\u002FW020261012573872527794.jpg)](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261012_3255073.shtml)\n[中经评论：食安法“大修”，“小过”不再“重罚”](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261012_3255073.shtml)\n\n[![Image 15](http:\u002F\u002Fi.ce.cn\u002Fviews\u002Fview\u002Fent\u002F202610\u002FW020261010650180059222.jpg)](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261010_3253425.shtml)\n[守护红树林，赶海有边界](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261010_3253425.shtml)\n\n[![Image 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[互联网新闻信息服务许可证(10120170008)](http:\u002F\u002Fwww.ce.cn\u002Fabout\u002Fjjw\u002Fone\u002F202609\u002Ft20260930_3245178.shtml)[网络传播视听节目许可证(0107190)](http:\u002F\u002Fvr.ce.cn\u002Fvr2017\u002Fnews\u002F202209\u002F02\u002Ft20220902_38080192.shtml)[京ICP备18036557号](http:\u002F\u002Fbeian.miit.gov.cn\u002F)[![Image 23](http:\u002F\u002Fwww.ce.cn\u002F2021sy\u002Fyqlj\u002Fimages\u002FP020210820607213251435.jpg)](http:\u002F\u002Fwww.12377.cn\u002F)[中国互联网举报中心](http:\u002F\u002Fwww.12377.cn\u002F) 举报电话:18510915000 [处置流程](http:\u002F\u002Fwww.ce.cn\u002Fxwzx\u002Fgnsz\u002Fgdxw\u002F201801\u002F18\u002Ft20180118_27795972.shtml)\n\n[![Image 24](http:\u002F\u002Fwww.ce.cn\u002Fimg4\u002Fpolice2021.png) 京公网安备 11010202009785号](http:\u002F\u002Fwww.beian.gov.cn\u002Fportal\u002FregisterSystemInfo?recordcode=11010202009785)\n\n[](javascript:doPrint();)\n\n[](http:\u002F\u002Fwww.ce.cn\u002F)\n\n3254571\n\n农民涌入无人机培训班：田野“飞来”新生产力\n\n65893\n\n滚动资讯\n\n经济参考报\n\n景远\n\n2026-10-12","中国经济网 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