[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-3292":3,"related-3292":94},{"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":32,"secondary_topics":38,"classification":45,"search_phrases":88,"slug":91,"view_count":92,"doi":8,"paper":8,"created_at":93},3292,"AI巡田机器狗、采摘机器人、虫情监测仪！智慧农业装备亮相2026年中国农民丰收节山东主场活动","https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html","在2026年中国农民丰收节山东主场活动现场，一批智慧农业新装备集中亮相：巡田机器狗替代人工开展田间作业，搭载多光谱、可见光相机与环境监测传感器，依托自研AI算法可精准完成病虫害识别、作物长势研判、土壤墒情监测；便携式一体虫情监测仪可灵活拆装，冬季无虫害时可拆卸收纳；地形移动作业机器人搭载机械臂，更换不同抓手就能实现果蔬采摘；管式墒情仪采用太阳能供电，直接插地即可投入使用。",null,"![Image 1](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_logo.png)![Image 2](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_shandianxinwen.png)\n*   [头条](https:\u002F\u002Fsdxw.iqilu.com\u002F)\n*   [定位中](javascript:;)[济南](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101744.html?1&101744)![Image 3](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_bottom_sanjiao.png) \n\n*   [闪电号](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Fmparticle.html?2&0)\n\n*   [时政](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F107857.html?3&107857)\n*   [纪录](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F237919.html?4&237919)\n*   [视频](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101736.html?5&101736)\n\n*   [智库](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101817.html?6&101817)\n\n*   [热点](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F107901.html?7&107901)\n\n*   [健康](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F107893.html?8&107893)\n\n*   ![Image 4](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon111.png)![Image 5](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon222.png)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[济南](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101744.html?1&101744)[青岛](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101745.html?1&101745)[淄博](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101746.html?1&101746)[东营](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101811.html?1&101811)[烟台](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101810.html?1&101810)[潍坊](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101809.html?1&101809)[济宁](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101808.html?1&101808)[泰安](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101807.html?1&101807)[威海](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101806.html?1&101806)[日照](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101805.html?1&101805)[临沂](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101804.html?1&101804)[德州](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101803.html?1&101803)[聊城](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101802.html?1&101802)[滨州](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101801.html?1&101801)[枣庄](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101800.html?1&101800)[菏泽](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F101799.html?1&101799)\n\n[评论](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F107875.html?9&107875)[图片](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F107871.html?9&107871)[文娱](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F107897.html?9&107897)[房产](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F107895.html?9&107895)[专题](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002F107907.html?9&107907)\n\n![Image 6](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Fshang.png)\n\n*   [闪电号>](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Fmp.html?2&0)\n*   [专栏>](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Fmp.html?2&0&%E4%B8%93%E6%A0%8F)\n*   [乡村季风农业家](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Fmpdetail\u002F100200.html?catid=100200)\n\n AI 巡田机器狗、采摘机器人、虫情监测仪！智慧农业装备亮相2026年中国农民丰收节山东主场活动 \n\n[乡村季风农业家](javascript:;)\n\n[2026-09-22 15:43:05](javascript:;)\n\n[Video 3](https:\u002F\u002Fstream7-transcode.iqilu.com\u002F10361\u002Fsucaiku\u002F202609\u002F22\u002Ff4534bc69de84c47b8bceeb954d0626c_902.mp4)\n在 2026年中国农民丰收节山东主场活动现场，一批智慧农业新装备集中亮相，为粮食稳产增产注入科技动能。\n\n巡田机器狗替代人工开展田间作业，搭载多光谱、可见光相机与环境监测传感器，依托自研 AI 算法，可精准完成病虫害识别、作物长势研判、土壤墒情监测；便携式一体虫情监测仪可灵活拆装，冬季无虫害时可拆卸收纳，有效降低设备运维成本；地形移动作业机器人搭载机械臂，更换不同抓手就能实现果蔬采摘；管式墒情仪采用太阳能供电，直接插地即可投入使用，工业级外壳坚固耐用，保障土壤数据精准采集。\n\n从前端田间感知、终端数据分析到后端作业执行，整套设备闭环联动，科学管控田间生产，助力减少农药化肥使用，实现农田提质增产。以科技赋能农耕，用装备守护耕耘，让智慧农业护航齐鲁大地岁岁丰收！\n\n《乡村季风》记者 郑莹莹 马成波\n\n来源： 乡村季风 \n\n编辑： 郑莹莹 \n\n责编： 梁丽 \n\n审校： 张洁 \n\n主编： 方翔 \n\n 相关推荐 \n\n[![Image 7](https:\u002F\u002Fimg12.iqilu.com\u002F1\u002Fextraction\u002F202609\u002F23\u002F86b0f4ade3b24b269f107f8e38e0e8ee-1.jpg)](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjcyNw.html)\n\n[省水省肥还增产！丰收节解锁智慧种植新利器#智能水肥机#智慧农业#中国农民丰收节#农业黑科技#节水节肥#现代化种植](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjcyNw.html)\n\n 分享到：\n\n[![Image 8](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_weixin.png)](http:\u002F\u002Fservice.weibo.com\u002Fshare\u002Fshare.php?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjcyNw.html&title=%E7%9C%81%E6%B0%B4%E7%9C%81%E8%82%A5%E8%BF%98%E5%A2%9E%E4%BA%A7%EF%BC%81%E4%B8%B0%E6%94%B6%E8%8A%82%E8%A7%A3%E9%94%81%E6%99%BA%E6%85%A7%E7%A7%8D%E6%A4%8D%E6%96%B0%E5%88%A9%E5%99%A8#%E6%99%BA%E8%83%BD%E6%B0%B4%E8%82%A5%E6%9C%BA#%E6%99%BA%E6%85%A7%E5%86%9C%E4%B8%9A#%E4%B8%AD%E5%9B%BD%E5%86%9C%E6%B0%91%E4%B8%B0%E6%94%B6%E8%8A%82#%E5%86%9C%E4%B8%9A%E9%BB%91%E7%A7%91%E6%8A%80#%E8%8A%82%E6%B0%B4%E8%8A%82%E8%82%A5#%E7%8E%B0%E4%BB%A3%E5%8C%96%E7%A7%8D%E6%A4%8D&pic=&summary=%E6%9D%A5%E8%87%AA%E9%97%AA%E7%94%B5%E6%96%B0%E9%97%BB%E5%AE%A2%E6%88%B7%E7%AB%AF&appkey=#_loginLayer_1596177107797)[![Image 9](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_pengyou.png)](https:\u002F\u002Fsns.qzone.qq.com\u002Fcgi-bin\u002Fqzshare\u002Fcgi_qzshare_onekey?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjcyNw.html&title=%E7%9C%81%E6%B0%B4%E7%9C%81%E8%82%A5%E8%BF%98%E5%A2%9E%E4%BA%A7%EF%BC%81%E4%B8%B0%E6%94%B6%E8%8A%82%E8%A7%A3%E9%94%81%E6%99%BA%E6%85%A7%E7%A7%8D%E6%A4%8D%E6%96%B0%E5%88%A9%E5%99%A8#%E6%99%BA%E8%83%BD%E6%B0%B4%E8%82%A5%E6%9C%BA#%E6%99%BA%E6%85%A7%E5%86%9C%E4%B8%9A#%E4%B8%AD%E5%9B%BD%E5%86%9C%E6%B0%91%E4%B8%B0%E6%94%B6%E8%8A%82#%E5%86%9C%E4%B8%9A%E9%BB%91%E7%A7%91%E6%8A%80#%E8%8A%82%E6%B0%B4%E8%8A%82%E8%82%A5#%E7%8E%B0%E4%BB%A3%E5%8C%96%E7%A7%8D%E6%A4%8D&summary=%E6%9D%A5%E8%87%AA%E9%97%AA%E7%94%B5%E6%96%B0%E9%97%BB%E5%AE%A2%E6%88%B7%E7%AB%AF&desc=&site=)[![Image 10](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_qq.png)](https:\u002F\u002Fconnect.qq.com\u002Fwidget\u002Fshareqq\u002Findex.html?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjcyNw.html&title=%E7%9C%81%E6%B0%B4%E7%9C%81%E8%82%A5%E8%BF%98%E5%A2%9E%E4%BA%A7%EF%BC%81%E4%B8%B0%E6%94%B6%E8%8A%82%E8%A7%A3%E9%94%81%E6%99%BA%E6%85%A7%E7%A7%8D%E6%A4%8D%E6%96%B0%E5%88%A9%E5%99%A8#%E6%99%BA%E8%83%BD%E6%B0%B4%E8%82%A5%E6%9C%BA#%E6%99%BA%E6%85%A7%E5%86%9C%E4%B8%9A#%E4%B8%AD%E5%9B%BD%E5%86%9C%E6%B0%91%E4%B8%B0%E6%94%B6%E8%8A%82#%E5%86%9C%E4%B8%9A%E9%BB%91%E7%A7%91%E6%8A%80#%E8%8A%82%E6%B0%B4%E8%8A%82%E8%82%A5#%E7%8E%B0%E4%BB%A3%E5%8C%96%E7%A7%8D%E6%A4%8D&source=&summary=%E6%9D%A5%E8%87%AA%E9%97%AA%E7%94%B5%E6%96%B0%E9%97%BB%E5%AE%A2%E6%88%B7%E7%AB%AF&desc=&pics=https:\u002F\u002Fimg12.iqilu.com\u002F1\u002Fextraction\u002F202609\u002F23\u002F86b0f4ade3b24b269f107f8e38e0e8ee-1.jpg)\n\n[![Image 11](https:\u002F\u002Fimg12.iqilu.com\u002F10361\u002Fsucaiku\u002Fcompress\u002F202609\u002F23\u002F6f4156f96c1747b6bdf4f46a222fba67.png)](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjYyMg.html)\n\n[“迷你”农机硬核助农，专为山地丘陵打造#中国农民丰收节#农机展#农机#小型农机](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjYyMg.html)\n\n 分享到：\n\n[![Image 12](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_weixin.png)](http:\u002F\u002Fservice.weibo.com\u002Fshare\u002Fshare.php?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjYyMg.html&title=%E2%80%9C%E8%BF%B7%E4%BD%A0%E2%80%9D%E5%86%9C%E6%9C%BA%E7%A1%AC%E6%A0%B8%E5%8A%A9%E5%86%9C%EF%BC%8C%E4%B8%93%E4%B8%BA%E5%B1%B1%E5%9C%B0%E4%B8%98%E9%99%B5%E6%89%93%E9%80%A0#%E4%B8%AD%E5%9B%BD%E5%86%9C%E6%B0%91%E4%B8%B0%E6%94%B6%E8%8A%82#%E5%86%9C%E6%9C%BA%E5%B1%95#%E5%86%9C%E6%9C%BA#%E5%B0%8F%E5%9E%8B%E5%86%9C%E6%9C%BA&pic=&summary=%E6%9D%A5%E8%87%AA%E9%97%AA%E7%94%B5%E6%96%B0%E9%97%BB%E5%AE%A2%E6%88%B7%E7%AB%AF&appkey=#_loginLayer_1596177107797)[![Image 13](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_pengyou.png)](https:\u002F\u002Fsns.qzone.qq.com\u002Fcgi-bin\u002Fqzshare\u002Fcgi_qzshare_onekey?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjYyMg.html&title=%E2%80%9C%E8%BF%B7%E4%BD%A0%E2%80%9D%E5%86%9C%E6%9C%BA%E7%A1%AC%E6%A0%B8%E5%8A%A9%E5%86%9C%EF%BC%8C%E4%B8%93%E4%B8%BA%E5%B1%B1%E5%9C%B0%E4%B8%98%E9%99%B5%E6%89%93%E9%80%A0#%E4%B8%AD%E5%9B%BD%E5%86%9C%E6%B0%91%E4%B8%B0%E6%94%B6%E8%8A%82#%E5%86%9C%E6%9C%BA%E5%B1%95#%E5%86%9C%E6%9C%BA#%E5%B0%8F%E5%9E%8B%E5%86%9C%E6%9C%BA&summary=%E6%9D%A5%E8%87%AA%E9%97%AA%E7%94%B5%E6%96%B0%E9%97%BB%E5%AE%A2%E6%88%B7%E7%AB%AF&desc=&site=)[![Image 14](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_qq.png)](https:\u002F\u002Fconnect.qq.com\u002Fwidget\u002Fshareqq\u002Findex.html?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjYyMg.html&title=%E2%80%9C%E8%BF%B7%E4%BD%A0%E2%80%9D%E5%86%9C%E6%9C%BA%E7%A1%AC%E6%A0%B8%E5%8A%A9%E5%86%9C%EF%BC%8C%E4%B8%93%E4%B8%BA%E5%B1%B1%E5%9C%B0%E4%B8%98%E9%99%B5%E6%89%93%E9%80%A0#%E4%B8%AD%E5%9B%BD%E5%86%9C%E6%B0%91%E4%B8%B0%E6%94%B6%E8%8A%82#%E5%86%9C%E6%9C%BA%E5%B1%95#%E5%86%9C%E6%9C%BA#%E5%B0%8F%E5%9E%8B%E5%86%9C%E6%9C%BA&source=&summary=%E6%9D%A5%E8%87%AA%E9%97%AA%E7%94%B5%E6%96%B0%E9%97%BB%E5%AE%A2%E6%88%B7%E7%AB%AF&desc=&pics=https:\u002F\u002Fimg12.iqilu.com\u002F10361\u002Fsucaiku\u002Fcompress\u002F202609\u002F23\u002F6f4156f96c1747b6bdf4f46a222fba67.png)\n\n[![Image 15](https:\u002F\u002Fimg12.iqilu.com\u002F10361\u002Fsucaiku\u002Fcompress\u002F202609\u002F23\u002Faf5e6c9a65864a19a0fc6905e3584006.png)](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjAzMg.html)\n\n[东阿阿胶牵头培育的“鲁西黑驴”获批国家畜禽新品种](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjAzMg.html)\n\n 分享到：\n\n[![Image 16](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_weixin.png)](http:\u002F\u002Fservice.weibo.com\u002Fshare\u002Fshare.php?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjAzMg.html&title=%E4%B8%9C%E9%98%BF%E9%98%BF%E8%83%B6%E7%89%B5%E5%A4%B4%E5%9F%B9%E8%82%B2%E7%9A%84%E2%80%9C%E9%B2%81%E8%A5%BF%E9%BB%91%E9%A9%B4%E2%80%9D%E8%8E%B7%E6%89%B9%E5%9B%BD%E5%AE%B6%E7%95%9C%E7%A6%BD%E6%96%B0%E5%93%81%E7%A7%8D&pic=&summary=%E6%9D%A5%E8%87%AA%E9%97%AA%E7%94%B5%E6%96%B0%E9%97%BB%E5%AE%A2%E6%88%B7%E7%AB%AF&appkey=#_loginLayer_1596177107797)[![Image 17](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_pengyou.png)](https:\u002F\u002Fsns.qzone.qq.com\u002Fcgi-bin\u002Fqzshare\u002Fcgi_qzshare_onekey?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjAzMg.html&title=%E4%B8%9C%E9%98%BF%E9%98%BF%E8%83%B6%E7%89%B5%E5%A4%B4%E5%9F%B9%E8%82%B2%E7%9A%84%E2%80%9C%E9%B2%81%E8%A5%BF%E9%BB%91%E9%A9%B4%E2%80%9D%E8%8E%B7%E6%89%B9%E5%9B%BD%E5%AE%B6%E7%95%9C%E7%A6%BD%E6%96%B0%E5%93%81%E7%A7%8D&summary=%E6%9D%A5%E8%87%AA%E9%97%AA%E7%94%B5%E6%96%B0%E9%97%BB%E5%AE%A2%E6%88%B7%E7%AB%AF&desc=&site=)[![Image 18](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_qq.png)](https:\u002F\u002Fconnect.qq.com\u002Fwidget\u002Fshareqq\u002Findex.html?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjAzMg.html&title=%E4%B8%9C%E9%98%BF%E9%98%BF%E8%83%B6%E7%89%B5%E5%A4%B4%E5%9F%B9%E8%82%B2%E7%9A%84%E2%80%9C%E9%B2%81%E8%A5%BF%E9%BB%91%E9%A9%B4%E2%80%9D%E8%8E%B7%E6%89%B9%E5%9B%BD%E5%AE%B6%E7%95%9C%E7%A6%BD%E6%96%B0%E5%93%81%E7%A7%8D&source=&summary=%E6%9D%A5%E8%87%AA%E9%97%AA%E7%94%B5%E6%96%B0%E9%97%BB%E5%AE%A2%E6%88%B7%E7%AB%AF&desc=&pics=https:\u002F\u002Fimg12.iqilu.com\u002F10361\u002Fsucaiku\u002Fcompress\u002F202609\u002F23\u002Faf5e6c9a65864a19a0fc6905e3584006.png)\n\n[![Image 19](https:\u002F\u002Fimg12.iqilu.com\u002F1\u002Fextraction\u002F202609\u002F23\u002F5046dad3db3047c58c60ff919b872503-1.jpg)](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTYwMA.html)\n\n[懒人的福音！加热5分钟就能喝的乌鸡人参汤](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTYwMA.html)\n\n 分享到：\n\n[![Image 20](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_weixin.png)](http:\u002F\u002Fservice.weibo.com\u002Fshare\u002Fshare.php?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTYwMA.html&title=%E6%87%92%E4%BA%BA%E7%9A%84%E7%A6%8F%E9%9F%B3%EF%BC%81%E5%8A%A0%E7%83%AD5%E5%88%86%E9%92%9F%E5%B0%B1%E8%83%BD%E5%96%9D%E7%9A%84%E4%B9%8C%E9%B8%A1%E4%BA%BA%E5%8F%82%E6%B1%A4&pic=&summary=%E6%9D%A5%E8%87%AA%E9%97%AA%E7%94%B5%E6%96%B0%E9%97%BB%E5%AE%A2%E6%88%B7%E7%AB%AF&appkey=#_loginLayer_1596177107797)[![Image 21](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_pengyou.png)](https:\u002F\u002Fsns.qzone.qq.com\u002Fcgi-bin\u002Fqzshare\u002Fcgi_qzshare_onekey?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTYwMA.html&title=%E6%87%92%E4%BA%BA%E7%9A%84%E7%A6%8F%E9%9F%B3%EF%BC%81%E5%8A%A0%E7%83%AD5%E5%88%86%E9%92%9F%E5%B0%B1%E8%83%BD%E5%96%9D%E7%9A%84%E4%B9%8C%E9%B8%A1%E4%BA%BA%E5%8F%82%E6%B1%A4&summary=%E6%9D%A5%E8%87%AA%E9%97%AA%E7%94%B5%E6%96%B0%E9%97%BB%E5%AE%A2%E6%88%B7%E7%AB%AF&desc=&site=)[![Image 22](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_qq.png)](https:\u002F\u002Fconnect.qq.com\u002Fwidget\u002Fshareqq\u002Findex.html?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTYwMA.html&title=%E6%87%92%E4%BA%BA%E7%9A%84%E7%A6%8F%E9%9F%B3%EF%BC%81%E5%8A%A0%E7%83%AD5%E5%88%86%E9%92%9F%E5%B0%B1%E8%83%BD%E5%96%9D%E7%9A%84%E4%B9%8C%E9%B8%A1%E4%BA%BA%E5%8F%82%E6%B1%A4&source=&summary=%E6%9D%A5%E8%87%AA%E9%97%AA%E7%94%B5%E6%96%B0%E9%97%BB%E5%AE%A2%E6%88%B7%E7%AB%AF&desc=&pics=https:\u002F\u002Fimg12.iqilu.com\u002F1\u002Fextraction\u002F202609\u002F23\u002F5046dad3db3047c58c60ff919b872503-1.jpg)\n\n[![Image 23](https:\u002F\u002Fimg12.iqilu.com\u002F1\u002Fextraction\u002F202609\u002F23\u002F4f3081202f01498bb2032b3cae283fa8-1.jpg)](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTM1NA.html)\n\n[“裙膜升地温”技术让葡萄避免冻害抽干 安全越冬](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTM1NA.html)\n\n 分享到：\n\n[![Image 24](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_weixin.png)](http:\u002F\u002Fservice.weibo.com\u002Fshare\u002Fshare.php?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTM1NA.html&title=%E2%80%9C%E8%A3%99%E8%86%9C%E5%8D%87%E5%9C%B0%E6%B8%A9%E2%80%9D%E6%8A%80%E6%9C%AF%E8%AE%A9%E8%91%A1%E8%90%84%E9%81%BF%E5%85%8D%E5%86%BB%E5%AE%B3%E6%8A%BD%E5%B9%B2)[![Image 25](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_pengyou.png)](https:\u002F\u002Fsns.qzone.qq.com\u002Fcgi-bin\u002Fqzshare\u002Fcgi_qzshare_onekey?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTM1NA.html&title=%E2%80%9C%E8%A3%99%E8%86%9C%E5%8D%87%E5%9C%B0%E6%B8%A9%E2%80%9D%E6%8A%80%E6%9C%AF%E8%AE%A9%E8%91%A1%E8%90%84%E9%81%BF%E5%85%8D%E5%86%BB%E5%AE%B3%E6%8A%BD%E5%B9%B2)[![Image 26](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_qq.png)](https:\u002F\u002Fconnect.qq.com\u002Fwidget\u002Fshareqq\u002Findex.html?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTM1NA.html&title=%E2%80%9C%E8%A3%99%E8%86%9C%E5%8D%87%E5%9C%B0%E6%B8%A9%E2%80%9D%E6%8A%80%E6%9C%AF%E8%AE%A9%E8%91%A1%E8%90%84%E9%81%BF%E5%85%8D%E5%86%BB%E5%AE%B3%E6%8A%BD%E5%B9%B2)\n\n[![Image 27](https:\u002F\u002Fimg12.iqilu.com\u002F1\u002Fextraction\u002F202609\u002F23\u002F8fc17233cf67410c8a323dc82a760247-1.jpg)](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTIyOA.html)\n\n[山东临沭 花生种植高手集结 共同见证“三只虎”大肥力#农科频道#“三只虎杯”中国花生王大赛](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTIyOA.html)\n\n 分享到：\n\n[![Image 28](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_weixin.png)](http:\u002F\u002Fservice.weibo.com\u002Fshare\u002Fshare.php?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTIyOA.html&title=%E5%B1%B1%E4%B8%9C%E4%B8%B4%E6%B2%AD)[![Image 29](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_pengyou.png)](https:\u002F\u002Fsns.qzone.qq.com\u002Fcgi-bin\u002Fqzshare\u002Fcgi_qzshare_onekey?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTIyOA.html&title=%E5%B1%B1%E4%B8%9C%E4%B8%B4%E6%B2%AD)[![Image 30](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_qq.png)](https:\u002F\u002Fconnect.qq.com\u002Fwidget\u002Fshareqq\u002Findex.html?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTIyOA.html&title=%E5%B1%B1%E4%B8%9C%E4%B8%B4%E6%B2%AD)\n\n[![Image 31](https:\u002F\u002Fimg12.iqilu.com\u002F1\u002Fextraction\u002F202609\u002F23\u002Fd208ef216fa84c629fdc4ff205f3ab5f-1.jpg)](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTIwNg.html)\n\n[安 大 特 美 山东畜牧业实力很顶！](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTIwNg.html)\n\n 分享到：\n\n[![Image 32](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_weixin.png)](http:\u002F\u002Fservice.weibo.com\u002Fshare\u002Fshare.php?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTIwNg.html&title=%E5%AE%89)[![Image 33](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_pengyou.png)](https:\u002F\u002Fsns.qzone.qq.com\u002Fcgi-bin\u002Fqzshare\u002Fcgi_qzshare_onekey?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTIwNg.html&title=%E5%AE%89)[![Image 34](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_qq.png)](https:\u002F\u002Fconnect.qq.com\u002Fwidget\u002Fshareqq\u002Findex.html?url=https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMTIwNg.html&title=%E5%AE%89)\n\n![Image 35](http:\u002F\u002Fimg8.iqilu.com\u002Fksdimgs\u002F2020\u002F09\u002F01\u002F336460350286d031fcc6edc622cca778.jpg)\n\n | \n\n 闪电热榜 \n\n1\n\n[“奇迹之子”张展硕恐怖如斯](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjU4MQ.html)[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[2](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)[山东体育第一个冠军九宫格来了](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjc3MA.html)[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[3](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)[亚运会体操女子团体中国队14连冠](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjY4NQ.html)[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[4](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)[秋天的快乐被大集承包了](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjgxMA.html)[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[5](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)[俄罗斯博主同款济南打卡机位包出片的](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjg0OQ.html)[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[6](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)[警惕蟹卡之坑](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjI3OA.html)[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[7](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)[金建宇账号再发文：没死](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjY0Ng.html)[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[8](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)[新疆昌吉通报纯牛奶盒内倒出清水](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjcwNg.html)[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[9](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)[多名网友吐槽iPhone18Promax拍照有绿斑](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjI0Ng.html)[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[10](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)[以色列总理称打死哈马斯财务部门负责人](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQxMjczNg.html)[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n[](https:\u002F\u002Fsdxw.iqilu.com\u002Fw\u002Farticle\u002FYS0yMS0xNzQwOTg2NA.html)\n\n![Image 36](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_erweima.jpg)\n\n 扫码下载\n\n闪电新闻客户端\n\n[![Image 37](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_anzhuo.png)](https:\u002F\u002Fsd.iqilu.com\u002F\u002Fshare\u002Fdownload)[![Image 38](https:\u002F\u002Fsdxw.iqilu.com\u002Fsite\u002Flighting\u002Fimages\u002Ficon_ios.png)](https:\u002F\u002Fsd.iqilu.com\u002Fshare\u002Fdownload)\n\n | \n\n 专题推荐 \n\n[![Image 39](https:\u002F\u002Fimg11.iqilu.com\u002F21\u002F2026\u002F09\u002F09\u002Fd891dd90f688bee22640e5cd48bc4e51.jpg)](https:\u002F\u002Fapp-h5.iqilu.com\u002Ftopic\u002FMTk2NzU6ZjU2ODU.htm?orgid=21#\u002F)\n\n[](https:\u002F\u002Fapp-h5.iqilu.com\u002Ftopic\u002FMTk2NzU6ZjU2ODU.htm?orgid=21#\u002F)[专题｜2026年国家网络安全宣传周](https:\u002F\u002Fapp-h5.iqilu.com\u002Ftopic\u002FMTk2NzU6ZjU2ODU.htm?orgid=21#\u002F)\n\n[![Image 40](https:\u002F\u002Fimg11.iqilu.com\u002F21\u002F2026\u002F09\u002F08\u002F443c0263f15240ad9903a82096888d8b.jpg)](https:\u002F\u002Fapp-h5.iqilu.com\u002Ftopic\u002FMTkwNzI6YTUxYzU.htm?orgid=21#\u002F)\n\n[](https:\u002F\u002Fapp-h5.iqilu.com\u002Ftopic\u002FMTkwNzI6YTUxYzU.htm?orgid=21#\u002F)[专题丨经济大省挑大梁](https:\u002F\u002Fapp-h5.iqilu.com\u002Ftopic\u002FMTkwNzI6YTUxYzU.htm?orgid=21#\u002F)\n\n[![Image 41](https:\u002F\u002Fimg11.iqilu.com\u002F21\u002F2026\u002F01\u002F23\u002F43c3724f048947058b85b66cc064840c.jpg)](https:\u002F\u002Fe.h5.litenews.cn\u002Fc\u002F62f1c595c8e5fa507961a522\u002Fvqde\u002Findex.html)\n\n[](https:\u002F\u002Fe.h5.litenews.cn\u002Fc\u002F62f1c595c8e5fa507961a522\u002Fvqde\u002Findex.html)[咫尺让路让出美好泉景 国内首条穿越泉域岩溶区的地铁发车了](https:\u002F\u002Fe.h5.litenews.cn\u002Fc\u002F62f1c595c8e5fa507961a522\u002Fvqde\u002Findex.html)\n\n[![Image 42](https:\u002F\u002Fimg11.iqilu.com\u002F21\u002F2025\u002F12\u002F22\u002F98dd3ce409421c836719db34b19a3449.png)](https:\u002F\u002Fapp-h5.iqilu.com\u002Ftopic\u002FMTgyNTE6MWUyZWY.htm?orgid=21#\u002F)\n\n[](https:\u002F\u002Fapp-h5.iqilu.com\u002Ftopic\u002FMTgyNTE6MWUyZWY.htm?orgid=21#\u002F)[聆听金声力量！聚焦第三届“金声奖”获得者彭文馨](https:\u002F\u002Fapp-h5.iqilu.com\u002Ftopic\u002FMTgyNTE6MWUyZWY.htm?orgid=21#\u002F)\n\n[![Image 43](https:\u002F\u002Fimg11.iqilu.com\u002F21\u002F2025\u002F11\u002F25\u002F62","闪电新闻 2026年09月23日","2026-09-23T00:00:00Z","报道",10,false,59,{"impact":17,"substance":18,"depth":19,"authority":20,"freshness":21,"relevant":22,"comment":23},16,14,12,9,8,1,"省级丰收节上的智慧农业装备集中展示，涵盖巡田机器狗、采摘机器人、虫情监测仪等，具备一定行业参考价值，但属活动报道，信息增量有限。",[25],{"name":10,"url":6},[27,28,29,30,31],"智慧农业","农业人工智能","山东","农业机器人","田间监测",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},"J4","seasonal-agriculture","农时与节庆活动","\u002Ftopic\u002Fpolicy\u002Fseasonal-agriculture","J",[39],{"code":40,"slug":41,"name":42,"path":43,"parent_code":44},"F6","agricultural-robots","机器人与无人农场","\u002Ftopic\u002Finputs-equipment\u002Fagricultural-robots","F",{"status":46,"locked":14,"version":47,"method":48,"evidence":49},"classified","2026-10-22.2","rules",{"candidates":50,"agricultural_evidence":53},[51,57,63,68,75,82],{"code":52,"score":19,"supported":53,"title":54,"abstract":55,"tags":56},"I1",true,[27],[27],[27],{"code":33,"score":58,"supported":53,"title":59,"abstract":61,"tags":62},11,[60],"丰收节",[60],[],{"code":40,"score":20,"supported":53,"title":64,"abstract":66,"tags":67},[65],"采摘机器人",[],[30],{"code":69,"score":70,"supported":53,"title":71,"abstract":72,"tags":74},"I2",4,[],[73],"病虫害识别",[28],{"code":76,"score":77,"supported":53,"title":78,"abstract":79,"tags":81},"A7",3,[],[80],"间作",[],{"code":83,"score":77,"supported":53,"title":84,"abstract":85,"tags":87},"H2",[],[86],"土壤",[],[89,90],"中国农民丰收节 山东 智慧农业装备","巡田机器狗 采摘机器人 虫情监测仪","中国农民丰收节山东智慧农业装备-3292",5,"2026-09-24T00:03:57.106255Z",{"total":95,"page":22,"page_size":95,"items":96},6,[97,153,211,269,322,382],{"id":98,"title":99,"url":100,"summary":101,"summary_zh":8,"content":102,"source_name":103,"source_url":8,"published_at":104,"category":12,"cover_url":8,"hotness":105,"is_selected":14,"score":106,"score_detail":107,"sources":111,"tags":116,"primary_topic":119,"secondary_topics":120,"classification":121,"search_phrases":148,"slug":151,"view_count":22,"doi":8,"paper":8,"created_at":152},4927,"当'农业大省'遇见'人工智能'——山东智慧农业由点及面持续延伸","https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL99175CU0514R9KU.html","大众网记者探访发现,从粮食主产区到特色经济作物基地,山东现代农业科技正持续下沉田间地头。在菏泽定陶,3.5万亩蒜田采用AI智能播种;淄博临淄全国首家生态无人农场实现耕种管收全流程无人化,百米作业精度2.5厘米;菏泽郓城144万亩小麦依托大田物联网系统;潍坊寿光纪都园区AI种植管理系统与巡检机器人普及率超85%,节水节肥30%以上,带动27个村集体年增收100多万元。","[![Image 4](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL99175CU0514R9KU.html)](javascript:void(0))\n\n[网易首页](https:\u002F\u002Fwww.163.com\u002F \"网易首页\")\n\n[应用](https:\u002F\u002Fwww.163.com\u002F#f=topnav)\n\n*   [_网易新闻_](https:\u002F\u002Fm.163.com\u002Fnewsapp\u002F#f=topnav)\n*   [_网易公开课_](https:\u002F\u002Fopen.163.com\u002F#f=topnav)\n*   [_网易红彩_](https:\u002F\u002Fhongcai.163.com\u002F?from=pcsy-button)\n*   [_网易严选_](https:\u002F\u002Fu.163.com\u002Faosoutbdbd8)\n*   [_邮箱大师_](https:\u002F\u002Fmail.163.com\u002Fclient\u002Fdl.html?from=mail46)\n*   [_网易云课堂_](https:\u002F\u002Fstudy.163.com\u002Fclient\u002Fdownload.htm?from=163app&utm_source=163.com&utm_medium=web_app&utm_campaign=business)\n\n[无障碍浏览](javascript:void(0))[进入关怀版](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL99175CU0514R9KU_pdya11y.html)\n\n[_快速导航_](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL99175CU0514R9KU.html)\n\n*   ### [新闻](https:\u002F\u002Fnews.163.com\u002F)\n\n*   [国内](https:\u002F\u002Fnews.163.com\u002Fdomestic)\n*   [国际](https:\u002F\u002Fnews.163.com\u002Fworld)\n*   [王三三](https:\u002F\u002Fnews.163.com\u002Fspecial\u002Fwangsansanhome\u002F)\n\n*   ### [体育](https:\u002F\u002Fsports.163.com\u002F)\n\n*   [NBA](https:\u002F\u002Fsports.163.com\u002Fnba)\n*   [CBA](https:\u002F\u002Fsports.163.com\u002Fcba)\n*   [综合](https:\u002F\u002Fsports.163.com\u002Fallsports)\n*   [中超](https:\u002F\u002Fsports.163.com\u002Fzc)\n*   [国际足球](https:\u002F\u002Fsports.163.com\u002Fworld)\n*   [英超](https:\u002F\u002Fsports.163.com\u002Fyc)\n*   [西甲](https:\u002F\u002Fsports.163.com\u002Fxj)\n*   [意甲](https:\u002F\u002Fsports.163.com\u002Fyj)\n\n*   ### [娱乐](https:\u002F\u002Fent.163.com\u002F)\n\n*   [明星](https:\u002F\u002Fent.163.com\u002Fstar)\n*   [电影](https:\u002F\u002Fent.163.com\u002Fmovie)\n*   [电视](https:\u002F\u002Fent.163.com\u002Ftv)\n*   [音乐](https:\u002F\u002Fent.163.com\u002Fmusic)\n*   [封面故事](https:\u002F\u002Fent.163.com\u002Fspecial\u002Ffmgs\u002F)\n\n*   ### [财经](https:\u002F\u002Fmoney.163.com\u002F)\n\n*   [股票](https:\u002F\u002Fmoney.163.com\u002Fstock)\n*   [原创](https:\u002F\u002Fmoney.163.com\u002Fspecial\u002Fcaijingyuanchuang\u002F)\n*   [智库](https:\u002F\u002Fmoney.163.com\u002Fspecial\u002Fwycjzk-pc\u002F)\n\n*   ### [汽车](https:\u002F\u002Fauto.163.com\u002F)\n\n*   [购车](https:\u002F\u002Fauto.163.com\u002Fbuy)\n*   [车型库](http:\u002F\u002Fproduct.auto.163.com\u002F)\n\n*   ### [科技](https:\u002F\u002Ftech.163.com\u002F)\n\n*   [网易智能](https:\u002F\u002Ftech.163.com\u002Fsmart\u002F)\n*   [原创](https:\u002F\u002Ftech.163.com\u002Fspecial\u002FS1554800475317\u002F)\n*   [IT](https:\u002F\u002Ftech.163.com\u002Fit)\n*   [互联网](https:\u002F\u002Ftech.163.com\u002Finternet)\n*   [通信](https:\u002F\u002Ftech.163.com\u002Ftelecom\u002F)\n\n*   ### [时尚](https:\u002F\u002Ffashion.163.com\u002F)\n\n*   [艺术](https:\u002F\u002Ffashion.163.com\u002Fart)\n*   [旅游](https:\u002F\u002Ftravel.163.com\u002F)\n\n*   ### [手机](https:\u002F\u002Fmobile.163.com\u002F)\u002F[数码](https:\u002F\u002Fdigi.163.com\u002F)\n\n*   [惊奇科技](https:\u002F\u002Fmobile.163.com\u002Fspecial\u002Fjqkj_list\u002F)\n*   [易评机](https:\u002F\u002Fmobile.163.com\u002Fspecial\u002Fcpshi_list\u002F)\n*   [家电](https:\u002F\u002Fhea.163.com\u002F)\n\n*   ### [房产](https:\u002F\u002Fhouse.163.com\u002F)\u002F[家居](https:\u002F\u002Fhome.163.com\u002F)\n\n*   [北京房产](https:\u002F\u002Fbj.house.163.com\u002F)\n*   [上海房产](https:\u002F\u002Fsh.house.163.com\u002F)\n*   [广州房产](https:\u002F\u002Fgz.house.163.com\u002F)\n*   [楼盘库](https:\u002F\u002Fxf.house.163.com\u002F)\n*   [设计师库](https:\u002F\u002Fdesigner.home.163.com\u002Fsearch)\n*   [案例库](https:\u002F\u002Fphoto.home.163.com\u002F)\n\n*   ### [教育](https:\u002F\u002Fedu.163.com\u002F)\n\n*   [留学](https:\u002F\u002Fedu.163.com\u002Fliuxue)\n*   [高考](https:\u002F\u002Fedu.163.com\u002Fgaokao)\n\n[查看网易地图](https:\u002F\u002Fsitemap.163.com\u002F)\n\n[登录](https:\u002F\u002Freg.163.com\u002F)\n\n[注册免费邮箱](https:\u002F\u002Fmail.163.com\u002Fregister\u002Findex.htm?from=163navi&regPage=163)\n\n*   [注册VIP邮箱（特权邮箱，付费）](https:\u002F\u002Freg1.vip.163.com\u002FnewReg1\u002Freg?from=new_topnav&utm_source=new_topnav)\n*   [免费下载网易官方手机邮箱应用](https:\u002F\u002Fmail.163.com\u002Fclient\u002Fdl.html?from=mail46)\n\n[](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL99175CU0514R9KU.html)\n\n[安全退出](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL99175CU0514R9KU.html)\n\n*   [_移动端_](https:\u002F\u002Fwww.163.com\u002Fnewsapp\u002F#f=163nav)[![Image 5](https:\u002F\u002Fstatic.ws.126.net\u002Ff2e\u002Finclude\u002Fcommon_nav\u002Fimages\u002Ftopapp.jpg)](https:\u002F\u002Fwww.163.com\u002Fnewsapp\u002F#f=163nav)  \n*   \n[_网易公开课_](https:\u002F\u002Fopen.163.com\u002F#ftopnav0)\n\n    *   [TED](https:\u002F\u002Fopen.163.com\u002Fted\u002F#ftopnav1)\n    *   [中国大学视频公开课](https:\u002F\u002Fopen.163.com\u002Fcuvocw\u002F#ftopnav2)\n    *   [国际名校公开课](https:\u002F\u002Fopen.163.com\u002Focw\u002F#ftopnav3)\n    *   [赏课·纪录片](https:\u002F\u002Fopen.163.com\u002Fappreciation\u002F#ftopnav4)\n    *   [付费精品课程](https:\u002F\u002Fvip.open.163.com\u002F#ftopnav5)\n    *   [北京大学公开课](https:\u002F\u002Fopen.163.com\u002Fspecial\u002FSchool\u002Fbeida.html#ftopnav6)\n    *   [英语课程学习](https:\u002F\u002Fopen.163.com\u002Fnewview\u002Fmovie\u002Fcourseintro?newurl=ME7HSJR07#ftopnav7)\n\n*   \n[_网易严选_](https:\u002F\u002Fyou.163.com\u002F?from=web_fc_menhu_xinrukou_1)\n\n    *   [新人特价](https:\u002F\u002Fact.you.163.com\u002Fact\u002Fpub\u002FABuyLQKNmKmK.html?from=out_ynzy_xinrukou_2)\n    *   [9.9专区](https:\u002F\u002Fyou.163.com\u002Ftopic\u002Fv1\u002Fpub\u002FPew1KBH9Au.html?from=out_ynzy_xinrukou_3)\n    *   [新品热卖](https:\u002F\u002Fyou.163.com\u002Fitem\u002FnewItemRank?from=out_ynzy_xinrukou_4)\n    *   [人气好物](https:\u002F\u002Fyou.163.com\u002Fitem\u002Frecommend?from=out_ynzy_xinrukou_5)\n    *   [居家生活](https:\u002F\u002Fyou.163.com\u002Fitem\u002Flist?categoryId=1005000&from=out_ynzy_xinrukou_7)\n    *   [服饰鞋包](https:\u002F\u002Fyou.163.com\u002Fitem\u002Flist?categoryId=1010000&from=out_ynzy_xinrukou_8)\n    *   [母婴亲子](https:\u002F\u002Fyou.163.com\u002Fitem\u002Flist?categoryId=1011000&from=out_ynzy_xinrukou_9)\n    *   [美食酒水](https:\u002F\u002Fyou.163.com\u002Fitem\u002Flist?categoryId=1005002&from=out_ynzy_xinrukou_10)\n\n*   \n[_支付_](https:\u002F\u002Fecard.163.com\u002F)\n\n    *   [一卡通充值](https:\u002F\u002Fecard.163.com\u002F#f=topnav)\n    *   [一卡通购买](https:\u002F\u002Fecard.163.com\u002Fscript\u002Findex#f=topnav)\n    *   [我的网易支付](https:\u002F\u002Fepay.163.com\u002F)\n    *   [网易跨境支付](https:\u002F\u002Fglobalpay.163.com\u002Fhome)\n\n*   \n[_邮箱_](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL99175CU0514R9KU.html)\n\n    *   [免费邮箱](https:\u002F\u002Femail.163.com\u002F#f=topnav)\n    *   [VIP邮箱](https:\u002F\u002Fvipmail.163.com\u002F#f=topnav)\n    *   [企业邮箱](https:\u002F\u002Fqiye.163.com\u002F?from=NetEase163top)\n    *   [免费注册](https:\u002F\u002Fmail.163.com\u002Fregister\u002Findex.htm?from=ntes_nav&regPage=163)\n    *   [客户端下载](https:\u002F\u002Fmail.163.com\u002Fdashi\u002Fdlpro.html?from=mail46)\n\n[](javascript:;)\n\n[网易首页](https:\u002F\u002Fwww.163.com\u002F)>[网易号](https:\u002F\u002Fdy.163.com\u002F)> 正文 [申请入驻](https:\u002F\u002Fdy.163.com\u002Fwemedia\u002Findex.html)\n\n# 当“农业大省”遇见“人工智能”\n\n 2026-10-15 07:44:15 来源: [大众网](https:\u002F\u002Fwww.163.com\u002Fdy\u002Fmedia\u002FT1512041903360.html)![Image 6](https:\u002F\u002Fstatic.ws.126.net\u002F163\u002Ff2e\u002Fdy_media\u002Fdy_media\u002Fstatic\u002Fimages\u002FipLocation.f6d00eb.svg)北京 [举报](https:\u002F\u002Fwww.163.com\u002Fspecial\u002F0077jt\u002Ftipoff.html?title=%E5%BD%93%E2%80%9C%E5%86%9C%E4%B8%9A%E5%A4%A7%E7%9C%81%E2%80%9D%E9%81%87%E8%A7%81%E2%80%9C%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E2%80%9D)\n\n[](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL99175CU0514R9KU.html#post_comment_area \"快速发贴\")[0](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL99175CU0514R9KU.html# \"点击查看跟贴\")\n\n分享至\n*   [](javascript:;)\n*   [](javascript:;)\n*   [](javascript:;)\n\n[](javascript:; \"关闭\")\n\n![Image 7: Scan me!](blob:http:\u002F\u002Flocalhost\u002F40dc9f58463603197e25a06a290aeb30)\n\n用微信扫码二维码\n\n分享至好友和朋友圈\n\n**大众网记者 梁永琪 菏泽报道**\n\n目前，2026人工智能产业大会正在山东济南举行。进入金秋时节，齐鲁大地的农事一派繁忙。\n\n当传统的农业大省，遇到人工智能产业应用，会碰撞出怎么的火花？\n\n从粮食主产区到特色经济作物基地，现代农业科技正持续下沉田间地头，一场数字化、智能化的农耕变革正在齐鲁大地持续推进，为粮食稳产增收、农业提质增效积蓄强劲动能。\n\n**科技下田，稳产增收更有底气**\n\n这个秋天，在菏泽定陶，3.5万亩蒜田迎来全新耕种方式，AI智能播种设备精准下种、规范排布，昔日面朝黄土的繁重劳作，变成屏幕前的精准操控。\n\n这一幕，不是孤例，而是齐鲁大地科技兴农实践中的一个生动缩影。\n\n农业现代化，装备是基础。放眼齐鲁大地，智慧农业的生动实践，正由点及面、向广袤田野持续延伸。智能设备、数字平台、物联网系统，正成为新时代农耕的“标配”。\n\n![Image 8](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http%3A%2F%2Fdingyue.ws.126.net%2F2026%2F1014%2F03ded60dj00tmw07000n8d000u000gvg.jpg&thumbnail=660x2147483647&quality=80&type=jpg)\n\n在淄博临淄，全国首家生态无人农场实现耕、种、管、收全流程无人化，卫星导航农机自主作业，百米作业精准度达2.5厘米以内，解锁大田种植智慧新范式。\n\n在菏泽郓城，144万亩小麦依托大田物联网系统实时监测土壤墒情、虫情预警，“规模化经营+专业化服务”模式实现全程托管，从种到收不用操心。\n\n在德州、聊城吨半粮核心示范区，智能农机搭配田间墒情监测网络，AI模型自动生成水肥方案推送至农户手机，筑牢粮食稳产增产硬核支撑。\n\n一处处田间蜕变、一个个实景案例，打破了“种地靠经验、收成看老天”的传统观念。科技种田不再是遥远的科研设想，而是扎根田间、能复制推广的日常。\n\n**场景落地，现代农业图景加速铺展**\n\n有了科技支撑，还需要让场景落地。近年来，山东各地立足农业禀赋，聚焦精准种植、智慧管护、高效增收，打造了一批接地气、实效强的智慧农业应用场景，让传统农业焕发全新活力。\n\n菏泽曹县依托5G网络覆盖，农技专家线上“坐诊开课”，远程指导芦笋种植户开展病虫害防治与田间管护；直播带货、智能分拣与冷链物流拓宽产销链路，实现“当日采摘、次日送达”，让种植户切实体会到智慧农业带来的增收实效。\n\n![Image 9](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http%3A%2F%2Fdingyue.ws.126.net%2F2026%2F1014%2Ff3f84406j00tmw070007cd0018g00tmg.jpg&thumbnail=660x2147483647&quality=80&type=jpg)\n\n潍坊寿光纪都现代农业共富园区，AI种植管理系统与巡检机器人普及率超85%，智能温室自动调控温光水肥，节水节肥30%以上，劳动生产效率提高一倍，园区带动周边27个村集体收入共计增收100多万元。\n\n数字技术正从粮食作物向设施农业延伸，从生产环节向全产业链拓展。如今，农作物耕种收综合机械化率达92.1%，农业科技进步贡献率68.5%，高出全国平均4个百分点。\n\n一组组数据背后，是山东推动农业转型的扎实步伐，智慧农业不再是个别示范点的“盆景”，正成为齐鲁大地遍地开花的“风景”。\n\n**人才扎根，跑好强农振兴接力赛**\n\n技术再好，最终要靠人来用。智慧农业落地生根，离不开懂技术、爱乡土的人才队伍。山东在全国率先建立新型职业农民职称制度，累计1.5万名“土专家”“田秀才”获评职称，打破“唯学历、唯论文”的旧框框。\n\n各地邀请农业专家、技术骨干下沉田间地头，手把手指导农户操作智能设备、运用数字技术。\n\n![Image 10](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http%3A%2F%2Fdingyue.ws.126.net%2F2026%2F1014%2Ff537f29dj00tmw07000ldd000n300ckg.jpg&thumbnail=660x2147483647&quality=80&type=jpg)\n\n济宁金乡“95后”新农人杨天方从基层技术员干起，牵头搜集500余份大蒜种质资源，培育出抗病性提升40%、亩产突破5600斤的“金蒜5号”新品种，辐射带动周边4.5万亩耕地采用周年轮作技术。\n\n菏泽定陶区“85后”新农人申成龙放弃都市高薪返乡，建成万平智能植物工厂，通过物联网实现水肥一体化精准滴灌。\n\n放眼全省，一批青年农技骨干和新农人正加快从“学技术”向“传技术”转变，成为助力现代农业迭代升级的重要力量。人才与技术的双向奔赴，正在让智慧农业既有“高度”，更有“温度”。\n\n仓廪实，天下安。金秋的齐鲁沃野上，智能农机穿梭作业、数据平台联通田间，一幅农业现代化的丰收图景徐徐铺展。齐鲁大地正以实际行动，交出一份沉甸甸的“山东答卷”。\n\n责编：刘亚\n\n审签：刘进\n\n特别声明：以上内容(如有图片或视频亦包括在内)为自媒体平台“网易号”用户上传并发布，本平台仅提供信息存储服务。\n\nNotice: The content above (including the pictures and videos if any) is uploaded and posted by a user of NetEase Hao, which is a social media platform and only provides information storage services.\n\n_\u002F_ 阅读下一篇 _\u002F_\n\n### [](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL99175CU0514R9KU.html)\n\n[返回网易首页](https:\u002F\u002Fwww.163.com\u002F?f=post2020_dy)[下载网易新闻客户端](https:\u002F\u002Fwww.163.com\u002Fnewsapp\u002F#f=post2020_dy)\n\n相关推荐\n\n热点推荐\n\n*   [![Image 11](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20260929\u002FzAW5hbVRE_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVV72T13E9.html?f=post2020_dy_recommends)### [给宇树机器人装上Astra 它自己把家务干了](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVV72T13E9.html?f=post2020_dy_recommends)\n\n量子位 2026-09-29 15:50:52\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVV72T13E9.html?f=post2020_dy_recommends) \n*   [![Image 12](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20260910\u002FRJs8xwIiL_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVV5GEN85R.html?f=post2020_dy_recommends)### [GPT-6彻底玩转Blender 一张图纸，GPT-6 Astra就在Blender里搭出了3295个可编辑物体](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVV5GEN85R.html?f=post2020_dy_recommends)\n\n量子位 2026-09-10 01:38:47\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVV5GEN85R.html?f=post2020_dy_recommends) \n*   [![Image 13](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20260921\u002F5Pyg0GIc7_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVV6EMOSGS.html?f=post2020_dy_recommends)### [准确 专业 懂你 库库AI办公平台 深耕国内外办公赛道](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVV6EMOSGS.html?f=post2020_dy_recommends)\n\n量子位 2026-09-21 19:36:43\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVV6EMOSGS.html?f=post2020_dy_recommends) \n*   [![Image 14](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20260924\u002FBVdusTXLC_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVV6MIB3QK.html?f=post2020_dy_recommends)### [长安天枢领航 汽车工业体系长出来的AI团队 如何让汽车进化](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVV6MIB3QK.html?f=post2020_dy_recommends)\n\n量子位 2026-09-24 20:53:12\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVV6MIB3QK.html?f=post2020_dy_recommends) \n*   [![Image 15](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20260423\u002FbET1BhaR8_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVQ91NB5K.html?f=post2020_dy_recommends)### [00后小哥复刻Claude最强神话模型OpenMythos](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVQ91NB5K.html?f=post2020_dy_recommends)\n\n量子位 2026-04-23 11:44:18\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVQ91NB5K.html?f=post2020_dy_recommends) \n*   [![Image 16](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20260607\u002F6O4U3XS5Y_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVTS56J16.html?f=post2020_dy_recommends)### [“AI领域最被滥用的术语”李飞飞终于把世界模型讲明白了](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVTS56J16.html?f=post2020_dy_recommends)\n\n量子位 2026-06-07 04:37:43\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVTS56J16.html?f=post2020_dy_recommends) \n*   [![Image 17](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20260521\u002FH3mvZpqxS_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVSGO88UK.html?f=post2020_dy_recommends)### [AI如何从聊天问答工具转向可追溯、可决策的真实医疗系统](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVSGO88UK.html?f=post2020_dy_recommends)\n\n量子位 2026-05-21 08:04:06\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVSGO88UK.html?f=post2020_dy_recommends) \n*   [![Image 18](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20260403\u002FwWkIPSt1p_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVOMO0KER.html?f=post2020_dy_recommends)### [AI Agent是科技革命中的一次真正的范式转移](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVOMO0KER.html?f=post2020_dy_recommends)\n\n量子位 2026-04-03 22:52:35\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVOMO0KER.html?f=post2020_dy_recommends) \n*   [![Image 19](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20260420\u002FHeh3K5f0G_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVQ047G16.html?f=post2020_dy_recommends)### [亦庄机器人马拉松现场名场面合集](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVQ047G16.html?f=post2020_dy_recommends)\n\n量子位 2026-04-20 00:34:54\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVVQ047G16.html?f=post2020_dy_recommends) \n*   [![Image 20](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fbjnewsrec-cv.ws.126.net\u002Flittle475d6ce7c1cj00tmw4bb001sd000k000qoc.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL97FDMGN055672IU.html?f=post2020_dy_recommends)### [一张脸标价500块？小心人脸授权背后的陷阱](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL97FDMGN055672IU.html?f=post2020_dy_recommends)\n\n北京网络举报 2026-10-14 17:14:02\n\n[40 _跟贴_ 40](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL97FDMGN055672IU.html?f=post2020_dy_recommends) \n*   [![Image 21](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fbjnewsrec-cv.ws.126.net\u002Fdoccover_gen\u002Fb47c5e23_4_cover.png&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL96R5R5N0550EWRZ.html?f=post2020_dy_recommends)### [项目聚势 智慧赋能！潍坊安丘：现代农业串珠成链，铺就乡村共富路](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL96R5R5N0550EWRZ.html?f=post2020_dy_recommends)\n\n半岛官网 2026-10-14 11:20:11\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL96R5R5N0550EWRZ.html?f=post2020_dy_recommends) \n*   [![Image 22](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fbjnewsrec-cv.ws.126.net\u002Flittle399b8f5ea4dj00tmoqwd001md000jb00bpg.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL8T7TDGD0550OTXF.html?f=post2020_dy_recommends)### [科技赋能现代农业！石屏宝秀镇推动传统农业转型升级](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL8T7TDGD0550OTXF.html?f=post2020_dy_recommends)\n\n新广网 2026-10-10 17:50:22\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL8T7TDGD0550OTXF.html?f=post2020_dy_recommends) \n*   [![Image 23](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20261014\u002Fj9AQpID3s_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVN88QE33T.html?f=post2020_dy_recommends)### [10.14人工智能体攻陷韩金融系统，Deepseek大杀四方](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVN88QE33T.html?f=post2020_dy_recommends)\n\n听风的蚕 2026-10-14 09:16:40\n\n[9 _跟贴_ 9](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVN88QE33T.html?f=post2020_dy_recommends) \n*   [![Image 24](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fbjnewsrec-cv.ws.126.net\u002Flittle36711e84513j00tmoofv01jud000u000mic.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL8T4B2GJ05568W0A.html?f=post2020_dy_recommends)### [我县举办科技小院服务新型农业经�](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL8T4B2GJ05568W0A.html?f=post2020_dy_recommends)\n\n新浪财经 2026-10-10 16:47:57\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL8T4B2GJ05568W0A.html?f=post2020_dy_recommends) \n*   [![Image 25](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20261013\u002FUGnpzwjaq_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVX867EE4U.html?f=post2020_dy_recommends)### [砖缝里种萝卜你见过吗](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVX867EE4U.html?f=post2020_dy_recommends)\n\n地瓜看地球 2026-10-14 07:11:00\n\n[6 _跟贴_ 6](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVX867EE4U.html?f=post2020_dy_recommends) \n*   [![Image 26](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20261012\u002FMrojg1GSz_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVZ83VRJ05.html?f=post2020_dy_recommends)### [退休大叔在自家屋顶打造了一个生态菜园](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVZ83VRJ05.html?f=post2020_dy_recommends)\n\n愣娃看世界 2026-10-12 12:15:13\n\n[1 _跟贴_ 1](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVZ83VRJ05.html?f=post2020_dy_recommends) \n*   [![Image 27](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20261014\u002FJMqHZDv8u_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVQ8918ABH.html?f=post2020_dy_recommends)### [实体产业老板的日常，一个人居然要扛下这么多事情，网友：最怕听到账上钱不多了](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVQ8918ABH.html?f=post2020_dy_recommends)\n\n星沙时报 2026-10-14 11:15:51\n\n[541 _跟贴_ 541](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVQ8918ABH.html?f=post2020_dy_recommends) \n*   [![Image 28](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fdingyue.ws.126.net\u002F2026\u002F1013\u002F3922a488j00tmu0n500dhd000hh009tp.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL94HT9TT05456H69.html?f=post2020_dy_recommends)### [邓州市：AI赋能智慧农业 解锁丰产“新密码”](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL94HT9TT05456H69.html?f=post2020_dy_recommends)\n\n邓州连线网 2026-10-13 13:59:46\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL94HT9TT05456H69.html?f=post2020_dy_recommends) \n*   [![Image 29](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fbjnewsrec-cv.ws.126.net\u002Flittle797ebb5b421j00tmvjpo00nzd000u000gwg.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL96MCJSG0530WJIN.html?f=post2020_dy_recommends)### [鲁剧当红，“网络鲁剧” 凭什么惊艳全网？](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL96MCJSG0530WJIN.html?f=post2020_dy_recommends)\n\n齐鲁壹点 2026-10-14 09:56:30\n\n[1 _跟贴_ 1](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL96MCJSG0530WJIN.html?f=post2020_dy_recommends) \n*   [![Image 30](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20261007\u002FGV7URsoPw_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVZ7N00I66.html?f=post2020_dy_recommends)### [主打一个‘人工智能’！](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVZ7N00I66.html?f=post2020_dy_recommends)\n\n包子同学呀 2026-10-12 11:18:00\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVZ7N00I66.html?f=post2020_dy_recommends) \n*   [![Image 31](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fbjnewsrec-cv.ws.126.net\u002Fthree555dc48bbd4j00tmwlvx00otd200o100g1g00an0073.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL9854MNC0514BL38.html?f=post2020_dy_recommends)### [中央文件部署发展农业工厂，意味着什么？](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL9854MNC0514BL38.html?f=post2020_dy_recommends)\n\n中国乡村振兴 2026-10-14 23:33:34\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL9854MNC0514BL38.html?f=post2020_dy_recommends) \n*   [![Image 32](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fbjnewsrec-cv.ws.126.net\u002Fthree3954f3a5b28j00tmw14c0039d000yi00jfg.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL97CK4GF0514EGPO.html?f=post2020_dy_recommends)### [多国博主走进库车 惊叹荒漠上的农业奇迹](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL97CK4GF0514EGPO.html?f=post2020_dy_recommends)\n\n看看新闻Knews 2026-10-14 16:25:06\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL97CK4GF0514EGPO.html?f=post2020_dy_recommends) \n*   [![Image 33](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fvideoimg.ws.126.net\u002Fcover\u002F20260807\u002FABno0eUvq_cover.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVI2PVSB3G.html?f=post2020_dy_recommends)### [人工智能理发师上线，高难度发型轻松搞定](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVI2PVSB3G.html?f=post2020_dy_recommends)\n\n装甲铲史官 2026-08-07 11:44:44\n\n[19 _跟贴_ 19](https:\u002F\u002Fwww.163.com\u002Fv\u002Fvideo\u002FVI2PVSB3G.html?f=post2020_dy_recommends) \n*   [![Image 34](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fbjnewsrec-cv.ws.126.net\u002Flittle31985ca9d87j00tms7l400gxd002q801j9g.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL925QLRV05346936.html?f=post2020_dy_recommends)### [黑河五大连池：金秋豆熟丰收景好种良技促增收](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL925QLRV05346936.html?f=post2020_dy_recommends)\n\n金台资讯 2026-10-12 15:50:08\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL925QLRV05346936.html?f=post2020_dy_recommends) \n*   [![Image 35](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fbjnewsrec-cv.ws.126.net\u002Fthree86267390d35j00tmvgr1001yd000m800etg.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL96O7I1R05346936.html?f=post2020_dy_recommends)### [一地生双金岁岁有双收！镇赉创新复种模式激活乡村富民产业](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL96O7I1R05346936.html?f=post2020_dy_recommends)\n\n金台资讯 2026-10-14 10:28:42\n\n[0 _跟贴_ 0](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL96O7I1R05346936.html?f=post2020_dy_recommends) \n*   [![Image 36](https:\u002F\u002Fnimg.ws.126.net\u002F?url=http:\u002F\u002Fbjnewsrec-cv.ws.126.net\u002Fthree5156defa543j00tmwcnc0020d000hs00dcg.jpg&thumbnail=140y88&quality=80&type=jpg)](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL97QABIB0550A3NK.html?f=post2020_dy_recommends)### [看点拉满！第33届农高会田间展亮点纷呈](https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FL97QABIB0550A3NK.html?f=post2020_dy_recommends)\n\n","大众网 网易 2026 年 10 月 15 日","2026-10-15T00:00:00Z",25,60,{"impact":108,"substance":109,"depth":58,"authority":21,"freshness":13,"relevant":22,"comment":110},18,13,"省级视角综述山东智慧农业由点及面推进，有案例但缺新政策与新数据，属可读性较强的行业报道。",[112,113],{"name":103,"url":100},{"name":114,"url":115},"大众网 东营市行政审批服务局转载 2026 年 10 月 16 日","http:\u002F\u002Fshenpi.dongying.gov.cn\u002Fart\u002F2026\u002F10\u002F16\u002Fart_39149_10313281.html",[27,117,28,29,118],"无人农场","巡检机器人",{"code":40,"slug":41,"name":42,"path":43,"parent_code":44},[],{"status":46,"locked":14,"version":47,"method":48,"evidence":122},{"candidates":123,"agricultural_evidence":53},[124,128,132,138,144],{"code":52,"score":20,"supported":53,"title":125,"abstract":126,"tags":127},[27],[],[27],{"code":40,"score":70,"supported":53,"title":129,"abstract":130,"tags":131},[],[117],[117],{"code":133,"score":77,"supported":53,"title":134,"abstract":135,"tags":137},"A2",[],[136],"小麦",[],{"code":139,"score":77,"supported":53,"title":140,"abstract":141,"tags":143},"I5",[],[142],"物联网",[],{"code":69,"score":22,"supported":14,"title":145,"abstract":146,"tags":147},[],[],[28],[149,150],"山东 智慧农业 人工智能","山东 无人农场 巡检机器人","山东智慧农业人工智能-4927","2026-10-15T00:05:53.236796Z",{"id":154,"title":155,"url":156,"summary":157,"summary_zh":8,"content":8,"source_name":158,"source_url":8,"published_at":159,"category":160,"cover_url":8,"hotness":13,"is_selected":14,"score":161,"score_detail":162,"sources":166,"tags":168,"primary_topic":170,"secondary_topics":171,"classification":172,"search_phrases":205,"slug":208,"view_count":209,"doi":8,"paper":8,"created_at":210},4837,"山东出台数字强省建设'十五五'规划 建设特色农业'大脑'支持30个智慧农业应用场景","https:\u002F\u002Fnew.qq.com\u002Frain\u002Fa\u002F20261012A08ZIW00","山东发布数字强省建设'十五五'规划,在农业数智化方面,实施'人工智能+农业'行动,开展农业传感器与专用芯片、模型算法等研发攻关,大力发展智能农机与农业机器人,支持'无人农场'建设。建设特色农业'大脑',省级每年支持建设30个智慧农业应用场景,支持德州、聊城'吨半粮'等引领区数智化建设。建好用好'齐鲁农云''齐鲁农超''好粮有网'等平台,打造农业农村'数字大脑',建设80个数字农业发展县。","腾讯新闻 2026 年 10 月 12 日","2026-10-12T00:00:00Z","政策",77,{"impact":163,"substance":164,"depth":108,"authority":95,"freshness":21,"relevant":22,"comment":165},22,23,"省级数字强省规划含农业数智化具体条款与量化目标，信息增量足，值得进入每日精选。",[167],{"name":158,"url":156},[169,27,117,28,30],"数字乡村",{"code":40,"slug":41,"name":42,"path":43,"parent_code":44},[],{"status":46,"locked":14,"version":47,"method":48,"evidence":173},{"candidates":174,"agricultural_evidence":53},[175,181,185,191,196,200],{"code":52,"score":176,"supported":53,"title":177,"abstract":178,"tags":180},15,[27],[27,179],"数字农业",[27],{"code":40,"score":21,"supported":53,"title":182,"abstract":183,"tags":184},[],[30,117],[30,117],{"code":186,"score":77,"supported":53,"title":187,"abstract":188,"tags":190},"F5",[],[189],"农机",[],{"code":139,"score":77,"supported":53,"title":192,"abstract":193,"tags":195},[],[194],"农业传感",[],{"code":69,"score":22,"supported":14,"title":197,"abstract":198,"tags":199},[],[],[28],{"code":201,"score":22,"supported":14,"title":202,"abstract":203,"tags":204},"I6",[],[],[169],[206,207],"山东 数字强省 十五五规划","齐鲁农云 智慧农业应用场景","山东数字强省十五五规划-4837",0,"2026-10-14T00:04:01.888905Z",{"id":212,"title":213,"url":214,"summary":215,"summary_zh":8,"content":8,"source_name":216,"source_url":8,"published_at":217,"category":218,"cover_url":8,"hotness":13,"is_selected":14,"score":219,"score_detail":220,"sources":225,"tags":227,"primary_topic":230,"secondary_topics":231,"classification":232,"search_phrases":255,"slug":258,"view_count":209,"doi":8,"paper":259,"created_at":268},4734,"面向农业机器人作物行分割的边缘可部署轻量感知网络","https:\u002F\u002Farxiv.org\u002Fabs\u002F2610.11764","提出仅1.31万参数、逐层渐进学习的作物行分割网络,推理能耗25.1毫焦,较主流网络参数量显著降低且保持检测精度。适配资源受限田间机器人部署,定位低成本农机边缘智能新路径。未经实地验证未经同行评议","arXiv 2026-10-08 [预印本]","2026-10-08T00:00:00Z","论文",66,{"impact":18,"substance":221,"depth":222,"authority":21,"freshness":223,"relevant":22,"comment":224},20,17,7,"预印本提出超轻量作物行分割网络，参数与能耗指标亮眼，但未经实地验证与同行评议，属细分技术进展，可作精选备选。",[226],{"name":216,"url":214},[27,28,30,228,229],"边缘计算","作物行识别",{"code":40,"slug":41,"name":42,"path":43,"parent_code":44},[],{"status":46,"locked":14,"version":47,"method":48,"evidence":233},{"candidates":234,"agricultural_evidence":53},[235,239,243,247,251],{"code":40,"score":20,"supported":53,"title":236,"abstract":237,"tags":238},[30],[],[30],{"code":186,"score":77,"supported":53,"title":240,"abstract":241,"tags":242},[],[189],[],{"code":52,"score":22,"supported":14,"title":244,"abstract":245,"tags":246},[],[],[27],{"code":69,"score":22,"supported":14,"title":248,"abstract":249,"tags":250},[],[],[28],{"code":139,"score":22,"supported":14,"title":252,"abstract":253,"tags":254},[],[],[228],[256,257],"作物行分割 轻量网络 农业机器人","边缘部署 作物行 田间机器人","作物行分割轻量网络农业机器人-4734",{"doi":8,"openalex_id":8,"authors":260,"venue":8,"cited_by_count":209,"oa_url":8,"card":261,"direction":265,"ingested_from":267},[],{"tldr":262,"method":263,"finding":264,"direction":265,"opportunity":266},"提出仅1.31万参数的轻量作物行分割网络，适配田间机器人边缘部署。","逐层渐进学习，参数量1.31万，推理能耗25.1毫焦。","参数量显著降低且保持检测精度，定位低成本农机边缘智能路径。","智慧农业 \u002F 农业物联网","该网络未经实地验证，可开展田间试验并探索多作物、多光照条件下的泛化能力。","agent","2026-10-12T00:11:14.925915Z",{"id":270,"title":271,"url":272,"summary":273,"summary_zh":8,"content":274,"source_name":275,"source_url":8,"published_at":276,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":219,"score_detail":277,"sources":279,"tags":281,"primary_topic":284,"secondary_topics":285,"classification":286,"search_phrases":317,"slug":320,"view_count":209,"doi":8,"paper":8,"created_at":321},4270,"从丰收节看见安徽三农新脉动 中联重科智慧农业服务千万亩次","https:\u002F\u002Fwww.cnr.cn\u002Fah\u002Fahtt\u002F20261005\u002Ft20261005_527834335.shtml","2026年中国农民丰收节安徽活动上，线扫式激光除草机器人效率≥10000株\u002Fh、杂草识别准确率≥90%、作物误杀率≤5%。中联重科智慧农业社会化服务模式以天空地人机一体化感知网络为基础，构建感知-决策-执行-托管全链路闭环，覆盖14个省份累计服务面积超千万亩次，可实现节水30%减肥15%亩均节约128元整体增产10%至15%。","ɨʽݻ򰲻յͼɫзġ˹ݳɱ߸ߡݼԺ̬ѹͻɫֲȱٸЧɫũҵѧе복ѧԺǽܣũͰܾװ޹˾2025зݻˣи߾AIӾ֪άģ뼶ʶӲܹͨ켣滮Ƽ׼ݡЧʡ10000\u002FhӲʶ׼ȷʡ90%ɱʡ5%ݳɹʡ90%װƻͶӦá\n\nԿƼػɫũũˡҲڸ¡ͳ˹Ѳ﷽ʽ£ѲĶҪһСʱ񣬴ض˻߿ɷ120׸߿գ20ӼȫѲũֻװֵ̬ʵʱͣũ°һ鿴һ\n\n˽⣬ؿǻũҵữģʽԡյ˻һ廯֪Ϊũҵģͣ𡰸֪ߡִСйܡȫ·ջǰաϡ½14ʡݣۼƷǧĶΡģʽʵֽˮ30%15%ĶԼͶƷ˹ɱ128Ԫ10%15%\n\n˻Ϸɡڵ⡢AIƶ㡢ũڵܡֳһȽũװǻũҵȰũҵƼ³ɹϤࡣΪȫ13ʳ5ʳʡ֮һռ֡ڵءڼȲӽֵĺơ2025꣬ũۺϻеʴ87%߳ȫ10ٷֵϣũҵƼʴ67.5%߳ȫƽˮƽ3ٷֵϡ","央广网 2026-10-05","2026-10-05T00:00:00Z",{"impact":108,"substance":18,"depth":19,"authority":109,"freshness":20,"relevant":22,"comment":278},"央媒报道安徽丰收节上中联重科智慧农业社会化服务与激光除草机器人进展，有具体数据但整体偏企业宣传，可作行业动态收录。",[280],{"name":275,"url":272},[27,28,30,282,283],"激光除草","农业社会化服务",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},[],{"status":46,"locked":14,"version":47,"method":48,"evidence":287},{"candidates":288,"agricultural_evidence":53},[289,293,297,303,309,313],{"code":52,"score":19,"supported":53,"title":290,"abstract":291,"tags":292},[27],[27],[27],{"code":33,"score":58,"supported":53,"title":294,"abstract":295,"tags":296},[60],[60],[],{"code":298,"score":70,"supported":53,"title":299,"abstract":300,"tags":302},"F4",[],[301],"除草",[282],{"code":304,"score":70,"supported":53,"title":305,"abstract":306,"tags":308},"G2",[],[307],"社会化服务",[283],{"code":40,"score":22,"supported":14,"title":310,"abstract":311,"tags":312},[],[],[30],{"code":69,"score":22,"supported":14,"title":314,"abstract":315,"tags":316},[],[],[28],[318,319],"中联重科 智慧农业 安徽","激光除草机器人 安徽","中联重科智慧农业安徽-4270","2026-10-06T00:05:02.650986Z",{"id":323,"title":324,"url":325,"summary":326,"summary_zh":8,"content":8,"source_name":327,"source_url":8,"published_at":328,"category":160,"cover_url":8,"hotness":13,"is_selected":14,"score":329,"score_detail":330,"sources":332,"tags":334,"primary_topic":337,"secondary_topics":338,"classification":339,"search_phrases":377,"slug":380,"view_count":77,"doi":8,"paper":8,"created_at":381},3925,"上海市崇明区印发《推进乡村全面振兴\"十五五\"规划》","https:\u002F\u002Fwww.shcm.gov.cn\u002Fgovxxgk\u002Fqzfbgs\u002F2026-09-29\u002F48dc8816-cdd5-4c14-b6ee-82c0750118bf.html","《规划》提出崇明要突破目标识别、智能控制、自动采摘等核心技术，鼓励开发农业智能体、柔性农业机器人；布局\"AI+\"未来农业场景，推动AI技术与农业生产深度融合，聚焦菌菇全自动生产、白山羊智慧养殖、工厂化水产养殖等领域，构建\"感知—认知—决策—执行\"的智能闭环，打造\"AI+现代农业智慧应用样板区\"；同时确保常年蔬菜种植面积稳定在7.5万亩，推进8000余亩蔬菜规模化基地建设，建成2000亩集中连片的高标准设施菜田。","上海市崇明区人民政府·2026年09月29日","2026-09-29T08:00:00Z",84,{"impact":163,"substance":164,"depth":108,"authority":109,"freshness":21,"relevant":22,"comment":331},"省级区级“十五五”乡村振兴规划，明确农业智能体、柔性机器人、智能闭环等AI+农业落地路径与设施菜田数据，政策条款具体、增量信息足，值得进入每日精选。",[333],{"name":327,"url":325},[27,28,30,335,336],"设施农业","十五五规划",{"code":40,"slug":41,"name":42,"path":43,"parent_code":44},[],{"status":46,"locked":14,"version":47,"method":48,"evidence":340},{"candidates":341,"agricultural_evidence":53},[342,346,352,358,364,368,372],{"code":40,"score":70,"supported":53,"title":343,"abstract":344,"tags":345},[],[30],[30],{"code":347,"score":77,"supported":53,"title":348,"abstract":349,"tags":351},"B1",[],[350],"蔬菜",[],{"code":353,"score":77,"supported":53,"title":354,"abstract":355,"tags":357},"C2",[],[356],"山羊",[],{"code":359,"score":77,"supported":53,"title":360,"abstract":361,"tags":363},"D",[],[362],"水产",[],{"code":52,"score":22,"supported":14,"title":365,"abstract":366,"tags":367},[],[],[27],{"code":69,"score":22,"supported":14,"title":369,"abstract":370,"tags":371},[],[],[28],{"code":373,"score":22,"supported":14,"title":374,"abstract":375,"tags":376},"J1",[],[],[336],[378,379],"崇明区 十五五 乡村振兴规划","崇明 AI 现代农业 智慧应用样板区","崇明区十五五乡村振兴规划-3925","2026-10-02T11:53:08.632722Z",{"id":383,"title":384,"url":385,"summary":386,"summary_zh":8,"content":8,"source_name":387,"source_url":8,"published_at":388,"category":218,"cover_url":8,"hotness":13,"is_selected":53,"score":389,"score_detail":390,"sources":394,"tags":396,"primary_topic":399,"secondary_topics":400,"classification":401,"search_phrases":423,"slug":426,"view_count":95,"doi":8,"paper":427,"created_at":435},3252,"具身智能农业机器人关键技术与发展趋势——上海大学苗中华等\"感知-决策-模拟-进化-诊断\"五位一体研究框架","http:\u002F\u002Fwww.qikanzj.com\u002Fhek\u002Fnyjxxb\u002Fmulu\u002F455891.html","智慧农业(中英文)期刊发表上海大学苗中华、朱子煜、张伟、薛振锋、孙腾、张异凡、谢涛、何创新、李楠，山东农业大学苑进，北京市农林科学院赵春江，上海交通大学刘成良团队论文：全球农业智能化转型背景下，传统农业机器人面临非结构化环境、作业对象不确定性及控制参数时变等技术瓶颈，导致农业机器人实用效果差，产业化落地困难。具身智能作为实现通用人工智能的关键路径，为突破上述瓶颈提供了新范式。本文系统阐述具身智能理论驱动的农业机器人技术体系与发展路径，创新性构建\"感知-决策-模拟-进化-诊断\"五位一体研究框架。具身感知聚焦开放环境场景理解、作业目标主动感知及多模态融合感知；具身决策涵盖端到端导航、大模型驱动的机械臂操作及多机协同算法；具身模拟着力于高保真场景重建、生成及虚实迁移技术；具身进化整合无监督学习、强化学习及模仿学习机制；具身诊断构建作业状态监测与质量评估体系。","智慧农业(中英文)·上海大学","2026-09-22T00:00:00Z",91,{"impact":391,"substance":164,"depth":392,"authority":176,"freshness":13,"relevant":22,"comment":393},24,19,"核心期刊论文，提出具身智能驱动的农业机器人五位一体框架，方法体系新颖、团队权威，对智慧农业技术路线有较强参考价值。",[395],{"name":387,"url":385},[27,28,30,397,398],"具身智能","多模态感知",{"code":40,"slug":41,"name":42,"path":43,"parent_code":44},[],{"status":46,"locked":14,"version":47,"method":48,"evidence":402},{"candidates":403,"agricultural_evidence":53},[404,408,413,417],{"code":40,"score":19,"supported":53,"title":405,"abstract":406,"tags":407},[30],[30],[30],{"code":69,"score":92,"supported":53,"title":409,"abstract":410,"tags":412},[],[411],"大模型",[28,398],{"code":52,"score":70,"supported":53,"title":414,"abstract":415,"tags":416},[],[27],[27],{"code":418,"score":77,"supported":53,"title":419,"abstract":420,"tags":422},"J3",[],[421],"全球农业",[],[424,425],"上海大学 苗中华 农业机器人","具身智能 农业机器人 五位一体","上海大学苗中华农业机器人-3252",{"doi":8,"openalex_id":8,"authors":428,"venue":8,"cited_by_count":209,"oa_url":8,"card":429,"direction":433,"ingested_from":267},[],{"tldr":430,"method":431,"finding":432,"direction":433,"opportunity":434},"系统阐述具身智能驱动的农业机器人技术体系，提出五位一体研究框架。","构建'感知-决策-模拟-进化-诊断'五位一体框架，综述关键技术。","具身智能可突破非结构化环境等瓶颈，为农业机器人提供新范式。","农业人工智能与决策模型","可探索具身智能在农业非结构化场景的落地验证与虚实迁移效率提升。","2026-09-23T00:04:33.744630Z"]