[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-2493":3,"related-2493":95},{"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":22,"tags":24,"primary_topic":30,"secondary_topics":36,"classification":37,"search_phrases":79,"slug":82,"view_count":83,"doi":8,"paper":84,"created_at":94},2493,"AI 赋能杂粮智慧育种:现状、前沿与展望(华南农业大学学报 2026 年第 5 期)","https:\u002F\u002Fwww.toutiao.com\u002Farticle\u002F7685230000000000000\u002F","山西农业大学后稷实验室(杂粮生物育种山西省实验室)李旭凯、唐娇艳、孔照胜特约综述,系统梳理智慧育种技术体系演进历程,探讨生物大数据以及 AI 在杂粮种质资源数字化、高通量表型组学、基因型-表型关联分析及智能决策系统中的应用。总结燕麦、谷子、荞麦、藜麦等典型杂粮作物智慧育种案例,探讨杂粮育种产业化路径。我国科学家率先完成谷子的参考基因组测序,谷子基因组约 400 Mb,包含约 3.9 万个基因。在燕麦育种中,集成无人机遥感与基因组选择技术将产量预测准确率提升到 85% 以上。",null,"华南农业大学学报 2026-09-12","2026-09-11T16:00:00Z","论文",10,false,82,{"impact":16,"substance":16,"depth":17,"authority":18,"freshness":19,"relevant":20,"comment":21},22,18,14,6,1,"核心期刊特约综述，系统梳理AI赋能杂粮智慧育种的技术体系与典型案例，含谷子基因组、燕麦产量预测等实质数据，对种业数字化有参考价值。",[23],{"name":9,"url":6},[25,26,27,28,29],"农业人工智能","种业振兴","智慧育种","表型组学","杂粮作物",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},"A5","tubers-grains","薯类与杂粮","\u002Ftopic\u002Ffield-crops\u002Ftubers-grains","A",[],{"status":38,"locked":13,"version":39,"method":40,"evidence":41},"classified","2026-10-22.2","rules",{"candidates":42,"agricultural_evidence":45},[43,52,60,67,74],{"code":31,"score":44,"supported":45,"title":46,"abstract":47,"tags":51},9,true,[],[48,49,50],"谷子","藜麦","荞麦",[],{"code":53,"score":54,"supported":45,"title":55,"abstract":56,"tags":59},"F2",7,[],[57,58],"生物育种","基因组选择",[27],{"code":61,"score":62,"supported":45,"title":63,"abstract":64,"tags":66},"F1",4,[],[65],"种质资源",[26],{"code":68,"score":69,"supported":45,"title":70,"abstract":71,"tags":73},"I3",3,[],[72],"遥感",[],{"code":75,"score":20,"supported":13,"title":76,"abstract":77,"tags":78},"I2",[],[],[25],[80,81],"农业人工智能 智慧育种 杂粮作物 种业振兴","农业人工智能 智慧育种","农业人工智能智慧育种杂粮作物种业振兴-2493",2,{"doi":8,"openalex_id":8,"authors":85,"venue":8,"cited_by_count":86,"oa_url":8,"card":87,"direction":91,"ingested_from":93},[],0,{"tldr":88,"method":89,"finding":90,"direction":91,"opportunity":92},"综述AI赋能杂粮智慧育种的技术体系、应用案例与产业化路径。","综述生物大数据、高通量表型组学、基因型-表型关联与智能决策系统。","谷子参考基因组约400Mb含3.9万基因；燕麦无人机遥感结合基因组选择产量预测超85%。","农业人工智能与决策模型","杂粮多组学数据稀缺，可构建跨作物基因型-表型预测模型并验证产业化落地。","agent","2026-09-15T00:04:27.262335Z",{"total":19,"page":20,"page_size":19,"items":96},[97,142,192,247,282,336],{"id":98,"title":99,"url":100,"summary":101,"summary_zh":8,"content":102,"source_name":103,"source_url":8,"published_at":104,"category":105,"cover_url":8,"hotness":12,"is_selected":13,"score":106,"score_detail":107,"sources":112,"tags":114,"primary_topic":119,"secondary_topics":120,"classification":121,"search_phrases":137,"slug":140,"view_count":86,"doi":8,"paper":8,"created_at":141},5526,"甘肃农科院陇薯红1号千亩方实收测产 亩产3033.59公斤商品率92%","https:\u002F\u002Fmlss.gsagr.cn\u002Finfo\u002F1056\u002F2213.htm","10月18日马铃薯研究所科研团队在会宁县大沟镇郭庄村陇薯红1号千亩示范方开展现场测产，实测亩产3033.59公斤、商品率92%。该品种为鲜食与加工兼用型，薯皮光滑呈红色、薯肉红芯黄边富含花青素，抗旱性与综合抗逆性突出，尤宜炸制薯片薯条，已获多家薯片薯条加工企业认可。","测产现场，专家组严格按照马铃薯田间测产技术规程，对自主选育的陇薯红1号进行实收测产，并综合评价其农艺性状、抗逆性与加工品质。经实测，该品种田间长势整齐，丰产性突出，折合亩产3033.59公斤，商品率达92%，抗逆表现良好，块茎外观品质优良，符合加工原料标准。项目负责人、马铃薯所长马丽荣介绍，陇薯红1号是我院马铃薯研究所最新选育的鲜食与加工兼用型品种，尤宜炸制薯片、薯条。该品种薯形规整，薯皮光滑呈红色，薯肉红芯黄边，富含花青素，抗旱性与综合抗逆性突出，炸制的薯片色泽鲜亮、片形均匀、品质稳定。该品种的育成进一步拓展了功能加工型马铃薯的育种方向与应用场景，已获得省内外多家薯片、薯条加工企业的高度评价与广泛认可。","甘肃省农业科学院马铃薯研究所 2026-10-20","2026-10-20T00:00:00Z","报道",73,{"impact":17,"substance":108,"depth":18,"authority":109,"freshness":110,"relevant":20,"comment":111},20,13,8,"省级科研机构自主选育的功能加工型马铃薯品种千亩方实收测产，亩产与商品率数据具体，兼具鲜食加工兼用与花青素特色，具备行业参考价值。",[113],{"name":103,"url":100},[115,26,116,117,118],"马铃薯","测产验收","功能加工型","陇薯红1号",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},[],{"status":38,"locked":13,"version":39,"method":40,"evidence":122},{"candidates":123,"agricultural_evidence":45},[124,128,133],{"code":31,"score":62,"supported":45,"title":125,"abstract":126,"tags":127},[],[115],[115],{"code":129,"score":20,"supported":13,"title":130,"abstract":131,"tags":132},"A8",[],[],[116],{"code":61,"score":20,"supported":13,"title":134,"abstract":135,"tags":136},[],[],[26],[138,139],"甘肃农科院 陇薯红1号 测产","陇薯红1号 亩产3033.59公斤","甘肃农科院陇薯红1号测产-5526","2026-10-22T00:07:04.811596Z",{"id":143,"title":144,"url":145,"summary":146,"summary_zh":8,"content":147,"source_name":148,"source_url":8,"published_at":104,"category":105,"cover_url":8,"hotness":12,"is_selected":13,"score":149,"score_detail":150,"sources":154,"tags":156,"primary_topic":161,"secondary_topics":162,"classification":163,"search_phrases":187,"slug":190,"view_count":86,"doi":8,"paper":8,"created_at":191},5514,"山东农科院作物所商河举办红高粱观摩培训会 政企共建示范基地","http:\u002F\u002Fsdcrops.cn\u002Farticles\u002Fch11158\u002F202610\u002F32fdb8f1-6d3b-441c-8ef9-3d0d3332ce90.shtml","10月18日第四届「红高粱·庆丰收」山东省酿酒高粱新品种新技术现场观摩培训会在商河县金盆地高粱种植示范基地举办，省农科院作物所联合山东省白酒协会与商河县人民政府主办，50余名酿酒畜牧企业代表与种植大户参加。会上颁发「科技成果转化专员」聘书并签署示范基地共建协议。","秋染良田，红粱飘香。为加快酿酒高粱新品种新技术成果转化，深化院地产学研协同创新，10月18日，第四届“红高粱・庆丰收”山东省酿酒高粱新品种新技术现场观摩培训会在商河县金盆地高粱种植示范基地成功举办。本次活动由山东省农业科学院作物研究所联合山东省白酒协会、商河县人民政府共同主办，商河县委组织部、县农业农村局、县人社局、县科协、县广播电视台、龙桑寺镇人民政府承办，商河县金盆地家庭农场协办。省农科院党委委员、副院长刘开昌，作物所理事长兼党委书记赵海军，山东省白酒协会秘书长李浩然，商河县副县长任明光及县直相关部门负责同志出席；省内外酿酒企业、畜牧企业代表，部分家庭农场、合作社及高粱种植大户50余人参加。\n\n活动以酿酒高粱试验示范基地建设为核心，搭建科研成果落地田间的转化平台，集中展示作物所酿酒高粱育种与栽培技术最新成果。国家谷子高粱产业技术体系济南综合试验站站长、作物所杂粮团队首席专家张华文研究员在田间开展技术培训，围绕新品种选育进展、标准化高产栽培技术、产业发展现状与趋势等核心内容，与种植大户、企业代表现场互动交流，针对性解答生产一线实际问题，推动良种良法直送生产端。\n\n现场观摩培训会由龙桑寺镇党委书记刘友智主持，任明光、李浩然、刘开昌先后致辞。赵海军为金盆地家庭农场负责人史益民颁发“科技成果转化专员”聘书，双方共同签署酿酒高粱试验示范基地共建协议，建立长期稳定的科研合作纽带。随后，与会领导为开镰仪式剪彩，标志着示范基地高粱正式进入丰收收割阶段。与会人员还深入田间观摩酿酒高粱新品种示范田。张华文现场讲解品种特征特性、产量表现及配套轻简栽培技术，直观展示科研成果的应用成效与产业价值。\n\n本次活动是作物所深化院地合作、推进科技成果转化的重要实践。商河金盆地高粱示范基地作为院地共建核心载体，已成为科研人才下沉一线、新品种新技术落地推广的田间阵地，有效打通科研与生产的衔接通道。下一步，作物所将持续发挥科研人才与技术优势，深化与金盆地家庭农场的产学研协同，开展酿酒高粱新品种试验与栽培技术攻关，进一步发挥示范基地辐射带动作用，推动科研成果转化为产业效益，带动周边农户增收致富，为区域农业产业高质量发展注入持久科技动能。（撰写：王润丰 核稿：李峰）","山东省农业科学院作物研究所 2026-10-20",62,{"impact":151,"substance":18,"depth":152,"authority":152,"freshness":110,"relevant":20,"comment":153},16,12,"省级科研院所与地方政府共建酿酒高粱示范基地的观摩培训活动，有实质内容但属常规院地合作动态，公共影响有限。",[155],{"name":148,"url":145},[26,157,158,159,160],"成果转化","院地合作","示范基地","酿酒高粱",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},[],{"status":38,"locked":13,"version":39,"method":40,"evidence":164},{"candidates":165,"agricultural_evidence":45},[166,171,177,183],{"code":31,"score":152,"supported":45,"title":167,"abstract":169,"tags":170},[168],"高粱",[168],[160],{"code":172,"score":173,"supported":45,"title":174,"abstract":175,"tags":176},"G1",5,[],[157],[157,158],{"code":178,"score":69,"supported":45,"title":179,"abstract":180,"tags":182},"C",[],[181],"畜牧",[],{"code":61,"score":20,"supported":13,"title":184,"abstract":185,"tags":186},[],[],[26],[188,189],"山东省农科院 酿酒高粱 商河","金盆地 高粱示范基地","山东省农科院酿酒高粱商河-5514","2026-10-22T00:07:03.937590Z",{"id":193,"title":194,"url":195,"summary":196,"summary_zh":8,"content":197,"source_name":198,"source_url":8,"published_at":199,"category":105,"cover_url":8,"hotness":12,"is_selected":13,"score":200,"score_detail":201,"sources":203,"tags":205,"primary_topic":208,"secondary_topics":209,"classification":210,"search_phrases":242,"slug":245,"view_count":86,"doi":8,"paper":8,"created_at":246},5438,"河北农科院谷子所冀研谷3号在藁城实打测产 亩产 431.5 公斤 增产 13.2%","http:\u002F\u002Fhebnky.com\u002Fjishuzhidaoxinxi.aspx?jszdid=2226","河北省农林科学院谷子所、农机所联合石家庄市农技推广中心，2026 年在石家庄藁城留章建立 500 亩试验基地，为「藁城宫米」区域公用品牌储备专用品种资源。9 月 29 日专家组对冀研谷3号百亩单产提升示范田实打实收测产，亩产 431.5 公斤，较对照田增产 13.2%，亩节本增效 269.2 元。冀研谷3号是面向冀中南夏谷区选育的高产广适夏谷中熟品种，抗烯禾啶除草剂，适配麦茬夏播两熟制茬口。","藁城是谷子传统种植区和天然富硒小米优势产区，“藁城宫米”于2020年获中国国家地理标志证明商标，是河北省名优农产品区域公用品牌。区域公用品牌的持续壮大离不开优质专用品种的稳定支撑。藁城区此前已联合谷子所筛选培育出“宫米一号”专用品种。随着产业规模扩大和市场需求多元化，藁城宫米品种谱系需持续扩充。围绕这一目标，2026年，谷子所、农机所联合石家庄市农业技术推广中心，在藁城留章建立500亩试验基地，涵盖品种展示、宽窄行穴播、条播精量播种、中耕除草、叶面肥“一喷多促”及单产提升技术。\n\n藁城地处冀中南夏谷区，小麦收获后麦茬夏播是主要种植模式，对品种提出特殊要求：生育期要适配小麦—谷子两熟制时间窗口，抗除草剂能力要解决麦茬地杂草压力大的问题，品质要满足宫米加工对籽粒外观和食味的要求。冀研谷3号正是面向这一需求选育的夏谷中熟品种，高产广适，抗烯禾啶除草剂。以冀研谷3号为载体开展品种筛选与配套技术验证，旨在为宫米品牌储备“优质+专用+适播”的后备品种资源。基地采用搭载北斗导航系统的播种机，在谷子生长中后期，实施“一喷多促”技术，通过无人机一次喷施，同步实现防病治虫、促灌浆、促籽粒增重等多重效果。冀研谷3号百亩单产提升示范田自6月21日播种以来，从种到收实施精细管理，条播精量播种配合飞防“一喷多促”，形成了“良种+良法+良机”的技术组装模式。9月29日，专家组对冀研谷3号进行实打实收测产。示范田亩产431.5公斤，较对照田增产13.2%，亩节本增效269.2元。\n\n藁城留章示范田的院地联合实践，为宫米产业集群建设提供了可复制的工作路径。品种筛选的持续深化、配套技术的集成落地、科研院所与推广机构协同机制的有效运转，正在为这一目标提供从品种到技术、从田间到品牌的系统性支撑。","河北省农林科学院 2026-10-19","2026-10-19T00:00:00Z",75,{"impact":17,"substance":108,"depth":151,"authority":109,"freshness":110,"relevant":20,"comment":202},"省级科研机构发布的夏谷新品种实打测产数据具体，良种良法良机配套路径清晰，对区域公用品牌建设有示范价值，值得进入每日精选。",[204],{"name":198,"url":195},[26,206,158,48,207],"单产提升","藁城宫米",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},[],{"status":38,"locked":13,"version":39,"method":40,"evidence":211},{"candidates":212,"agricultural_evidence":45},[213,217,221,226,232,238],{"code":31,"score":152,"supported":45,"title":214,"abstract":215,"tags":216},[48],[48],[48],{"code":129,"score":62,"supported":45,"title":218,"abstract":219,"tags":220},[],[206],[206],{"code":172,"score":62,"supported":45,"title":222,"abstract":223,"tags":225},[],[224],"农技推广",[158],{"code":227,"score":69,"supported":45,"title":228,"abstract":229,"tags":231},"F4",[],[230],"除草",[],{"code":233,"score":69,"supported":45,"title":234,"abstract":235,"tags":237},"F5",[],[236],"农机",[],{"code":61,"score":20,"supported":13,"title":239,"abstract":240,"tags":241},[],[],[26],[243,244],"冀研谷3号 藁城 测产","河北农科院 谷子 宫米","冀研谷3号藁城测产-5438","2026-10-21T00:10:01.499899Z",{"id":248,"title":249,"url":250,"summary":251,"summary_zh":8,"content":252,"source_name":253,"source_url":8,"published_at":104,"category":105,"cover_url":8,"hotness":12,"is_selected":13,"score":254,"score_detail":255,"sources":258,"tags":260,"primary_topic":261,"secondary_topics":262,"classification":263,"search_phrases":279,"slug":280,"view_count":86,"doi":8,"paper":8,"created_at":281},5430,"山东农科院作物所在商河举办第四届「红高粱·庆丰收」观摩培训会","https:\u002F\u002Fnew.qq.com\u002Frain\u002Fa\u002F20261020A09WCE00","10 月 18 日，第四届「红高粱·庆丰收」山东省酿酒高粱新品种新技术现场观摩培训会在商河县金盆地高粱种植示范基地举办，由山东省农科院作物所联合山东省白酒协会、商河县政府主办。国家谷子高粱产业技术体系济南综合试验站站长、作物所杂粮团队首席专家张华文研究员围绕酿酒高粱新品种选育进展与标准化高产栽培技术开展田间培训。作物所为基地负责人颁发「科技成果转化专员」聘书，双方签署酿酒高粱试验示范基地共建协议，50 余人参加。","秋染良田，红粱飘香。为加快酿酒高粱新品种新技术成果转化，深化院地产学研协同创新，10月18日，第四届“红高粱・庆丰收”山东省酿酒高粱新品种新技术现场观摩培训会在商河县金盆地高粱种植示范基地成功举办。\n\n本次活动由山东省农业科学院作物研究所联合山东省白酒协会、商河县人民政府共同主办，商河县委组织部、县农业农村局、县人社局、县科协、县广播电视台、龙桑寺镇人民政府承办，商河县金盆地家庭农场协办。省内外酿酒企业、畜牧企业代表，部分家庭农场、合作社及高粱种植大户50余人共同参加活动。活动以酿酒高粱试验示范基地建设为核心，搭建科研成果落地田间的转化平台，集中展示我所酿酒高粱育种与栽培技术最新成果。\n\n国家谷子高粱产业技术体系济南综合试验站站长、山东省农科院作物研究所杂粮团队首席专家张华文研究员在田间地头开展技术培训，围绕酿酒高粱新品种选育进展、标准化高产栽培技术、产业发展现状与趋势等核心内容，与参会的种植大户、企业代表开展现场教学、互动交流与专题研讨，针对性解答生产一线实际问题，推动良种良法直送生产端。\n\n山东省农业科学院副院长刘开昌、山东省白酒协会秘书长李浩然、商河县副县长任明光等致辞，山东省农业科学院作物研究所党委书记赵海军为金盆地家庭农场负责人史益民颁发“科技成果转化专员”聘书，双方共同签署酿酒高粱试验示范基地共建协议，搭建起长期稳定的科研合作纽带。\n\n随后，与会同志共同为开镰仪式剪彩，标志着示范基地高粱正式进入丰收收割阶段。仪式结束后，与会人员深入田间开展现场观摩，参观了酿酒高粱新品种示范田。张华文现场详细讲解了作物所选育的酿酒高粱品种特征特性、产量表现及配套轻简栽培技术，直观展示了科研成果的应用成效与产业价值。\n\n本次活动是山东省农业科学院作物研究所深化院地合作、推进科技成果转化的重要实践。商河金盆地高粱示范基地作为院地共建的核心载体，已成为科研人才下沉一线、新品种新技术落地推广的田间阵地，有效打通了科研与生产的衔接通道。下一步，山东省农业科学院作物研究所将以此次合作为契机，持续发挥科研人才与技术优势，深化与金盆地家庭农场的产学研协同，持续开展酿酒高粱新品种试验与栽培技术攻关，进一步发挥示范基地的辐射带动作用，推动科研成果转化为实实在在的产业效益，带动周边农户增收致富，为区域农业产业高质量发展注入持久科技动能。","山东省农业科学院 2026-10-20",57,{"impact":152,"substance":18,"depth":256,"authority":152,"freshness":110,"relevant":20,"comment":257},11,"省级科研机构主办的院地合作观摩培训活动，有实质技术培训与基地共建内容，但属常规推广动态，影响限于区域细分产业。",[259],{"name":253,"url":250},[26,157,158,159,160],{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},[],{"status":38,"locked":13,"version":39,"method":40,"evidence":264},{"candidates":265,"agricultural_evidence":45},[266,271,275],{"code":31,"score":267,"supported":45,"title":268,"abstract":269,"tags":270},15,[168],[168,48],[160],{"code":172,"score":173,"supported":45,"title":272,"abstract":273,"tags":274},[],[157],[157,158],{"code":61,"score":20,"supported":13,"title":276,"abstract":277,"tags":278},[],[],[26],[188,189],"山东省农科院酿酒高粱商河-5430","2026-10-21T00:10:00.883458Z",{"id":283,"title":284,"url":285,"summary":286,"summary_zh":8,"content":287,"source_name":288,"source_url":8,"published_at":104,"category":105,"cover_url":8,"hotness":12,"is_selected":13,"score":289,"score_detail":290,"sources":292,"tags":294,"primary_topic":298,"secondary_topics":299,"classification":300,"search_phrases":331,"slug":334,"view_count":86,"doi":8,"paper":8,"created_at":335},5427,"江苏省农科院粮作所分别在泗洪灌云举办甘薯新品种及栽培技术观摩会","https:\u002F\u002Fnewcrops.jaas.ac.cn\u002Fxww\u002Fgzdt\u002Fart\u002F2026\u002Fart_e855a01f4fa84b57bb27bde9f4f5377c.html","江苏省农业科学院粮食作物研究所联合泗洪县、灌云县农技推广中心，10 月 14 日至 15 日分别在宿迁、连云港甘薯示范基地举办两场观摩会。10 月 14 日在泗洪双沟镇展示粮作所选育的宁 F4-4 等 10 个优良淀粉型甘薯新品系及徐薯 53，10 月 15 日在灌云杨集镇展示南京红蜜、徐薯 56、心香等 26 个鲜食甘薯品种及全程机械化、水肥一体化、绿色防控技术成效。专家在田间开展现场测产，并走访淀粉粉丝生产线、高温愈合糖化库与电商分拣车间，70 余人参加。","为进一步加快优良甘薯新品种及高效栽培技术推广应用，推动甘薯产业技术升级，2026年10月14日-15日，省农科院粮作所联合泗洪县、灌云县农业技术推广中心，分别在宿迁、连云港甘薯示范基地举办甘薯新品种及栽培技术观摩会。省种子管理站、省农技推广总站相关人员，农业农村部南京农业机械化研究所、江苏师范大学、徐州农科所、南京农科所及我院农经所、资环所等单位甘薯专家，以及市县农业技术推广人员、甘薯种植企业负责人、周边种植大户等70余人参加活动。\n\n10月14日，淀粉型甘薯新品种展示观摩会在泗洪县双沟镇甘薯示范基地召开。现场集中展示粮作所选育的宁F4-4、徐州农科所选育的徐T9-18等10个优良淀粉型甘薯新品系，以及淀粉型品种徐薯53的田间示范表现。与会专家在示范田开展现场测产，实地考评各品系结薯习性、商品率及鲜薯产量。观摩结束后，参会人员赴江苏美阳薯业发展有限公司，实地察看淀粉加工车间、粉丝生产线，了解鲜薯进厂至粉丝成品出厂的全链条加工工艺。\n\n10月15日，鲜食型甘薯新品种及栽培技术观摩会在灌云县杨集镇甘薯示范基地举办。现场展示南京红蜜、徐薯56、心香等26个鲜食甘薯品种，以及全程机械化、水肥一体化、绿色防控等技术应用成效。专家在高效栽培示范区开展现场测产，综合评估良种良法配套的增产增效作用。会后，参会人员实地参观连云港农之峰生态农业发展有限公司高温愈合糖化库、电商分拣打包车间，并对参展鲜食甘薯开展蒸煮品鉴，直观比较不同品种薯肉色泽、甜度、面糯度与风味特点。\n\n两场观摩会上，种植大户、企业负责人围绕甘薯水肥管理、机械化移栽收获、淀粉加工、糖化处理、安全窖藏等关键环节，与育种、栽培、农机、植保、加工领域专家开展一对一咨询交流，现场研讨针对性强、交流氛围热烈。\n\n本次观摩会采用“田间看品种、现场测产量、车间看加工、品鉴比品质、座谈解难题”一体化模式，加快优良甘薯新品种与高效栽培技术落地推广，提升当地农户种植技术水平，为我省甘薯产业提质增效、种植户增产增收提供品种和技术支撑。","江苏省农业科学院 2026-10-20",64,{"impact":151,"substance":267,"depth":152,"authority":152,"freshness":44,"relevant":20,"comment":291},"省级科研机构联合地方举办的甘薯新品种与栽培技术观摩活动，内容具体、信源权威，但属区域性技术推广动态，公共影响有限。",[293],{"name":288,"url":285},[26,295,224,296,297],"新品种","甘薯","栽培技术",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},[],{"status":38,"locked":13,"version":39,"method":40,"evidence":301},{"candidates":302,"agricultural_evidence":45},[303,307,311,317,322,327],{"code":31,"score":152,"supported":45,"title":304,"abstract":305,"tags":306},[296],[296],[296],{"code":172,"score":62,"supported":45,"title":308,"abstract":309,"tags":310},[],[224],[224],{"code":312,"score":69,"supported":45,"title":313,"abstract":314,"tags":316},"F3",[],[315],"水肥一体化",[],{"code":227,"score":69,"supported":45,"title":318,"abstract":319,"tags":321},[],[320],"绿色防控",[],{"code":233,"score":69,"supported":45,"title":323,"abstract":324,"tags":326},[],[325],"机械化",[],{"code":61,"score":83,"supported":13,"title":328,"abstract":329,"tags":330},[],[],[295,26],[332,333],"江苏省农科院 甘薯 新品种","泗洪 灌云 甘薯 观摩会","江苏省农科院甘薯新品种-5427","2026-10-21T00:10:00.567861Z",{"id":337,"title":338,"url":339,"summary":340,"summary_zh":8,"content":8,"source_name":341,"source_url":8,"published_at":342,"category":11,"cover_url":8,"hotness":12,"is_selected":13,"score":343,"score_detail":344,"sources":347,"tags":349,"primary_topic":353,"secondary_topics":354,"classification":355,"search_phrases":382,"slug":385,"view_count":69,"doi":8,"paper":386,"created_at":393},5064,"Detection of Potato Plant Leaf Diseases using Convolutional Neural Networks","https:\u002F\u002Farxiv.org\u002Fabs\u002F2610.20544","Haimanot Bitew Alemayehu、Simachew Melaku Ayalew、Chilotie Desalew Mengesha、Ayisheshim Almaw Bogale、Anteneh Birhan Yenew、Abrham Tegegne Bogale在arXiv 2026-10-15上传的预印本,面向埃塞俄比亚粮食安全作物马铃薯,提出可部署于边缘设备的轻量卷积神经网络,完成健康、早疫病、晚疫病三类分类。模型在PlantVillage(2,215张图像)训练,测试准确率98.66%;在埃塞俄比亚Banja镇田间独立采集的247张图像测试中准确率为90.28%,体现独立田间验证相较受控基准更接近真实部署条件。模型仅含446,787个可训练参数、约1.70MB,训练周期较VGG16和MobileNetV2更短。【预印本未审稿;仅在埃塞俄比亚一地进行田间验证,跨地区泛化能力未测】","arXiv preprint 2026-10-15","2026-10-15T00:00:00Z",71,{"impact":267,"substance":108,"depth":345,"authority":44,"freshness":12,"relevant":20,"comment":346},17,"预印本提出仅1.7MB的轻量CNN实现马铃薯早疫病、晚疫病识别，含独立田间验证，方法扎实但尚未审稿、泛化性待验证，属细分领域技术进展。",[348],{"name":341,"url":339},[350,25,115,351,352],"智慧农业","边缘计算","病害识别",{"code":31,"slug":32,"name":33,"path":34,"parent_code":35},[],{"status":38,"locked":13,"version":39,"method":40,"evidence":356},{"candidates":357,"agricultural_evidence":45},[358,363,368,372,377],{"code":31,"score":152,"supported":45,"title":359,"abstract":361,"tags":362},[360],"potato",[115],[115],{"code":129,"score":69,"supported":45,"title":364,"abstract":365,"tags":367},[],[366],"粮食安全",[],{"code":75,"score":83,"supported":13,"title":369,"abstract":370,"tags":371},[],[],[25,352],{"code":373,"score":20,"supported":13,"title":374,"abstract":375,"tags":376},"I1",[],[],[350],{"code":378,"score":20,"supported":13,"title":379,"abstract":380,"tags":381},"I5",[],[],[351],[383,384],"埃塞俄比亚 马铃薯 晚疫病 检测","轻量CNN 马铃薯 叶片病害","埃塞俄比亚马铃薯晚疫病检测-5064",{"doi":8,"openalex_id":8,"authors":387,"venue":8,"cited_by_count":86,"oa_url":8,"card":388,"direction":91,"ingested_from":93},[],{"tldr":389,"method":390,"finding":391,"direction":91,"opportunity":392},"提出轻量CNN实现马铃薯早疫病与晚疫病三分类，并在埃塞俄比亚田间验证。","轻量卷积神经网络，PlantVillage 2215张训练，Banja镇247张","测试集准确率98.66%，独立田间测试降至90.28%，模型仅1.70MB。","可研究跨地区\u002F多作物泛化、田间复杂背景鲁棒性及边缘设备实时部署优化。","2026-10-16T00:14:01.369956Z"]