神话娱乐

当前位置:100EC>B2C研究>分析:从田间到餐桌 5G IoT AI如何催生智慧农业?

全国疫情数据

{{dataList.mtime}}
  • QUEZHEN

    {{dataList.gntotal}}

  • YISI

    {{dataList.sustotal}}

  • SIWANG

    {{dataList.deathtotal}}

  • ZHIYU

    {{dataList.curetotal}}

分析:从田间到餐桌 5G IoT AI如何催生智慧农业?
脑极体人人都是产品经理发布时间:2021年01月05日 09:29:02

(网经社讯)导读:近几年,人工智能在工业领域的应用进程远超农业,5G、IoT、AI等技术在工业领域发挥出的巨大效能,也为农业变革带来了希望。本文作者结合具体案例,对智慧农业的场景模式展开了分析说明,我们一起来看一下。

YIGEOURANJIHUI,CONGBUKANDIANSHIXINWENDEWOZAIYANGSHIXINWENLIKANDAOYIZEGUANYUZIJIJIAXIANGDEFUPINBAODAO。

我们那里属于典型的北方农村,在过去的上千年里都是过着靠天吃饭的农耕生活,最主要种植的农作物是玉米,如果遇到干旱等极端气候,一年的收成就会损失大半。直到2019年底,当地村民才完全脱贫。

根据央视报道,真正让全村脱贫的办法,就是村里建起了规模化、智能化的现代蔬菜种植基地。

GAICUNDESHUCAIDAPENGZHANDIMIANJIYUE174MU,ZAI2018NIANDIQIDONGJIANSHE,DIYIPISHIJIANDAPENGQUDELIANGHAOSHOUYIHOU,YOUXIANCHENGBAOJIPINKUNHUZHONGZHI,DIERPIGONG120DUOGESHUCAIDAPENGLUXUCHENGBAOJICUNMINZHONGZHI。CIWAI,CUNMINHAIKEYIZAIYIXIEXINKAIFADEGONGGONGGANGWEISHANGBAN,HUODEEWAIGONGZISHOURU。

蔬菜种植基地采取的是和北京顺义区的蔬菜专业合作社联合模式,通过“蔬菜基地+乡扶农公司+贫困户+北京合作社+北京企业”的“3+2”订单模式,蔬菜从育种育秧就有了保障,而销售直接就对接了市场。

而从报道细节里,我们能看到这一蔬菜种植基地所使用数字化、智能化的手段,帮助收购蔬菜的合作社对于蔬菜种植、棚间管理以及产量预估等都有精准的数据统计,从源头上就能保证蔬菜的品质和可追溯,从而能够在北京销售市场获得较高的溢价。

从田间到餐桌的农产品溯源,这些创新正是我国农业产业数字化、智能化变革的缩影。不久前达摩院发布“2021十大科技趋势”,其中一项就是农业正迈入数据智能时代。

5G 、AI、大数据云计算、IoT等数字技术让农业作物监测、精细化育种和环境资源按需分配成为现实,农业不再“靠天”吃饭,我们正在进入智慧农业时代。

ANZHAOWOGUOZHENGCEGUANLI,TONGCHANGMEIYINIANDEZHONGYANGYIHAOWENJIAN,DOUSHIYOUGUANSANNONGWENTI。NEIME,WOMENYEZHAOCIGUANLI,ZAIXINNIANZHISHI,LIAOYILIAO“ZHIHUINONGYE”ZHEIYIHUATI。

01 从精准农业到智慧农业,农业的技能谱又“扩列”了

去年初,我们介绍了精准农业。这是源自90年代美国的一种现代农业生产系统,适合美国中西部地区大农场式的生产方式。

BIRU,ZAIMEIGUOYILINUOYIZHOUDEYIGENONGCHANGZHULUODENI·XILINHEFUQIN,ERRENJINGYINGZHEYUE7900MUNONGTIAN。XIANZAI,YOUYUFUQINNIANMAITUIXIU,TIANDILIDEHUOERDOUKAOLUODENIZIJISHANGZHEN,JIBIANZAINONGMANGSHIJIE,TAYEKEYIWANQUANYIKAONONGCHANGDEDAXINGNONGYESHEBEIQUWANCHENGSHOUGERENWU。

关键就在于这些农机设备的自动化和智能化水平特别高,驾驶室的全球卫星导航系统和自动驾驶系统,确保了种植、喷药、施肥、收割等工作的高效精准。这样罗德尼坐在驾驶室里只需要偶尔盯着机器正常运转即可,工作方式远远超出了我们对于传统农民的想象。

这类以规模化、机械化为特征的精准农业方式,也已经在我国少数粮食主产区和大型国有农场实现,但并不适合那些更加多样化、高附加值的瓜果蔬菜等精细种植类型。因此,精准农业的种类也在逐步丰富,比如走集约化、高产值的温室种植路线,有走精细化人工管理的生态种植园等;同样,精准农业的内涵也在丰富,随着新型传感器、物联网、人工智能、大数据等技术的应用,精准农业正在向智慧农业迈进。

DANGRAN,“ZHIHUINONGYE”GAINIANDENEIHANGENGJIAFENGFU,JISHUSHOUDUANYEGENGJIAFENGFU,YINGYONGCHANGJINGYEGENGDUOYANG。ZHIHUINONGYEBUJINJUXIANYUNONGYEZHONGZHIDEGUANLI,ERQIEZHEYANYUZHENGGENONGYEDESHENGCHANTIXI、NENGYUANLIYONG、KECHIXUSHENGTAIFAZHANDENGFANGMIAN,TONGGUOXIANJINXINXITONGXINJISHU,JIANGZHENGGENONGYEXITONGTUIJINDAOYIGEGENGGAOJIDEFAZHANXINGTAI。

ZHIHUINONGYEBAOHANNAXIETEZHENGHEZUOYONGNI?

ZHIHUINONGYEZUIHEXINTEZHENGJIUSHIYONGYOUYIGEYIZHINENGSHUJUWEIZHONGXINDEFUWUPINGTAI。TONGGUOYUNJISUAN、CHUANGANWANGDENGDUOZHONGJISHUZAINONGYESHENGCHANZHONGDEZONGHEYINGYONG,KESHIXINXISHOUJIGENGWANBEI、XINXIGANZHIGENGTOUCHE、SHUJUZIYUANGENGJIZHONG,CONGERSHINONGYEXINXIGENGGUANGFANDIHUTONGHEDADAOGENGZHINENGHUADEKONGZHI,SHINONGYESHENGCHANGENGJUYOUZHIHUIXING。

BIRU,ZAIQIANDUANKEYIWEINONGCHANPINZHONGZHI、GUANLIHECAIZHAIDENGTIGONGSHUJUCAIJI、KESHIHUAGUANLIHEZHINENGJUECE,ZAIZHONGDUANKEYIWEINONGCHANPINTIGONGSHIPINSUYUAN、NONGYEXINXIZHANSHI,YEKEYIYANSHENGCHUNONGYESHENGTAILVYOUFUWUDENGNEIRONG。

ZHIHUINONGYEKEYIRANGNONGYESHENGCHANHUANJINGJUYOUZHINENGGANZHI、ZHINENGJUECE、ZAIXIANZHUANJIAZHIDAODENGZUOYONG,KEYITIGAONONGYESHENGCHANXIAOYI、JIEJUENONGCHANPINGONGXUMAODUN,XIAOCHUNONGCUNDIQUPINKUNDENGZHONGYAOJIAZHI。

JINRU21SHIJI,WOGUOZHIHUINONGYEJINRUGAOSUFAZHANQI。SUIZHENONGYELAODONGLIXIANGERSANCHANYEZHUANYI,RENKOULAOLINGHUAJIASU,NONGYELAODONGLICHUXIANJIEGOUXINGDUANQUE。YIZIDONGHUAJIXIE、ZHINENGJIQIRENWEIDAIBIAODEXINJISHUZAINONGYELINGYUDEYINGYONG,BIAOZHIZHEZHIHUINONGYEJINRUDAGUIMOYINGYONGQI。

近些年,我国各项农业政策中先后多次提及重视智慧农业的建设和发展,未来5年,计划将我国农业农村信息化总体水平提升至50%。与此同时,随着人工智能、云计算、物联网技术的日趋成熟,5G网络部署的逐渐完善,超大规模无线传感器监测的不断发展,农业生产与农产品供销正变得越来越信息化、智能化、数字化。

ERWOMENDUOCITIDAODEZHEIXIEXINJISHU,YOUSHIRUHEZAIZHIHUINONGYEXITONGZHONGFAHUIZUOYONGDENI?

02 5G、IoT、云计算、AI,支撑智慧农业的技术底座

2019年6月,工信部向国内三家电信运营商和中国广电发放了5G牌照,标志着我国正式进入5G时代。

5GJISHU,DUIYUNONGYEDEXINXIHUALAISHUOSHIQUANJUSHIDECHUANGXINTUIDONG:

  • 5G技术,首先将直接推动农业传感器的联接种类和数据的技术升级,种植、畜牧、果蔬、水产养殖等领域的物联网设备将成熟落地。

  • QICI,SHISHIWANGLUOLIANJIEBAOZHENGNONGYEJIXIE、WURENJIDENGZHIBAOZUOYEDEJINGZHUNKONGZHIHESHUJUSHISHICHUANSHU、FENXI。

  • ZAICI,5GWANGLUOBAOZHENGZHINENGHUAJISHUZAIZHONGZHI、YANGZHIGUOCHENGZHONGDEGUANGFANYINGYONG。

  • ZUIHOU,5GHEAIDEGONGTONGZUOYONGKEYISHIDENONGCHANPINXIAOSHOUBIANDEGENGJIAZHINENGHEBIANJIE。

YUNJISUANZUOWEIYIZHONGTIGONGHAILIANGYUNDUANJISUANZIYUAN、CHAODACUNCHUKONGJIANHECHAOQIANGJISUANNENGLIDEXINXINGJISUANMOSHI,JIANGWEINONGYEWULIANWANGDEHAILIANGSHUJUJISUANZHONGFAHUIJUDAJIAZHI。TONGSHISUIZHEWULIANWANGSHUJUDEBAOZHA,BIANYUANJISUANZUOWEIYUNJISUANDEBUCHONG,YEJIANGZAIWANGLUOBIANYUANCE、GENGKAOJINSHUJUYUANDESHEBEICETIGONGSHISHI、DUANZHOUQIDEBENDIJUECE。

BIRU,ZAIZHONGZHIDI,ZHINENGCHUANGANQIWUXUQINGQIUZHONGYANGFUWUQILAIJUEDINGJIFUJINDEZHIWUJIAOSHUIHUOTIANJIAFEILIAODESHIJIANHEYONGLIANG,TAMENKEYIZIJIZHIXINGXIANGGUANRENWU,BIYAOSHIZAIYUZHUYAODEYUNPINGTAITONGBU。

XIANGJIAOYUYUNJISUAN,BIANYUANJISUANJULIYONGHUGENGJIN、ZAIBIANYUANJIEDIANWANCHENGSHUJUCHULIHEFENXIDEXIAOLVGENGGAO。YOUYUSHUJUZAIBIANDUANFENSANFENBU,KEYIGENGYOUXIAOBAOHUWANGLUO,ZENGQIANGSHUJUANQUANXING。LINGWAI,YOUYUBIANYUANJISUANWANCHENGLEBUFENDESHUJUCHULI,KEYIJIANSHAOSHEBEIXIANGYINGSHIJIANHESHEBEIDAOYUNDUANDESHUJULIULIANG,YUYUNJISUANXINGCHENGXIETONGFUWU。

YOUYUNONGYEDASHUJUDEJICHUJIANSHE,GEGUOYUELAIYUEZHONGSHIRENGONGZHINENGJISHUZAIWAJUENONGYEDASHUJUSHANGDEGUILVHEMOXINGDEJIAZHI。

BIRU,ZHENDUINONGZUOWUSHENGZHANGGUOCHENG,ZHINENGHUASHEBEIKEYIWANCHENGSHISHIJIANCEYUJING、SHUIFEIYITIZIDONGGUANGAI、BINGCHONGHAIFANGZHIHEZAIQINGPINGGUDENG,CONGERWEITISHENGNONGYESHENGCHANLI、DIYUZAIHAIFENGXIAN,WEIFAZHANGAOXIAODEZHIHUINONGYETIGONGLEJISHUZHICHENG。

ZAIBIRU,ZAISHUCAIDAPENGZHONGZHICHANGJING,RENGONGZHINENGKEYISHIXIANDUIPENGNEIWENSHIDU、GUANGZHAOHEERYANGHUATANNONGDUDENGHUANJINGQINGKUANGLAIKONGZHIBUGUANGSHIJIAN,BINGJIANCHANONGZUOWUSHIFOUYOUBINGCHONGHAI,TIXINGGONGZUORENYUANJINXINGBUGUANG、BUSHUIDENGCAOZUO。ZAIZHINENGGUANGAICHANGJING,SHIXIANMOXINGQUDONGXING、SHIJIANJIHUAXINGHEHUANJINGQUDONGXINGDENGDUOZHONGGUANGAIMOSHI。

ZAIJINLIANGNIANFEICHANGHUOREDEAIYANGZHUANLIZHONG,YANGZHUCHANGKEYITONGGUORENGONGZHINENGDUISHENGZHUDESHENGZHANGQINGKUANGHEJIBINGYUFANG、ZHONGZHUFANZHIDENGJINXINGBUJIANDUANDEJIANCEHEYUFANG。BIRUYINRUZHULIANSHIBIE,JISHIFAXIANMUZHUDEFAQINGHESHENGBINGQINGKUANG,SHISHIJIANKONG,ZHINENGFAXIANJIYAZHUZIDENGQINGKUANG,CONGERYOUXIAOTIGAOSHENGZHUCUNHUOLV,CHULANLV。RENGONGZHINENGDEYINRU,SHIXIANLEZHENGGEYANGZHUGUOCHENGDESHAORENHUAHEJINGYINGGUOCHENGDEZHINENGHUA、KEXUEHUAGUANLI。

YISHANGWOMENKANDAO,5GWANGLUOJISHUBAOZHENGLENONGYEDASHUJUDESHISHI、GAOXIAOCHUANSHU,WULIANWANGBAOZHENGLENONGYEDASHUJUDEWANZHENGSHOUJI,YUNJISUAN、BIANYUANJISUANTIGONGLEDASHUJUFENXICHULIDEHAILIANGSUANLI,ERRENGONGZHINENGZETIGONGLESHUJUMOXINGDEZHINENGFENXI、GUANLIHEJUECE,ZHEIXIEJISHUGONGTONGGOUCHENGZHIHUINONGYEDEJISHUDIZUO。

XIANZAI,WOMENNENGZAINAXIEJUTIDELINGYUHUOZHEANLIZHONG,KANDAOZHIHUINONGYEDEZHENSHIMIANMAONI?

03 精准种植、智能养殖、自动农机,亲眼可见的智慧农业场景

DUIYUSHUZIZHINENGHUAJISHUDEJIESHAO,ZHISHIRANGWOMENKANDAOZHIHUINONGYEDELUNKUO,ZHIYOUSHENRUDAOZHIHUINONGYEDEYINGYONGCHANGJINGDANGZHONG,CAINENGZHENZHENGGANSHOUDAOZHIHUINONGYEDEFENGFUXIJIE。

WOMENSHOUXIANJIESHAOZHIHUINONGYEYINGYONGZUIDADELIANGGECHANGJING:DATIANJINGZHUNZHONGZHIHEDAPENGJINGZHUNZHONGZHI。

在大田精准种植当中,主要存在作业面积大、土地分布广、设备布线和供电困难等问题,结合5G网络和物联网,就可以根据不同地域的土壤类型、灌溉方式、农作物种类等进行不同设备配合,通过各种传感器和智能气象站,实现在线获取土壤墒情、养分、气象等信息,并实现墒情自动预报、灌溉智能决策及远程控制灌溉设备,最终达到精耕细作的目的。

BIRU,TURANGSHANGQINGJIANCEYUJINGXITONGHUOQUTURANGSHANGQINGSHUJU,TONGGUOJIANGHUOQUDEXIANCHANGSHISHISHANGQINGXINXIHEBIAOZHUNSHANGQINGXINXISHUJUKUZHONGDUIYINGNONGZUOWUDEBIAOZHUNSHUJUJINXINGDUIBI,CONGERDADAOJIANCEYUJINGSHANGQINGDEMUDE。

(《5GFUNENGXINGYEYINGYONGYUCHUANGXIN》,TU6-5:SHANGQING(HANQING)JIANCEYUJINGXITONG)

ERDATIANDESHUIFEIZHINENGJUECEXITONG,ZEJIEJUELECHUANTONGZHONGZHIGUOCHENGZHONGGUANSHUISHIFEILIANGMANGMUXINGYANZHONG,ZAOCHENGSHUIFEIGUANGAILIANGBUJINGZHUN、ZIYUANDALIANGLANGFEI、ZUOYEQIANGDUDAHEGUOLIANGSHIFEIDAILAITURANGYANZHONGWURANDETONGDIAN,ZHEIYIJUECEMOXINGCONGERKEYITIGONGSHURUDATIANNONGZUOWUDEZUIYOUSHUIFEIBILI,PEIHEJINGZHUNDESHUIFEIYITIHUAJISHUJINXINGSHUIFEIGUANGAI,CONGERGENGYOUXIAODILIYONGSHUIHEFEILIAO,JIEYUECHENGBENDETONGSHIHUODEGENGHAODESHIFEIXIAOGUO。

ERDUIYUDAPENGJINGZHUNZHONGZHI,GENGZHONGYAODESHIDUIYUZHONGZHIWUSHENGZHANGHUANJING、SHENGZHANGHUANJIEDEJINGZHUNBAKONGHEGUANLI。

JINGZHUNDAPENGZHONGZHIZHUYAOTIXIANZAIJINGZHUNSHUJUCAIJI、YUNDUANZHINENGSHUIFEIKONGZHI、ZHINENGNONGSHIGUANLI、ZHINENGKONGZHI、SHUZINONGCHANGPINGTAIDENGJIGEFANGXIANG,KEYIZUOYONGZAIDAPENGZHONGZHIDEYUMIAO、ZAIZHONG、SHENGZHANGGUANLI、SHOUGE、XIUGENGDENGQUANLIUCHENGHUANJIEDANGZHONG,TONGGUOJINGZHUNCAIJIXITONG、YUNDUANZHINENGSHUIFEIKONGZHIXITONG、ZHINENGNONGSHIGUANLIXITONG、ZHINENGKONGZHIXITONGHEZHONGDUANDENG,KEDUIDAPENGZHONGZHIGEHUANJIEDEXIANGGUANSHUJUJINXINGCAIJI,WEIQIKEXUEHUAJUECETIGONGYIJU。

ZHIHUINONGYEDELINGWAIYIDAYINGYONGCHANGJINGJIUSHICHUMUSHUICHANYANGZHI。ZUIDIANXINGDEZHIHUICHUMUYANGZHIXITONGJIUSHINAINIU、SHENGZHUHEJICHANGYANGZHI。

ZHEILIWOMENRENGRANYISHENGZHUWEILI。YITAOSHENGZHUJINGZHUNSIWEIXITONG,XUYAOSHIXIANDUISHENGZHUDESHULIANGPANDIAN、TIZHONGGUCE、YUNDONGGUIJIGENZONG、ZHUANQUANCHULANJIANKONGJIYICHANGQINGKUANGYUJINGDENG,YINCIXUYAOYINGYONGDAOYIXIAZHINENGJIANCEJISHU,BAOKUOSHIPINJIANKONGDEZHINENGSHENFENSHIBIE,JIANCEMEITOUZHUDESHENFEN、YUNDONGGUIJI、FAQINGQIHEJIANKANGZHUANGKUANG,ZHENGTIHUANJINGJIANCEHAIYAOBAOKUOZHUSHEYICHANGJIANCE、CUNLANCHULANSHULIANGPANDIAN、SIYANGRENYUANXINGWEIJIANKONGDENG。ERSHENGZHUJINGZHUNSIWEIXITONGTONGGUOSHANGSHUGONGNENG,KEDUISHENGZHUJINXINGKEXUEHUADESIYANGHEQUANMIANYANGEDEGUANLI,QUEBAOSHENGZHUDEPINZHI。

GUONEILINGXIANDENONGMUCHANPINQIYEXINXIWANGLIUHE,YUZHONGGUOYIDONGGONGTONGKAIFADE5GZHIHUIYANGZHUPINGTAI,JIUTONGGUOZAIYANGZHICHANGDEBIANDUANBUSHU,JIANLILEZHINENGYINGXIANGSHIBIEDEXITONG,TONGGUOZHUANMENYOUHUADEAISUANFA,KEYIKUAISUGAOXIAOZHUNQUEDISHIXIANDUISHENGZHUGEXIANGSHENGLITEZHENGDESHIBIE。LINGWAI,YIJIQISHIJUEFENXIJISHUWEIJICHU,JIEHE5GGAODAIKUANNENGLIJIANGTUXIANGSHUJUSHANGCHUANZHIMEC(YIDONGBIANYUANJISUAN)CE,BINGTONGGUOBUSHUZAIMECDEAIPINGTAISHIXIANSHENGZHUPANDIAN、CEZHONG、CEBIAO、TIWENDENGGONGNENG。

DISANDALEI,YESHIWOGUOZAIZHIHUINONGYESHANGZHONGDIANFALIDEYINGYONGCHANGJINGJIUSHIZHINENGNONGJI。JIEZHU5G、BEIDOUWEIXINGDINGWEI、WULIANWANG、ZIDONGJIASHIDENGJISHU,ZHINENGNONGJIKEYISHIXIANLIMIJIDILIWEIZHIDINGWEIYUCESU、JIYU5GDEWUXIANCHUANSHU,YIJIGAOQINGSHIPINCAIJI、CUNCHUYUSHISHICHUANSHU,HAIYOUGAOJINGDUDITUAPI(YINGYONGCHENGXUBIANCHENGJIEKOU)、QIXIANGFUWUAPI、ZUOYEGUIHUAYUGUANLIYUNPINGTAIAPIDENG。

2019NIAN5YUE,WOGUOZHONGKEYUANYANFADECHAOJITUOLAJI1HAO,YIJINGZAIWANMUJIDISHIXIANLEWURENJIASHIDECESHI,LIYONGWEIXINGDAOHANGDEZHINENGWANGLIANJISHU,ZHIXUYAOSANSIGERENYUAN,JIUKEYIZHIHUI20TAIZHINENGTUOLAJI,WANCHENGSUOYOUGENGDI、BOZHONG、JIAOSHUI、DAYAODENGZUOYE。XIANGDANGYU,WOGUOZAIZHINENGNONGYEJIXIEDEZHIZAOHEYINGYONGSHANGZHENGMAIRUQUANQIUXIANJINXINGLIE。

ZONGTILAISHUO,ZHIHUINONGYEZHENGZAIBANGZHUGELEINONGYESHENGCHANCHANGJINGCHAOZHEJIYUEHUA、ZHIHUIHUADEFANGXIANGFAZHAN。JIYUEHUAJIANGJIDAJIANGDISHENGCHANCHENGBEN,TIGAONONGYESHENGCHANSHOUYI,ZHIHUIHUAJIANGTUIDONGZHENGGESHENGCHANLIUCHENGSHISHUJUGANZHI、ZHINENGGUANLIHEQUANCHANYELIANZHINENGJUECE,SHIXIANNONGYEQUANCHANGJINGDELIANJIEHUTONG。

XIANZAI,WOGUOZHENGCHUYUCONGCHUANTONGNONGYEXIANGZHIHUINONGYEKUAISUZHUANXINGDEGUOCHENGDANGZHONG,DANSHIXUYAOKANDAOZHIHUINONGYEDEFAZHANRENGRANMIANLINZHUDUOTIAOZHAN。

先从现状来看,许多地区存在基础设施薄弱、地区发展不均衡、农村技术、管理人才短缺等现实问题;在新技术应用上,还存在着投入建设成本高、专用设备特别是专用芯片匮乏、配套设施不完善等问题,而在农业大数据的准确性收集、信息共享和信息利用上面存在效率不高、应用质量差等问题。

这些问题有赖于国家、地方政府、科技企业以及农业相关产业的高度重视和投入,比如政府应加强智慧农业的基础设施建设,在网络、交通、电力等方面实现配套。农业研发机构加强智能农业技术研发和相关成果的落地转化。相关技术企业加强适应智慧农业的技术人才的培养,提高一线农业生产者运用智能设备的能力。

ZHIHUINONGYEHUOZHEWOGUOZHENGGENONGYEDEXIANDAIHUAFAZHAN,DUIYUYIJINGYUANLIXIANGTU、SHENJUCHENGSHIDEWOMEN,SHIYIZHONGHENSHAOGANZHIHEGUANZHUDELINGYU。YUWOERYAN,YEGENGDUOSHIDUIZHIHUINONGYEDELUNKUOHEYUNXINGJIZHIZUOYIXIEPIMAOJIESHAO。

未来,我更希望的是能够在越来越多的地区、越来越多的媒体,看到我们的家乡都能有各种各样的智慧农业的景象出现。而这些案例,更值得被我们记录。

网经社“电数宝”(DATA.tttfamily.com)电商大数据库”包含70+上市公司数据库、53+新三板公司数据库、150+独角兽数据库、200+千里马数据库、4000+投融资数据库以及10万+创业项目数据库,全面覆盖“头部+腰部+长尾”电商。适用于电商从业人员、研究人员、创投人士、政府人士、高校师生、商家卖家等,旨在通过数据可视化形式帮助了解电商行业,挖掘行业市场潜力,助力企业决策,做电商人研究、决策的“好参谋”。

【BANQUANSHENGMING】BINGCHENGHULIANWANGKAIFANG、BAORONGDEJINGSHEN,WANGJINGSHEHUANYINGGEFANG(ZI)MEITI、JIGOUZHUANZAI、YINYONGWOMENYUANCHUANGNEIRONG,DANYAOYANGEZHUMINGLAIYUANWANGJINGSHE;TONGSHI,WOMENCHANGDAOZUNZHONGYUBAOHUZHISHICHANQUAN,RUFAXIANBENZHANWENZHANGCUNZAIBANQUANWENTI,FANQINGJIANGBANQUANYIWEN、SHOUQUANZHENGMING、BANQUANZHENGMING、LIANXIFANGSHIDENG,FAYOUJIANZHIlaw@netsun.com,WOMENJIANGDIYISHIJIANHESHI、CHULI。

分析:从田间到餐桌 5G IoT AI如何催生智慧农业? 网经社 网络经济服务平台 电子商务研究中心 电商门户 互联网+智库
提交申请
×
行业

QINGXUANZEXINGYE!

姓名

QINGSHURUXINGMING!

部门/职务

QINGSHURUZHIWU!

公司

QINGSHURUGONGSI!

地址
邮箱

QINGSHURUZHENGQUEYOUXIANG!

手机

QINGSHURUZHENGQUESHOUJI!

验证码

QINGSHURUYANZHENGMA!

欢迎加入网经社电商精英俱乐部(立即申请)
【关键词】5GIoTAI智慧农业
        平台名称
        平台回复率
        回复时效性
        用户满意度