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行动计划","人工智能数字乡村大模型-4760",0,"2026-10-13T00:08:33.445601Z",{"id":203,"title":204,"url":205,"summary":206,"summary_zh":20,"content":207,"source_name":208,"source_url":20,"published_at":23,"category":24,"cover_url":20,"hotness":25,"is_selected":26,"score":209,"score_detail":210,"sources":212,"tags":214,"primary_topic":219,"secondary_topics":225,"classification":226,"search_phrases":251,"slug":254,"view_count":34,"doi":20,"paper":20,"created_at":255},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 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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 8](http:\u002F\u002Fi.ce.cn\u002Fce\u002Fxwzx\u002Fgnsz\u002Fgdxw\u002F202610\u002FW020261010607426306494.png)](http:\u002F\u002Fwww.ce.cn\u002Fxwzx\u002Fgnsz\u002Fgdxw\u002F202610\u002Ft20261010_3253395.shtml)\n[【图解】前8月规上电子信息制造业营收增长两成](http:\u002F\u002Fwww.ce.cn\u002Fxwzx\u002Fgnsz\u002Fgdxw\u002F202610\u002Ft20261010_3253395.shtml)\n\n 10-10 \n\n[![Image 9](http:\u002F\u002Fi.ce.cn\u002Fce\u002Fxwzx\u002Fgnsz\u002Fgdxw\u002F202610\u002FW020261010517892795128.png)](http:\u002F\u002Fwww.ce.cn\u002Fxwzx\u002Fgnsz\u002Fgdxw\u002F202610\u002Ft20261010_3253154.shtml)\n[【图解】未来五年，让非遗更好融入现代生活](http:\u002F\u002Fwww.ce.cn\u002Fxwzx\u002Fgnsz\u002Fgdxw\u002F202610\u002Ft20261010_3253154.shtml)\n\n 10-10 \n\n[![Image 10](http:\u002F\u002Fi.ce.cn\u002Fexpo\u002Fgd\u002F202610\u002FW020261010342162908327.jpg)](http:\u002F\u002Fexpo.ce.cn\u002Fgd\u002F202610\u002Ft20261010_3252859.shtml)\n[2026北京老博会开幕：展览面积翻倍，搭建银发产业对接平台](http:\u002F\u002Fexpo.ce.cn\u002Fgd\u002F202610\u002Ft20261010_3252859.shtml)\n\n 10-10 \n\n[![Image 11](http:\u002F\u002Fi.ce.cn\u002Fviews\u002Fview\u002Fent\u002F202610\u002FW020261010253321925492.png)](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261010_3252557.shtml)\n[奔腾中国·质胜未来丨牢牢把握粮食安全主动权](http:\u002F\u002Fviews.ce.cn\u002Fview\u002Fent\u002F202610\u002Ft20261010_3252557.shtml)\n\n 10-10 \n\n中国经济网版权所有\n\n[中国经济网新媒体矩阵](http:\u002F\u002Fwww.ce.cn\u002Fabout\u002Fjjw\u002Fone\u002F202109\u002F22\u002Ft20210922_36934521.shtml)\n\n网络传播视听节目许可证(0107190) (京ICP备18036557号)\n\n[![Image 12](http:\u002F\u002Fwww.ce.cn\u002Fmaterial\u002Fimages\u002Flogo_ce2025white.jpg)](http:\u002F\u002Fwww.ce.cn\u002F)\n\n*   [时政](http:\u002F\u002Fwww.ce.cn\u002Fxwzx\u002F)\n*   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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 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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 2026-10-12",85,{"impact":96,"substance":97,"depth":31,"authority":161,"freshness":33,"relevant":34,"comment":211},"以台州培训班为切口，结合中央一号文件与全国保有量数据，呈现农用无人机从观望到实操的产业变局，兼具政策信号与一线案例，值得进入每日精选。",[213],{"name":208,"url":205},[108,215,216,217,218],"低空经济","农业社会化服务","高素质农民","农用无人机",{"code":220,"slug":221,"name":222,"path":223,"parent_code":224},"F4","crop-protection","农药与绿色防控","\u002Ftopic\u002Finputs-equipment\u002Fcrop-protection","F",[],{"status":51,"locked":52,"version":53,"method":54,"evidence":227},{"candidates":228,"agricultural_evidence":26},[229,234,238,242,247],{"code":220,"score":64,"supported":26,"title":230,"abstract":231,"tags":233},[],[232],"植保",[],{"code":191,"score":64,"supported":26,"title":235,"abstract":236,"tags":237},[],[194],[],{"code":63,"score":34,"supported":52,"title":239,"abstract":240,"tags":241},[],[],[217],{"code":243,"score":34,"supported":52,"title":244,"abstract":245,"tags":246},"G2",[],[],[216],{"code":138,"score":34,"supported":52,"title":248,"abstract":249,"tags":250},[],[],[108],[252,253],"台州 农用无人机 培训班","中央一号文件 无人机 机器人","台州农用无人机培训班-4763","2026-10-13T00:08:33.871991Z",{"id":257,"title":258,"url":259,"summary":260,"summary_zh":20,"content":20,"source_name":261,"source_url":20,"published_at":262,"category":263,"cover_url":20,"hotness":25,"is_selected":52,"score":264,"score_detail":265,"sources":267,"tags":269,"primary_topic":274,"secondary_topics":279,"classification":280,"search_phrases":308,"slug":311,"view_count":285,"doi":20,"paper":312,"created_at":321},4782,"农户参与电子商务能否促进共同富裕——来自中国10省农户调查数据的经验证据","https:\u002F\u002Fwww.ebiotrade.com\u002Fnewsf\u002F2026-10\u002F20261008084343175.htm","基于2020年中国乡村振兴综合调查CRRS数据,使用10省2508个农户样本实证检验农户参与电子商务对共同富裕的影响。基准回归及PSM、Tobit、IV等稳健性检验均显示显著促进效应。中部地区估计效应最大,对低收入家庭和低教育家庭估计效应更大,机制主要通过提升农村信贷可得性、增强信息获取能力两条路径实现。","生物通 报道 MDPI Agriculture 2026-10-08","2026-10-08T00:00:00Z","论文",82,{"impact":97,"substance":30,"depth":98,"authority":161,"freshness":186,"relevant":34,"comment":266},"基于10省2508户调查数据的实证研究，方法规范、结论可靠，对数字乡村与农村电商政策有参考价值。",[268],{"name":261,"url":259},[270,166,271,272,273],"农村电商","乡村振兴","共同富裕","农户增收",{"code":275,"slug":276,"name":277,"path":278,"parent_code":20},"G","rural-services","农业服务与乡村发展","\u002Ftopic\u002Frural-services",[],{"status":281,"locked":52,"version":53,"method":54,"evidence":282},"partial",{"candidates":283,"agricultural_evidence":26},[284,289,294,299,304],{"code":275,"score":285,"supported":26,"title":286,"abstract":287,"tags":288},4,[],[271],[271],{"code":290,"score":34,"supported":52,"title":291,"abstract":292,"tags":293},"E5",[],[],[270],{"code":295,"score":34,"supported":52,"title":296,"abstract":297,"tags":298},"G4",[],[],[272],{"code":300,"score":34,"supported":52,"title":301,"abstract":302,"tags":303},"G6",[],[],[273],{"code":172,"score":34,"supported":52,"title":305,"abstract":306,"tags":307},[],[],[166],[309,310],"CRRS 农户调查 电子商务","农村电商 共同富裕 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2026-10-12",{"impact":96,"substance":98,"depth":330,"authority":32,"freshness":33,"relevant":34,"comment":331},16,"央媒刊发的兵团农业现代化系统部署，政策条款与产业路径清晰，但属方向性综合论述，新数据与独家信息有限。",[333],{"name":328,"url":325},[108,215,335,110,336,337],"高标准农田","农业现代化","智慧冷链",{"code":118,"slug":339,"name":340,"path":341,"parent_code":20},"field-crops","大田作物","\u002Ftopic\u002Ffield-crops",[],{"status":281,"locked":52,"version":53,"method":54,"evidence":344},{"candidates":345,"agricultural_evidence":26,"reason":381},[346,350,356,362,368,372,377],{"code":191,"score":58,"supported":26,"title":347,"abstract":348,"tags":349},[194],[194],[336],{"code":351,"score":64,"supported":26,"title":352,"abstract":353,"tags":355},"A2",[],[354],"小麦",[],{"code":357,"score":64,"supported":26,"title":358,"abstract":359,"tags":361},"A4",[],[360],"大豆",[],{"code":363,"score":64,"supported":26,"title":364,"abstract":365,"tags":367},"E3",[],[366],"冷链",[],{"code":128,"score":34,"supported":52,"title":369,"abstract":370,"tags":371},[],[],[110],{"code":373,"score":34,"supported":52,"title":374,"abstract":375,"tags":376},"H1",[],[],[335],{"code":138,"score":34,"supported":52,"title":378,"abstract":379,"tags":380},[],[],[108],"一级领域明确，二级方向需要细分",[383,384],"兵团 种业振兴 生物育种","兵团 农业低空经济 无人机植保","兵团种业振兴生物育种-4765","2026-10-13T00:08:34.007796Z",{"id":388,"title":389,"url":390,"summary":391,"summary_zh":392,"content":20,"source_name":393,"source_url":390,"published_at":394,"category":263,"cover_url":20,"hotness":25,"is_selected":52,"score":264,"score_detail":395,"sources":398,"tags":400,"primary_topic":406,"secondary_topics":411,"classification":412,"search_phrases":426,"slug":429,"view_count":34,"doi":430,"paper":431,"created_at":448},4749,"Beyond site-specific archaeological prospection: Spectral-geometry reveals cross-site cropmark signals in satellite data","https:\u002F\u002Fdoi.org\u002F10.1093\u002Fpnasnexus\u002Fpgag336","Abstract Remote sensing has long supported archaeological prospection, mainly through the detection of cropmarks, a key archaeological proxy expressed as spectral vegetation anomalies over subsurface features. Yet, cropmark detection is still assumed in the literature to be highly site-specific, governed by local agronomic and environmental conditions. Using multispectral Sentinel-2 data from three European archaeological sites, we show that models trained in one landscape can recover meaningful archaeological proxy signals in other locations. By relying strictly on satellite spectral signatures for training, our models achieve measurable cross-location transferability without incorporating ancillary environmental data. We find that cross-site performance arises not from geographic proximity but from the spectral-geometric similarity of vegetation responses, and that transferability is strongly directional. We quantify this relationship through a Directional Strength Score (DSS), derived from monthly subcluster distances under multiple norms, which captures directional geometric similarity and correlates strongly with machine-learning performance. To keep the analysis grounded in the underlying spectral signal, we relied on architecturally restrained nonlinear classifiers (SVM and constrained XGBoost) and used NDVI-identified phenophases to align training and evaluation with comparable seasonal windows. Taken together, these results demonstrate that partial, spectrally mediated cross-location cropmark detection is feasible and that the underlying vegetation responses exhibit stable spectral structure, with spectral geometry offering a clear interpretive lens on why these signals can transfer across sites. Leveraging globally harmonized satellite data, this approach offers a scalable complement to uneven historical aerial archives and supports systematic regional archaeological prioritization to be deployed within integrated archaeological workflows.","摘要 遥感长期支持考古勘探，主要通过检测作物痕迹（cropmarks）——一种关键的考古代用指标，表现为地下特征上方植被的光谱异常。然而，文献中仍普遍认为作物痕迹检测高度依赖于具体遗址，受当地农艺和环境条件制约。利用来自三个欧洲考古遗址的多光谱Sentinel-2数据，我们表明在一个景观中训练的模型可以在其他地点恢复有意义的考古代用信号。通过严格依赖卫星光谱特征进行训练，我们的模型在不纳入辅助环境数据的情况下实现了可测量的跨地点迁移能力。我们发现，跨遗址性能并非源于地理邻近性，而是源于植被响应的光谱-几何相似性，并且迁移能力具有强烈的方向性。我们通过方向强度评分（Directional Strength Score, DSS）量化这一关系，该评分基于多种范数下的逐月子簇距离推导而来，捕捉方向性几何相似性并与机器学习性能强烈相关。为使分析立足于底层光谱信号，我们采用架构受限的非线性分类器（SVM和约束XGBoost），并使用NDVI识别的物候期来对齐训练和评估，使其处于可比较的季节窗口内。综合来看，这些结果表明，部分、以光谱为中介的跨地点作物痕迹检测是可行的，且底层植被响应表现出稳定的光谱结构，光谱几何为理解这些信号为何能够跨遗址迁移提供了清晰的解释视角。利用全球协调的卫星数据，该方法为不均衡的历史航空档案提供了可扩展的补充，并支持在综合考古工作流程中部署系统性的区域考古优先级排序。","PNAS Nexus","2026-10-10T00:00:00Z",{"impact":98,"substance":97,"depth":396,"authority":32,"freshness":100,"relevant":34,"comment":397},19,"PNAS Nexus 论文，用 Sentinel-2 多光谱数据证明作物标记信号可跨遗址迁移，方法新颖、结论可靠，对农业遥感与考古信息化有参考价值，但属细分领域突破，未达全国性产业事件层级。",[399],{"name":393,"url":390},[401,402,403,404,405],"Sentinel-2","遥感","NDVI","考古遥感","作物标记",{"code":407,"slug":408,"name":409,"path":410,"parent_code":176},"I3","remote-sensing","遥感与农情监测","\u002Ftopic\u002Fdigital-agriculture\u002Fremote-sensing",[],{"status":51,"locked":52,"version":53,"method":54,"evidence":413},{"candidates":414,"agricultural_evidence":26},[415,421],{"code":407,"score":58,"supported":26,"title":416,"abstract":417,"tags":420},[],[402,418,419],"remote sensing","multispectral",[403,401,402],{"code":143,"score":64,"supported":26,"title":422,"abstract":423,"tags":425},[],[424],"机器学习",[],[427,428],"Sentinel-2 作物标记 考古","遥感 光谱几何 跨遗址","Sentinel-2作物标记考古-4749","10.1093\u002Fpnasnexus\u002Fpgag336",{"doi":430,"openalex_id":432,"authors":433,"venue":393,"cited_by_count":200,"oa_url":440,"card":441,"direction":445,"ingested_from":447},"W7221319130",[434,437],{"name":435,"orcid":436},"Elias Gravanis","https:\u002F\u002Forcid.org\u002F0000-0002-5331-6661",{"name":438,"orcid":439},"Άθως Αγαπίου","https:\u002F\u002Forcid.org\u002F0000-0001-9106-6766","https:\u002F\u002Facademic.oup.com\u002Fpnasnexus\u002Fadvance-article-pdf\u002Fdoi\u002F10.1093\u002Fpnasnexus\u002Fpgag336\u002F71838194\u002Fpgag336.pdf",{"tldr":442,"method":443,"finding":444,"direction":445,"opportunity":446},"用Sentinel-2多光谱数据证明作物标记模型可跨遗址迁移，且迁移性由光谱几何相似性决定。","Sentinel-2多光谱、SVM与约束XGBoost、NDVI物候对齐、方向强","跨遗址作物标记检测可行，迁移性源于植被光谱几何相似而非地理邻近，且具方向性。","农业遥感与作物表型","可将光谱几何迁移性指标引入作物表型与病害遥感，构建跨区域可迁移的植被异常检测模型。","openalex","2026-10-12T23:30:24.489835Z",{"id":450,"title":451,"url":452,"summary":453,"summary_zh":454,"content":20,"source_name":455,"source_url":452,"published_at":23,"category":263,"cover_url":20,"hotness":93,"is_selected":52,"score":456,"score_detail":457,"sources":459,"tags":463,"primary_topic":468,"secondary_topics":472,"classification":484,"search_phrases":527,"slug":530,"view_count":34,"doi":531,"paper":532,"created_at":544},4739,"Regenerating Rural Futures Through Climate-Smart Agriculture Innovations: A Systems Perspective on Building Climate Resilience, Food Security and Inclusive Rural Prosperity in Nigeria","https:\u002F\u002Fdoi.org\u002F10.5281\u002Fzenodo.23298251","Rural Nigeria stands at a defining crossroads. Although agriculture remains central to national food security, employment and rural livelihoods, the ecological, economic and institutional systems that sustain agricultural production are under increasing pressure. Climate variability, land degradation, biodiversity loss, demographic change, market volatility and institutional constraints are interacting in ways that threaten both agricultural productivity and the resilience of rural communities. These challenges are deeply interconnected and cannot be addressed through isolated sectoral interventions or yield-focused agricultural policies alone. This paper examines the regeneration of rural futures through the lens of Climate-Smart Agriculture (CSA), arguing that CSA should be understood not merely as a collection of improved farming practices but as an integrated systems framework for rural transformation. Drawing upon contemporary scholarship in climate science, agricultural development, resilience studies, ecological restoration, rural sociology and institutional governance, the paper explores how climate-smart approaches can contribute simultaneously to agricultural productivity, climate resilience, environmental sustainability and inclusive rural prosperity. Focusing on Nigeria, the analysis examines the country’s diverse agroecological zones, evolving climate risks, smallholder farming systems, demographic transitions and institutional landscape. The paper demonstrates that effective climate-smart strategies must be locally adaptive while remaining aligned with nationally coherent development objectives. It argues that Nigeria’s long-term agricultural competitiveness will depend less on expanding cultivated land and more on improving the resilience, productivity and sustainability of existing farming systems through knowledge-intensive innovation, ecosystem restoration, digital technologies, strengthened rural institutions and integrated value chain development. The paper further contends that sustainable rural transformation requires moving beyond fragmented development projects towards Rural Resilience Ecosystems in which agriculture, environmental management, community institutions, infrastructure, digital technologies, enterprise development and knowledge systems function as mutually reinforcing components of a coherent development strategy. Within this framework, the Climate-Smart Farmer Hub is presented as an operational example of how climate-smart agriculture, rural innovation, environmental stewardship and community capacity development can be integrated within locally responsive institutional systems that support broader national objectives for sustainable agricultural transformation and climate resilience. The paper concludes that Regenerating Rural Futures provides a useful systems-oriented paradigm for understanding how ecological integrity, economic opportunity, institutional effectiveness and community wellbeing can be strengthened simultaneously. By integrating contemporary scholarship with the realities of Nigerian agriculture and an original community-centred institutional framework, the study contributes an evidence-informed analytical perspective for advancing climate-smart agriculture, rural resilience and sustainable rural transformation in Nigeria and comparable development contexts.","尼日利亚农村正处在一个决定性的十字路口。尽管农业仍然是国家粮食安全、就业和农村生计的核心，但支撑农业生产的生态、经济和制度体系正面临日益增大的压力。气候变率、土地退化、生物多样性丧失、人口变化、市场波动和制度约束相互交织，威胁着农业生产力和农村社区的韧性。这些挑战深度关联，无法仅通过孤立的部门干预或以产量为导向的农业政策加以解决。本文从气候智慧型农业（Climate-Smart Agriculture, CSA）的视角审视农村未来的再生，主张CSA不应仅被理解为一系列改良农业实践的集合，而应被视为农村转型的综合系统框架。本文借鉴气候科学、农业发展、韧性研究、生态恢复、农村社会学和制度治理领域的当代学术成果，探讨气候智慧型方法如何能够同时促进农业生产力、气候韧性、环境可持续性和包容性农村繁荣。以尼日利亚为焦点，本文分析了该国多样的农业生态区、不断演变的气候风险、小农耕作系统、人口转型和制度格局。本文表明，有效的气候智慧型战略必须具有地方适应性，同时与国家连贯的发展目标保持一致。本文认为，尼日利亚的长期农业竞争力将较少取决于扩大耕地面积，而更多取决于通过知识密集型创新、生态系统恢复、数字技术、强化的农村机构和综合价值链发展来提升现有耕作系统的韧性、生产力和可持续性。本文进一步主张，可持续的农村转型需要超越碎片化的发展项目，迈向农村韧性生态系统，在这一系统中，农业、环境管理、社区机构、基础设施、数字技术、企业发展 and 知识体系作为连贯发展战略中相互强化的组成部分发挥作用。在这一框架内，气候智慧型农民中心（Climate-Smart Farmer Hub）作为一个操作实例被提出，展示气候智","Zenodo (CERN European Organization for Nuclear Research)",78,{"impact":98,"substance":160,"depth":31,"authority":58,"freshness":25,"relevant":34,"comment":458},"以系统视角论述尼日利亚气候智慧农业与农村韧性建设，提出社区型制度框架，具参考价值但属境外研究。",[460,461],{"name":455,"url":452},{"name":455,"url":462},"https:\u002F\u002Fdoi.org\u002F10.5281\u002Fzenodo.23298250",[166,464,465,466,467],"农业数字化","气候智慧农业","小农韧性","农村转型",{"code":70,"slug":469,"name":470,"path":471,"parent_code":118},"yield-food-security","单产提升与粮食安全","\u002Ftopic\u002Ffield-crops\u002Fyield-food-security",[473,479],{"code":474,"slug":475,"name":476,"path":477,"parent_code":478},"H6","biodiversity","生态保护与生物多样性","\u002Ftopic\u002Fenvironment\u002Fbiodiversity","H",{"code":480,"slug":481,"name":482,"path":483,"parent_code":478},"H7","climate","气候适应与防灾减灾","\u002Ftopic\u002Fenvironment\u002Fclimate",{"status":51,"locked":52,"version":53,"method":54,"evidence":485},{"candidates":486,"agricultural_evidence":26},[487,492,497,502,508,513,519,523],{"code":70,"score":99,"supported":26,"title":488,"abstract":490,"tags":491},[489],"food security",[39,489],[],{"code":480,"score":58,"supported":26,"title":493,"abstract":495,"tags":496},[494],"climate resilience",[494],[465],{"code":138,"score":58,"supported":26,"title":498,"abstract":500,"tags":501},[499],"smart agriculture",[499],[464],{"code":474,"score":33,"supported":26,"title":503,"abstract":504,"tags":507},[],[505,506,475],"生物多样性","农业生态",[],{"code":243,"score":64,"supported":26,"title":509,"abstract":510,"tags":512},[],[511],"smallholder",[],{"code":514,"score":64,"supported":26,"title":515,"abstract":516,"tags":518},"J1",[],[517],"农业政策",[],{"code":176,"score":34,"supported":52,"title":520,"abstract":521,"tags":522},[],[],[464],{"code":172,"score":34,"supported":52,"title":524,"abstract":525,"tags":526},[],[],[166],[528,529],"尼日利亚 气候智慧农业","气候智慧农业 农业数字化 农村转型 小农韧性","尼日利亚气候智慧农业-4739","10.5281\u002Fzenodo.23298251",{"doi":531,"openalex_id":533,"authors":534,"venue":455,"cited_by_count":200,"oa_url":452,"card":537,"direction":543,"ingested_from":447},"W7221462831",[535],{"name":536,"orcid":20},"Franklin N. Ellah",{"tldr":538,"method":539,"finding":540,"direction":541,"opportunity":542},"本文从系统视角探讨气候智慧型农业如何推动尼日利亚农村再生，兼顾气候韧性、粮食安全与包容性繁荣。","基于气候科学、农业发展、韧性研究等多学科文献，结合尼日利亚农业生态区与制度分析。","气候智慧型农业应作为整合系统框架，通过知识创新、数字技术、生态修复与制度强化提升现有系统韧性。","农业绿色发展与碳","可研究气候智慧型农业系统框架在不同农业生态区的本地化适配与数字技术赋能机制。","智慧农业 \u002F 农业物联网","2026-10-12T23:30:07.631373Z",{"id":546,"title":547,"url":548,"summary":549,"summary_zh":20,"content":20,"source_name":550,"source_url":20,"published_at":394,"category":263,"cover_url":20,"hotness":25,"is_selected":52,"score":551,"score_detail":552,"sources":554,"tags":556,"primary_topic":561,"secondary_topics":562,"classification":563,"search_phrases":579,"slug":582,"view_count":200,"doi":20,"paper":583,"created_at":590},4781,"中国数字乡村建设与县域老年照护产业的耦合协调关系及区域差异研究","https:\u002F\u002Fwww.ebiotrade.com\u002Fnewsf\u002F2026-10\u002F20261009225937972.htm","本研究利用中国县域数字乡村指数2018年和2020年及匹配的老年照护产业统计数据,采用综合耦合协调度评价模型考察两大系统之间的耦合协调度及其区域差异。研究发现,全国整体耦合协调水平仍偏低,农村经济、日常生活和治理的数字化与老年照护产业耦合度呈中度失衡。结论建议政府应优先关注数字乡村建设的社会效益,加强农村老年照护的技术和服务支持。","生物通 报道 BMC Geriatrics 2026-10-10",77,{"impact":98,"substance":97,"depth":98,"authority":161,"freshness":186,"relevant":34,"comment":553},"基于县域面板数据的实证研究，揭示数字乡村与老年照护产业耦合失衡，对农村数字化社会效益有政策参考价值。",[555],{"name":550,"url":548},[166,557,558,559,560],"县域经济","耦合协调","区域差异","老年照护",{"code":172,"slug":173,"name":174,"path":175,"parent_code":176},[],{"status":51,"locked":52,"version":53,"method":54,"evidence":564},{"candidates":565,"agricultural_evidence":26},[566,570,574],{"code":172,"score":58,"supported":26,"title":567,"abstract":568,"tags":569},[166],[166],[166],{"code":295,"score":34,"supported":52,"title":571,"abstract":572,"tags":573},[],[],[557],{"code":575,"score":34,"supported":52,"title":576,"abstract":577,"tags":578},"I4",[],[],[558],[580,581],"中国县域数字乡村指数 老年照护产业","区域差异 县域经济 数字乡村 老年照护","中国县域数字乡村指数老年照护产业-4781",{"doi":20,"openalex_id":20,"authors":584,"venue":20,"cited_by_count":200,"oa_url":20,"card":585,"direction":318,"ingested_from":320},[],{"tldr":586,"method":587,"finding":588,"direction":318,"opportunity":589},"研究中国县域数字乡村建设与老年照护产业的耦合协调关系及区域差异。","基于2018和2020年县域数字乡村指数与老年照护产业数据，构建耦合协调度模型。","全国整体耦合协调水平偏低，数字化与老年照护产业呈中度失衡，区域差异明显。","可深入探究数字乡村建设对农村老年照护服务可及性的因果影响及技术赋能路径。","2026-10-13T00:08:38.106787Z",{"id":592,"title":593,"url":594,"summary":595,"summary_zh":596,"content":20,"source_name":597,"source_url":594,"published_at":92,"category":263,"cover_url":20,"hotness":25,"is_selected":52,"score":598,"score_detail":599,"sources":601,"tags":603,"primary_topic":607,"secondary_topics":608,"classification":609,"search_phrases":621,"slug":624,"view_count":34,"doi":625,"paper":626,"created_at":641},4738,"Natural ecosystem loss in an Atlantic Forest agricultural basin: drivers of land-use change and future landscape trajectories","https:\u002F\u002Fdoi.org\u002F10.3389\u002Ffsufs.2026.1912707","The Atlantic Forest, one of the world's most threatened biodiversity hotspots, faces intense pressure from agricultural expansion and inadequate land governance. Understanding the spatial drivers and future trajectories of land-use and land cover (LULC) change is critical for safeguarding the ecosystem services and biodiversity that remnant natural areas provide. This study investigated the relative importance of multiple biophysical, socioeconomic, and demographic drivers of natural ecosystem loss in the Guaporé River Basin (GRB), a 246,300-ha subtropical Atlantic Forest agricultural watershed in southern Brazil. We combined a municipality-level temporal trend analysis to characterize historical LULC dynamics (1998–2019) with the Dinamica EGO cellular automata model, calibrated using Weight of Evidence (WoE), to simulate future landscapes under 2030 and 2050 scenarios. Our results reveal divergent ecological dynamics across the basin. The Northern region experienced extensive remnant vegetation loss (1.55% yr −1 conversion to altered ecosystems), driven by flat terrain and high agricultural productivity, while the Southern region showed partial natural regeneration (1.40% yr −1 transition from altered to regenerating vegetation), linked to steeper slopes and vegetation extraction practices. Despite apparent recovery, closer analysis reveals a regressive process of ecological simplification, in which remnant vegetation is progressively replaced by regenerating vegetation. Future projections suggest that, without strengthened enforcement of Brazil's Natural Vegetation Protection Law, the Northern basin will lose an additional 15,903 ha of remnant vegetation by 2050. These findings highlight critical spatial mismatches between legal protection frameworks and actual land-use pressures, with direct implications for conservation planning, watershed management, and biodiversity protection in the Atlantic Forest biome.","大西洋森林是全球受威胁最严重的生物多样性热点地区之一，面临着农业扩张和土地治理不足带来的巨大压力。理解土地利用与土地覆盖（LULC）变化的空间驱动因素及未来演变趋势，对于维护残余自然区域所提供的生态系统服务和生物多样性至关重要。本研究考察了巴西南部瓜波雷河流域（GRB）自然生态系统丧失的多个生物物理、社会经济和人口驱动因素的相对重要性。该流域面积246,300公顷，属亚热带大西洋森林农业流域。我们将市级时间趋势分析（用于刻画1998—2019年历史LULC动态）与Dinamica EGO元胞自动机模型相结合，并采用证据权重法（WoE）进行校准，以模拟2030年和2050年情景下的未来景观。研究结果揭示了流域内差异化的生态动态。北部地区经历了大面积的残余植被丧失（年转化率1.55%，转为改变后的生态系统），其驱动因素为平坦地形和高农业生产力；而南部地区则表现出部分自然再生（年转化率1.40%，从改变后的生态系统转为再生植被），与较陡的坡度和植被采伐活动相关。尽管表面上呈现恢复态势，进一步分析却揭示了一个退行性的生态简化过程，即残余植被正逐步被再生植被所取代。未来预测表明，若不加紧执行巴西《自然植被保护法》，到2050年北部流域将再丧失15,903公顷残余植被。这些发现凸显了法律保护框架与实际土地利用压力之间的关键空间错配，对大西洋森林生物群系的保护规划、流域管理和生物多样性保护具有直接影响。","Frontiers in Sustainable Food Systems",75,{"impact":58,"substance":97,"depth":98,"authority":99,"freshness":33,"relevant":34,"comment":600},"基于元胞自动机与证据权重的巴西大西洋森林流域土地利用模拟研究，方法扎实、结论具体，但属区域案例，公共影响有限。",[602],{"name":597,"url":594},[506,505,604,605,606],"遥感监测","土地利用变化","流域治理",{"code":474,"slug":475,"name":476,"path":477,"parent_code":478},[],{"status":51,"locked":52,"version":53,"method":54,"evidence":610},{"candidates":611,"agricultural_evidence":26},[612,617],{"code":474,"score":58,"supported":26,"title":613,"abstract":614,"tags":616},[],[505,615,475],"生态系统服务",[506,605,505],{"code":407,"score":34,"supported":52,"title":618,"abstract":619,"tags":620},[],[],[604],[622,623],"Guaporé River Basin 土地利用","Atlantic Forest 农业流域 模拟","GuaporéRiverBasin土地利用-4738","10.3389\u002Ffsufs.2026.1912707",{"doi":625,"openalex_id":627,"authors":628,"venue":597,"cited_by_count":200,"oa_url":594,"card":636,"direction":445,"ingested_from":447},"W7221477243",[629,632,634],{"name":630,"orcid":631},"Edberto Moura Lima","https:\u002F\u002Forcid.org\u002F0000-0002-8447-8460",{"name":633,"orcid":20},"Bano Mehdi-Schulz",{"name":635,"orcid":20},"Jose Miguel Reichert",{"tldr":637,"method":638,"finding":639,"direction":445,"opportunity":640},"结合趋势分析与元胞自动机模拟巴西大西洋森林农业流域土地利用变化及未来情景。","Dinamica 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