[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-3440":3,"related-3440":46},{"id":4,"title":5,"url":6,"summary":7,"summary_zh":8,"content":8,"source_name":9,"source_url":8,"published_at":10,"category":11,"cover_url":8,"hotness":12,"is_selected":13,"score":14,"score_detail":15,"sources":23,"tags":25,"search_phrases":31,"slug":34,"view_count":35,"doi":8,"paper":36,"created_at":45},3440,"《Multi-Sensor Perception, Fusion, and Robust State Estimation for Autonomous Agricultural Vehicles in Complex Environments》","https:\u002F\u002Fwww.mdpi.com\u002F2079-9292\u002F15\u002F18\u002F4332","江苏大学崔冰冰、李子熠、马珍、东南大学王存德综述了复杂农业环境下自主农业车辆（AAV）多源融合定位与鲁棒状态估计技术的最新研究进展。分析影响车辆自主导航性能的关键环境因素（GNSS信号遮挡与多径、机械振动、复杂地形引起的车轮履带打滑、动态植被干扰），按多传感器硬件配置和数据融合架构进行分类比较；进一步讨论自适应卡尔曼滤波、因子图优化（FGO）、学习辅助多传感器融合和运动约束滑动补偿等鲁棒状态估计方法。",null,"《Electronics》2026, 15(18), 4332 \u002F MDPI","2026-09-21T00:00:00Z","论文",10,false,76,{"impact":16,"substance":17,"depth":18,"authority":19,"freshness":20,"relevant":21,"comment":22},18,20,17,13,8,1,"江苏大学团队在核心期刊发表的农业无人车多源融合定位综述，方法体系完整、参考价值高，但属学术综述而非产业级突破，适合进入每日精选。",[24],{"name":9,"url":6},[26,27,28,29,30],"智慧农业","农业人工智能","农机装备","自主导航","多传感器融合",[32,33],"江苏大学 农业车辆 多传感器融合","农业车辆 GNSS拒止 状态估计","江苏大学农业车辆多传感器融合-3440",0,{"doi":8,"openalex_id":8,"authors":37,"venue":8,"cited_by_count":35,"oa_url":8,"card":38,"direction":42,"ingested_from":44},[],{"tldr":39,"method":40,"finding":41,"direction":42,"opportunity":43},"综述复杂农业环境下自主农机多源融合定位与鲁棒状态估计技术进展。","按传感器配置与融合架构分类，比较自适应卡尔曼滤波、因子图优化等方法。","GNSS遮挡、振动、打滑与植被干扰是影响导航性能的关键环境因素。","智慧农业 \u002F 农业物联网","可探索学习辅助融合与因子图优化在低成本农机平台上的实时性与鲁棒性验证。","agent","2026-09-25T00:09:34.082957Z",{"total":47,"page":21,"page_size":47,"items":48},6,[49,74,103,150,205,245],{"id":50,"title":51,"url":52,"summary":53,"summary_zh":8,"content":54,"source_name":55,"source_url":8,"published_at":56,"category":57,"cover_url":8,"hotness":12,"is_selected":58,"score":59,"score_detail":60,"sources":64,"tags":66,"search_phrases":69,"slug":72,"view_count":35,"doi":8,"paper":8,"created_at":73},3022,"农业农村部党组召开会议强调：大力推进\"人工智能+\"农业 拓展无人机、物联网等应用场景","https:\u002F\u002Fwww.agri.cn\u002Fzx\u002Fnyyw\u002F202609\u002Ft20260920_8872540.htm","农业农村部党组9月20日召开会议，传达学习习近平总书记关于山东青岛市北海造船厂一货轮火灾事故的重要指示精神，部署农业安全生产、农机装备产业发展等工作。会议强调，要大力推进\"人工智能+\"农业，拓展无人机、物联网等应用场景，让新质生产力更好赋能现代农业发展；要全力抓好\"三秋\"生产，分区域分作物指导抓细秋粮田管，强化农业防灾减灾救灾，精心组织开展秋收，压茬推进秋冬种，确保秋粮丰收到手、冬小麦冬油菜种足种好。","[![Image 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 [](javascript:void(0); \"读屏专用：快捷键Shift+N，适用于使用读屏软件的用户，若无读屏软件可通过Shift+2开启声音获取语音提示\")读屏专用\n*   [](javascript:void(0); \"关闭辅助工具Shift+Q\")退出\n\n导航区(0)\n\nALT+1\n\n视窗区(0)\n\nALT+2\n\n交互区(0)\n\nALT+3\n\n服务区(0)\n\nALT+4\n\n列表区(0)\n\nALT+5\n\n正文区(0)\n\nALT+6\n\n[](javascript:void(0); \"声音开关\")语音\n\n[](javascript:void(0); \"开启帮助Shift+问号键\")帮助\n\n[](javascript:void(0); \"显示屏\")显示屏\n\n[](javascript:void(0); \"老人服务：快捷键Shift+N，适用于视力和文化认知底下的人群\")老人服务\n\n[](javascript:void(0); \"关闭辅助工具Shift+Q\")退出\n\n请按F11切换全屏模式\n\n  \n提示：该链接属站外链接，将无法使用辅助浏览工具！  \n是否继续访问？  \n\n请注意，该操作链接到其他网站  \n该网站无法启动无障碍工具条！\n\n当前访问页面超出辅助工具操作范围  \n无障碍辅助工具无法正常工作！  \n  \n\n##### 分享到微信\n\n×\n用微信“扫一扫”，点击右上角分享按钮，  \n即可将网页分享给您的微信好友或朋友圈。","中国农业农村信息网","2026-09-20T08:00:00Z","政策",true,87,{"impact":61,"substance":17,"depth":62,"authority":62,"freshness":12,"relevant":21,"comment":63},27,15,"农业农村部党组会议明确推进“人工智能+”农业并拓展无人机、物联网应用场景，属全国性政策信号，权威性与时效性俱佳，值得进入每日精选。",[65],{"name":55,"url":52},[26,27,67,68,28],"农业物联网","农业无人机",[70,71],"农业农村部 人工智能","农业无人机 物联网 应用场景","农业农村部人工智能-3022","2026-09-21T00:04:31.528736Z",{"id":75,"title":76,"url":77,"summary":78,"summary_zh":8,"content":8,"source_name":79,"source_url":8,"published_at":80,"category":11,"cover_url":8,"hotness":12,"is_selected":13,"score":81,"score_detail":82,"sources":85,"tags":87,"search_phrases":90,"slug":93,"view_count":35,"doi":8,"paper":94,"created_at":102},2854,"面向冬小麦水分含量的无人机遥感自动机器学习预测——MDPI Remote Sensing","https:\u002F\u002Fwww.mdpi.com\u002F2072-4292\u002F18\u002F18\u002F3161","本研究探索了无人机遥感快速准确评估冬小麦水分含量的潜力。在开花期和灌浆期使用配备多光谱、RGB和热红外相机的无人机获取高分辨率冠层遥感图像。集成地面真值采样数据与无人机遥感数据,使用自动机器学习(AutoML)框架建立回归模型预测冬小麦水分含量(MC)。结果表明,MC预测在灌浆期表现最佳,TIR传感器精度最高(R²=0.812,MAE=0.0204,RMSE=0.0274)。多传感器融合相比单传感器方法进一步提升预测性能,MC预测的R²达0.876、MAE 0.0191、RMSE 0.0259。来自中国农业科学院农田灌溉研究所。","MDPI Remote Sensing","2026-09-15T00:00:00Z",74,{"impact":62,"substance":83,"depth":18,"authority":19,"freshness":20,"relevant":21,"comment":84},21,"中国农科院团队用AutoML融合多光谱、RGB与热红外无人机数据预测冬小麦水分含量，多传感器融合R²达0.876，方法新颖、结论可靠，对精准灌溉有实用价值，值得进入每日精选。",[86],{"name":79,"url":77},[26,27,88,89,30],"无人机遥感","冬小麦",[91,92],"农业人工智能 多传感器融合 无人机遥感 智慧农业","农业人工智能 多传感器融合","农业人工智能多传感器融合无人机遥感智慧农业-2854",{"doi":8,"openalex_id":8,"authors":95,"venue":8,"cited_by_count":35,"oa_url":8,"card":96,"direction":100,"ingested_from":44},[],{"tldr":97,"method":98,"finding":99,"direction":100,"opportunity":101},"用无人机多传感器遥感结合AutoML预测冬小麦水分含量。","无人机多光谱、RGB、热红外图像+地面真值，AutoML回归建模。","灌浆期热红外精度最高，多传感器融合将R²提升至0.876。","农业遥感与作物表型","可探索不同生育期与品种的泛化性，及将水分预测接入灌溉决策系统。","2026-09-18T00:03:30.758419Z",{"id":104,"title":105,"url":106,"summary":107,"summary_zh":108,"content":8,"source_name":109,"source_url":106,"published_at":110,"category":11,"cover_url":8,"hotness":12,"is_selected":13,"score":111,"score_detail":112,"sources":116,"tags":118,"search_phrases":121,"slug":124,"view_count":35,"doi":125,"paper":126,"created_at":149},1711,"Path planning for unmanned combined harvester edging operation based on UAV imagery","https:\u002F\u002Fdoi.org\u002F10.1016\u002Fj.compag.2026.112382","Path planning for unmanned combined harvester edging operation based on UAV imagery。Computers and Electronics in Agriculture","基于无人机影像的无人联合收割机边缘作业路径规划。《计算机与电子在农业中的应用》","Computers and Electronics in Agriculture","2026-09-04T00:00:00Z",66,{"impact":62,"substance":16,"depth":113,"authority":62,"freshness":114,"relevant":21,"comment":115},16,2,"论文提出基于无人机影像的联合收割机路径规划方法，属于细分领域进展，但时效性较低。",[117],{"name":109,"url":106},[26,119,27,120,28],"无人机","路径规划",[122,123],"农业人工智能 农机装备 智慧农业 路径规划","农业人工智能 农机装备","农业人工智能农机装备智慧农业路径规划-1711","10.1016\u002Fj.compag.2026.112382",{"doi":125,"openalex_id":127,"authors":128,"venue":109,"cited_by_count":35,"oa_url":8,"card":143,"direction":42,"ingested_from":148},"W7208720259",[129,132,134,136,138,140],{"name":130,"orcid":131},"Hongbo Jia","https:\u002F\u002Forcid.org\u002F0000-0001-5426-347X",{"name":133,"orcid":8},"Jun Zhou",{"name":135,"orcid":8},"Jingwei Sun",{"name":137,"orcid":8},"Licun Yuan",{"name":139,"orcid":8},"Yongqiang He",{"name":141,"orcid":142},"Muhammad Aurangzaib","https:\u002F\u002Forcid.org\u002F0000-0002-4445-8801",{"tldr":144,"method":145,"finding":146,"direction":42,"opportunity":147},"基于无人机影像为无人联合收割机规划边缘作业路径。","利用无人机影像生成地图，结合路径规划算法。","实现了无人收割机边缘作业的自动路径规划。","可探索动态障碍物下的实时路径重规划，或结合多机协同作业优化。","openalex","2026-09-05T23:30:02.064293Z",{"id":151,"title":152,"url":153,"summary":154,"summary_zh":155,"content":8,"source_name":109,"source_url":153,"published_at":156,"category":11,"cover_url":8,"hotness":12,"is_selected":13,"score":157,"score_detail":158,"sources":163,"tags":165,"search_phrases":168,"slug":170,"view_count":35,"doi":171,"paper":172,"created_at":204},1512,"Research on interaction mechanisms and operating parameter optimization of soybean threshing based on the discrete element method","https:\u002F\u002Fdoi.org\u002F10.1016\u002Fj.compag.2026.112354","Research on interaction mechanisms and operating parameter optimization of soybean threshing based on the discrete element method。Computers and Electronics in Agriculture","基于离散元法的大豆脱粒交互机理与作业参数优化研究。《计算机与电子在农业中的应用》","2026-09-02T00:00:00Z",67,{"impact":159,"substance":16,"depth":113,"authority":160,"freshness":161,"relevant":21,"comment":162},12,14,7,"论文聚焦大豆脱粒过程仿真与参数优化，方法新颖，对农机智能化有参考价值，但影响范围限于细分领域。",[164],{"name":109,"url":153},[26,27,166,28,167],"大豆","离散元法",[169,123],"农业人工智能 农机装备 智慧农业 离散元法","农业人工智能农机装备智慧农业离散元法-1512","10.1016\u002Fj.compag.2026.112354",{"doi":171,"openalex_id":173,"authors":174,"venue":109,"cited_by_count":35,"oa_url":8,"card":199,"direction":42,"ingested_from":148},"W7206167949",[175,177,180,183,185,188,191,193,196],{"name":176,"orcid":8},"Fuqiang Gou",{"name":178,"orcid":179},"Zhenjie Qian","https:\u002F\u002Forcid.org\u002F0000-0003-1897-2396",{"name":181,"orcid":182},"Youliang Ni","https:\u002F\u002Forcid.org\u002F0000-0001-5621-8752",{"name":184,"orcid":8},"Chengqian Jin",{"name":186,"orcid":187},"Tengxiang Yang","https:\u002F\u002Forcid.org\u002F0000-0003-2768-7546",{"name":189,"orcid":190},"Guangyue Zhang","https:\u002F\u002Forcid.org\u002F0000-0003-4051-8616",{"name":192,"orcid":8},"Zheng Liu",{"name":194,"orcid":195},"Man Chen","https:\u002F\u002Forcid.org\u002F0000-0002-6246-1801",{"name":197,"orcid":198},"Zeyu Cai","https:\u002F\u002Forcid.org\u002F0000-0003-3443-2277",{"tldr":200,"method":201,"finding":202,"direction":42,"opportunity":203},"用离散元法研究大豆脱粒的相互作用机制并优化操作参数。","离散元法模拟与试验验证，优化操作参数。","揭示了脱粒过程机理，确定了最优参数组合。","可结合传感器实时监测脱粒过程，开发自适应控制策略，实现智能脱粒。","2026-09-03T23:30:02.277672Z",{"id":206,"title":207,"url":208,"summary":209,"summary_zh":8,"content":8,"source_name":109,"source_url":208,"published_at":210,"category":11,"cover_url":8,"hotness":12,"is_selected":13,"score":211,"score_detail":212,"sources":214,"tags":216,"search_phrases":218,"slug":220,"view_count":35,"doi":221,"paper":222,"created_at":244},1207,"Synergistic mechanism of seed intake-recirculation of a high-speed centrifugal maize metering device based on coupled numerical simulation","https:\u002F\u002Fdoi.org\u002F10.1016\u002Fj.compag.2026.112334","Synergistic mechanism of seed intake-recirculation of a high-speed centrifugal maize metering device based on coupled numerical simulation。Computers and Electronics in Agriculture","2026-08-25T00:00:00Z",62,{"impact":159,"substance":16,"depth":113,"authority":160,"freshness":114,"relevant":21,"comment":213},"基于耦合数值模拟的高速离心玉米排种器研究，方法新颖，数据可靠，但时效性较低。",[215],{"name":109,"url":208},[26,27,217,28],"玉米",[219,123],"农业人工智能 农机装备 智慧农业 玉米","农业人工智能农机装备智慧农业玉米-1207","10.1016\u002Fj.compag.2026.112334",{"doi":221,"openalex_id":223,"authors":224,"venue":109,"cited_by_count":35,"oa_url":8,"card":239,"direction":42,"ingested_from":148},"W7204175671",[225,228,230,232,235,237],{"name":226,"orcid":227},"Pengfei Zhao","https:\u002F\u002Forcid.org\u002F0000-0003-2432-1207",{"name":229,"orcid":8},"Z. Zhang",{"name":231,"orcid":8},"Xiaojun Gao",{"name":233,"orcid":234},"Zhongjun Liu","https:\u002F\u002Forcid.org\u002F0000-0001-8985-6179",{"name":236,"orcid":8},"Qinghui Lai",{"name":238,"orcid":8},"Hua Li",{"tldr":240,"method":241,"finding":242,"direction":42,"opportunity":243},"研究高速离心式玉米排种器充种与回种的协同机理，基于耦合数值模拟。","耦合数值模拟（CFD-DEM等）分析排种器内部种子运动。","揭示了高速下充种与回种的协同机制，优化排种性能。","可进一步研究不同种子物理特性对排种器性能的影响，或开发自适应控制策略以提升高速作业精度。","2026-09-01T04:03:02.303448Z",{"id":246,"title":247,"url":248,"summary":249,"summary_zh":8,"content":8,"source_name":250,"source_url":8,"published_at":251,"category":11,"cover_url":8,"hotness":12,"is_selected":13,"score":252,"score_detail":253,"sources":256,"tags":258,"search_phrases":262,"slug":265,"view_count":35,"doi":8,"paper":266,"created_at":274},3439,"《Agentic Artificial Intelligence in Agriculture: A Systematic Mapping Review of Reported Architectures, Applications, Challenges, and Future Directions》","https:\u002F\u002Fwww.mdpi.com\u002F2227-7080\u002F14\u002F9\u002F591","作者按PRISMA 2020方案从4111项记录筛选至181项研究，对2020—2026年农业代理式人工智能文献做系统映射综述：领域跨度30多年但LLM子集非常年轻（2024年才出现、46\u002F47项发表于2025—2026年）；82%研究报告合作能力，计划和推理分别仅31%、记忆6%、反思4%；只有33项研究报告现场或实际部署，68项仍停留在概念性阶段，仅11项报告了一个季度以上的评估。","《Technologies》2026, 14(9), 591 \u002F MDPI","2026-09-22T00:00:00Z",80,{"impact":16,"substance":254,"depth":16,"authority":19,"freshness":20,"relevant":21,"comment":255},23,"基于PRISMA的农业代理式AI系统映射综述，量化揭示LLM应用年轻化与落地不足，信息增量与专业深度突出，值得进入每日精选。",[257],{"name":250,"url":248},[259,26,27,260,261],"数字农业","农业大模型","智能体",[263,264],"农业代理式人工智能 系统映射综述","农业人工智能 农业大模型 数字农业 智慧农业","农业代理式人工智能系统映射综述-3439",{"doi":8,"openalex_id":8,"authors":267,"venue":8,"cited_by_count":35,"oa_url":8,"card":268,"direction":272,"ingested_from":44},[],{"tldr":269,"method":270,"finding":271,"direction":272,"opportunity":273},"系统映射181项研究，梳理农业代理式AI的架构、应用、挑战与未来方向。","按PRISMA 2020筛选4111项记录至181项，做系统映射综述。","LLM代理2024年才出现，多具合作能力但规划、记忆、反思薄弱，实际部署少。","农业人工智能与决策模型","农业LLM代理的长期田间部署、记忆与反思机制及跨季度评估仍是明显空白。","2026-09-25T00:09:33.995675Z"]