[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-3621":3,"related-3621":61},{"id":4,"title":5,"url":6,"summary":7,"summary_zh":8,"content":9,"source_name":10,"source_url":6,"published_at":11,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":15,"score_detail":16,"sources":23,"tags":25,"search_phrases":31,"slug":34,"view_count":35,"doi":36,"paper":37,"created_at":60},3621,"Beyond Precision Agriculture: AI and Data-driven Information Systems as Catalysts for Sustainable Agribusiness Transformation","https:\u002F\u002Fdoi.org\u002F10.56557\u002Fjgembr\u002F2026\u002Fv18i311156","The dominant narrative in digital agriculture centres on discrete technologies, including sensors, unmanned aerial vehicles, global positioning systems, remote sensing, and machine learning, evaluated primarily for their capacity to increase yields and improve input-use efficiency. This narrows the analytical lens to the farm gate and understates a more consequential shift: individual technologies generate value for agribusiness only when information systems capture, integrate, and route the data they produce into real operational and strategic decisions. This review critically examines the AI- and data-driven agribusiness transformation literature through a single organising pathway: data, analytics, artificial intelligence, information systems, decisions, sustainable agribusiness outcomes; it asks whether the field's technical achievements have matched comparable progress in systems integration and governance. A transparent narrative search and appraisal protocol synthesised evidence across ten thematic domains: agricultural big-data integration, predictive and prescriptive analytics, farm management information systems (FMIS), AI-enabled supply-chain analytics, climate-risk adaptation, sustainability and ESG analytics, data governance and cybersecurity, digital infrastructure and adoption, circular agriculture, and decision-support systems. The evidence shows that sensing and algorithmic capabilities have matured faster than the organisational and governance capacity required to convert those capabilities into adopted agribusiness decisions. Data-governance barriers, rather than technological ones, now dominate constraints on information-system integration in the literature published since 2023. Research, investment, and policy attention should therefore shift further toward the interoperability, governance, and organisational design layers of digital agriculture, rather than continuing to concentrate primarily on sensor accuracy or model performance.","数字农业的主流叙事聚焦于各类离散技术，包括传感器、无人机、全球定位系统、遥感和机器学习，并主要依据其提高产量和改善投入品利用效率的能力加以评价。这种视角将分析视野收窄至农场大门，低估了一个更具深远意义的转变：只有当信息系统能够捕获、整合单个技术所产生的数据，并将其导入实际运营和战略决策时，这些技术才能为农业企业创造价值。本综述通过一条单一的组织路径——数据、分析、人工智能、信息系统、决策、可持续农业企业成果——批判性地审视人工智能和数据驱动的农业企业转型文献，并追问该领域的技术成就是否与系统集成和治理方面的相应进展相匹配。一项透明的叙述性检索与评价方案综合了十个主题领域的证据：农业大数据集成、预测性与规范性分析、农场管理信息系统(FMIS)、人工智能赋能的供应链分析、气候风险适应、可持续性与ESG分析、数据治理与网络安全、数字基础设施与采用、循环农业以及决策支持系统。证据表明，感知和算法能力的成熟速度快于将这些能力转化为已被采用的农业企业决策所需的组织和治理能力。在2023年以来发表的文献中，数据治理障碍而非技术障碍，已成为信息系统集成的主要制约因素。因此，研究、投资和政策关注应进一步转向数字农业的互操作性、治理和组织设计层面，而非继续主要集中于传感器精度或模型性能。",null,"Journal of Global Economics Management and Business Research","2026-09-26T00:00:00Z","论文",10,false,80,{"impact":17,"substance":18,"depth":17,"authority":19,"freshness":20,"relevant":21,"comment":22},18,22,13,9,1,"该综述指出数据治理与系统集成而非传感技术本身才是数字农业落地的关键瓶颈，观点有实质增量，但属学术综述、产业影响偏间接。",[24],{"name":10,"url":6},[26,27,28,29,30],"智慧农业","农业人工智能","农业大数据","数据治理","农业信息体系",[32,33],"农业信息体系 数据治理","农场管理信息系统 FMIS","农业信息体系数据治理-3621",0,"10.56557\u002Fjgembr\u002F2026\u002Fv18i311156",{"doi":36,"openalex_id":38,"authors":39,"venue":10,"cited_by_count":35,"oa_url":6,"card":52,"direction":58,"ingested_from":59},"W7214471201",[40,42,44,46,48,50],{"name":41,"orcid":9},"Timilehin Fawibe",{"name":43,"orcid":9},"Gbenga Samuel Ernest",{"name":45,"orcid":9},"Joshua Emmanuel",{"name":47,"orcid":9},"Simon Jacob",{"name":49,"orcid":9},"Olawale Akinleye",{"name":51,"orcid":9},"Tosin Olorunwo",{"tldr":53,"method":54,"finding":55,"direction":56,"opportunity":57},"综述指出农业数字化瓶颈已从技术转向数据治理与系统集成，呼吁研究重心转向互操作与组织设计。","采用透明叙事检索与评价协议，综合十大主题领域的AI与数据驱动农业文献。","2023年后数据治理障碍而非技术障碍，成为农业信息系统集成的主要制约。","数字乡村与农业信息化","可研究农业数据互操作标准、治理机制与组织采纳路径如何影响可持续农业商业决策。","农业遥感与作物表型","openalex","2026-09-27T23:30:46.092194Z",{"total":62,"page":21,"page_size":62,"items":63},6,[64,96,119,163,192,223],{"id":65,"title":66,"url":67,"summary":68,"summary_zh":9,"content":9,"source_name":69,"source_url":9,"published_at":70,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":71,"score_detail":72,"sources":77,"tags":79,"search_phrases":82,"slug":85,"view_count":21,"doi":9,"paper":86,"created_at":95},3326,"Research on the Application of Agricultural Big Data in Plant Growth Prediction——基于多源数据同化与混合智能（MDA-HI）框架","https:\u002F\u002Fwww.icck.org\u002Ffilebob\u002Fuploads\u002Fstorage\u002FDIA_ANrbHOHS4uBBpnVQ6.pdf","《Digital Intelligence in Agriculture》2026年第2卷第2期。Wei Yongqiang等提出Multi-source Data Assimilation and Hybrid Intelligence（MDA-HI）框架，将基于过程的作物模型与集成机器学习算法（包括基于Transformer的架构和物理信息神经网络）相结合。在2023—2025年中国多生态区主要作物（水稻、小麦、玉米、番茄）的实证验证中：MDA-HI模型实现了产量预测RMSE平均减少42.7%、关键物候期预测减少38.1%。水稻-小麦轮作系统大规模案例研究显示数据驱动处方可将氮肥使用减少22.5%、灌溉水减少18.3%，同时产量增加5.1%。","《Digital Intelligence in Agriculture》2026; 2(2):54-67","2026-09-17T00:00:00Z",85,{"impact":18,"substance":73,"depth":74,"authority":75,"freshness":62,"relevant":21,"comment":76},24,19,14,"多源数据同化与混合智能框架在四大作物上验证，减肥节水增产数据扎实，方法新颖且具产业推广价值。",[78],{"name":69,"url":67},[26,27,80,28,81],"精准施肥","作物生长预测",[83,84],"MDA-HI 多源数据同化 作物模型","水稻小麦轮作 氮肥减量 产量预测","MDA-HI多源数据同化作物模型-3326",{"doi":9,"openalex_id":9,"authors":87,"venue":9,"cited_by_count":35,"oa_url":9,"card":88,"direction":92,"ingested_from":94},[],{"tldr":89,"method":90,"finding":91,"direction":92,"opportunity":93},"提出MDA-HI框架，融合过程模型与混合智能，用于作物生长与产量预测。","多源数据同化结合Transformer与物理信息神经网络，在中国多生态区验证。","产量预测RMSE降42.7%，氮肥减22.5%、灌溉水减18.3%，产量增5.1%。","农业人工智能与决策模型","可探索轻量化MDA-HI在边缘设备部署及跨区域迁移能力，降低小农户应用门槛。","agent","2026-09-24T00:04:02.947080Z",{"id":97,"title":98,"url":99,"summary":100,"summary_zh":9,"content":101,"source_name":102,"source_url":9,"published_at":103,"category":104,"cover_url":9,"hotness":13,"is_selected":14,"score":105,"score_detail":106,"sources":109,"tags":111,"search_phrases":114,"slug":117,"view_count":35,"doi":9,"paper":9,"created_at":118},3224,"刘永红：人工智能应用时不我待，以数智科技引领四川农业农村现代化——四川农科院将建设农业大数据中心破解农业AI数据难题","https:\u002F\u002Fcbgc.scol.com.cn\u002Fnews\u002F7979522","9-19 川观新闻报道：四川省农业科学院党委书记、院长刘永红在2026天府国际种业展暨第六届\"藏粮于技\"院士专家大讲堂上接受专访。\"人工智能在农业科技创新中有两大核心落地载体和应用方向。首要载体是智能农机，能够把数字化、智能化技术真正用到田间地头。另一大核心方向是生产方式与生产技术的智能化升级，相较于通用大模型，贴合具体作物、具体产业、具体生产环节的细分小模型更适配农业生产实际。\"刘永红坦言，农业AI发展滞后于工业，核心痛点是数据分散、采集困难，省农科院已明确系统性推进路径：搭建省级农业大数据中心；以AI变革农业科研范式；设立\"青年科学家工作室\"配套专项资金扶持科研。","[![Image 1](https:\u002F\u002Fcbgccdn.thecover.cn\u002F@\u002Fimages\u002F20250922\u002F1758523866060089130.png)](https:\u002F\u002Fcbgc.scol.com.cn\u002Fmediachannel_MQ==Q)[![Image 2](https:\u002F\u002Fcbgccdn.thecover.cn\u002F@\u002Fimages\u002F20251016\u002F1760585508939077059.png)](https:\u002F\u002Fcbgc.scol.com.cn\u002Fmediachannel_NzE2z)[![Image 3](https:\u002F\u002Fcbgccdn.thecover.cn\u002F@\u002Fimages\u002F20250917\u002F1758098174766036254.png)](https:\u002F\u002Fcbgc.scol.com.cn\u002Fmediachannel_NzEwz)[![Image 4](https:\u002F\u002Fcbgccdn.thecover.cn\u002F@\u002Fimages\u002F20250917\u002F1758098174830074273.png)](https:\u002F\u002Fcbgc.scol.com.cn\u002Fmediachannel_NzA5z)[![Image 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20](https:\u002F\u002Fwapcdn.chuanbaoguancha.cn\u002Fcdn\u002Fcbgc\u002Fstatic\u002Fimg\u002Fai_reporter_avatar.png)\n全文播报\n\n该页面为预览地址，请勿公开转发。\n\n当前，人工智能正深刻重塑现代农业发展模式，成为农业科技创新的重要风口。针对人工智能在四川农业领域的应用价值、落地路径、现存短板以及省农科院相关布局成效，9月19日，四川省农业科学院党委书记、院长刘永红接受记者采访时表示，人工智能在农业领域的推广应用“等不起，也不能等”，必须加快推进，推动四川农业科研从“支撑产业”向“引领产业”转型升级。\n\n在刘永红看来，人工智能在农业科技创新中有两大核心落地载体和应用方向。首要载体是智能农机。“智能农机是人工智能算法、技术体系落地田间最好、最直接的承载平台，能够把数字化、智能化技术真正用到田间地头，是农业AI落地的基础支撑。”刘永红说。\n\n另一大核心方向是生产方式与生产技术的智能化升级。刘永红介绍，当前社会普遍关注通用大模型，但农业科研和一线应用更依赖“大模型+行业小模型”协同发力。相较于通用大模型，贴合具体作物、具体产业、具体生产环节的细分小模型，更适配农业生产实际。通过长期田间数据积累、生长过程建模、场景仿真模拟，能够智能研判田间情况，自动生成科学管理方案。\n\n据介绍，依托省级相关工作部署，省农科院已组建专家团队，在全省多个重点县域开展数字种业AI赋能试点工作。聚焦种业园区管理、灾害应急处置、田间技术配套、产量品质预判等关键环节，运用AI技术实现智能感知、快速反馈、精准施策，以数字赋能推动种业生产管理提质增效。\n\n在谈及四川农业人工智能发展的突出短板时，刘永红直指核心问题在于农业数据体系薄弱。他坦言，工业领域的人工智能应用成熟度远超农业，关键差距在数据。目前，四川农业数据呈现分散化、片段化特征，散落于各科研单位、市场主体、生产环节之间，缺乏统一汇交、整合与共享机制。同时，田间数据传感采集设备不足、采集方式传统、现代化布局滞后，导致农业可用数据量少、质量不高，无法有效支撑AI模型训练和智能决策，制约了农业人工智能落地见效。\n\n针对现存短板，省农科院已明确系统性推进路径，从数据基础、科研范式、科研基地三个维度全面发力。首先是搭建省级农业大数据中心，整合归集省农科院及全省农业科研系统的各类监测数据、试验数据、成果数据，实现数据统一管理、集中分析、高效利用，为农业人工智能研发应用筑牢基础底座。\n\n其次，是以AI变革农业科研范式。刘永红表示，传统农业科研高度依赖资深专家的经验积累，存在局限性。依托大数据中心，可整合以往科研成果、同行研究数据、各类试验数据，让科研人员能够精准摸清行业研究现状，快速找准创新发力点，实现从“经验科研”向“数字科研”转型。为适配新型科研模式，省农科院专门启动青年科学家工作室建设，专项赋能35岁以下青年科研团队，给予专项资金和平台支持，激活青年科创力量。\n\n最后，是推进科研基地现代化、智能化升级。刘永红认为，农业科研现代化必须走在农业生产现代化前面，不能出现“产业在升级、科研靠人工”的滞后局面。要全面升级科研基地设施设备，提升科研基地栽种、管护等环节的机械化、智能化水平，以现代化、智能化科研平台，保障农业科技创新先行一步。\n\n“农业现代化，关键是农业科技现代化。”刘永红表示，作为全省规模最大的省级农业科研单位，省农科院的定位不能止步于“支撑”农业农村现代化，更要主动引领农业农村现代化。下一步，该院将持续攻坚农业人工智能关键技术，补齐数据短板、迭代科研模式、升级科创平台，以数智化科技创新，持续赋能四川农业高质量发展和乡村全面振兴。\n\n记者 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| [广告业务](http:\u002F\u002Fwww.scdaily.cn\u002Fadvert.htm) | [联系我们](http:\u002F\u002Fwww.scdaily.cn\u002Fcontactus.htm)[![Image 66](https:\u002F\u002Fwapcdn.thecover.cn\u002Fcdn\u002Fcbgc\u002Fstatic\u002Fimg\u002Fa_biaoshi.gif)](http:\u002F\u002Fwww.hd315.gov.cn\u002Fbeian\u002Fview.asp?bianhao=031202001042600006)\n四川日报社版权所有 未经书面授权 不得复制或建立镜像  \n Copyright ©2011-2019 SICHUAN DAILY All rights reserved.  \n 四川日报报业集团 四川日报网[蜀ICP备12028253号-2](http:\u002F\u002Fwww.miibeian.gov.cn\u002F)\n互联网新闻信息服务许可证：51120170001\n[川观新闻跟帖评论自律管理承诺书](https:\u002F\u002Fcbgc.scol.com.cn\u002Fnews\u002F279795)\n\n*   [![Image 67](https:\u002F\u002Fwww.scol.com.cn\u002Fmainpic\u002Fjbzx_cn.jpg)](http:\u002F\u002Fwww.12377.cn\u002F)[![Image 68](https:\u002F\u002Fwww.scol.com.cn\u002Fmainpic\u002Fjbzx_12377.jpg)](http:\u002F\u002Fwww.12377.cn\u002F)[![Image 69](https:\u002F\u002Fwww.scol.com.cn\u002Fmainpic\u002Fjbzx_sc.jpg)](http:\u002F\u002Fwww.scjb.gov.cn\u002F)\n\n![Image 70](https:\u002F\u002Fcbgc.scol.com.cn\u002Fnews\u002F7979522)\n\n![Image 71](https:\u002F\u002Fwapcdn.thecover.cn\u002Fcdn\u002Fcbgc\u002Fstatic\u002Fimg\u002F20lc_r1_c1.png)\n\n温馨提示\n\n打开川观新闻客户端听全文\n\n关闭\n\n打开\n\n温馨提示\n\n是否在川观新闻客户端中打开这篇文章\n\n取消\n\n打开\n\n温馨提示\n\n还想查看更多评论请在客户端中查看\n\n取消\n\n打开","川观新闻","2026-09-19T00:00:00Z","报道",60,{"impact":17,"substance":75,"depth":107,"authority":13,"freshness":62,"relevant":21,"comment":108},12,"省级科研机构布局农业AI与大数据中心的报道，方向明确但以表态和规划为主，缺少具体数据与实施细节，时效性一般。",[110],{"name":102,"url":99},[112,26,113,27,28],"数字乡村","四川",[115,116],"四川农科院 农业大数据中心","刘永红 农业人工智能","四川农科院农业大数据中心-3224","2026-09-23T00:04:29.881810Z",{"id":120,"title":121,"url":122,"summary":123,"summary_zh":124,"content":9,"source_name":125,"source_url":122,"published_at":126,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":127,"score_detail":128,"sources":131,"tags":133,"search_phrases":137,"slug":140,"view_count":21,"doi":141,"paper":142,"created_at":162},2292,"A governance-first framework integrates artificial intelligence and blockchain to advance sustainable and inclusive horticultural value chains","https:\u002F\u002Fdoi.org\u002F10.3389\u002Ffsufs.2026.1894057","Horticultural value chains face persistent agronomic challenges including production inefficiencies, postharvest losses, poor resource management, and limited supply-chain transparency, particularly in smallholder-dominated systems across the Global South. These constraints undermine agricultural productivity, market access, and the long-term sustainability of horticultural farming. Despite growing research interest in digital agriculture, artificial intelligence (AI) and blockchain technology are increasingly explored together, including in emerging integrated AI-blockchain-IoT architectures for agricultural traceability. However, these existing integrations remain predominantly technology-centric, prioritizing traceability, automation, and data verification, without an explicit governance, equity, or data-sovereignty architecture designed specifically for smallholder-dominated horticultural production and distribution systems. This study proposes a comprehensive conceptual framework that integrates AI’s predictive and decision-support capabilities with blockchain’s data integrity, traceability, and automation features to enhance sustainability, inclusivity, and governance in horticultural value chains. Drawing on an integrative review of peer-reviewed sources identified through Scopus, Web of Science, IEEE Xplore, ScienceDirect, and Google Scholar, and grounded in the Technology-Organisation-Environment (TOE) framework, Sociotechnical Systems Theory, and Sustainable Digital Transformation Theory, the study addresses the agronomic, governance, and equity dimensions of digital transformation in horticulture. The framework is structured around five interlinked operational layers, data collection, AI-driven analytics and decision-making, blockchain validation and traceability, smart contracts and decision support, and user interface and stakeholder feedback, all operating within a governance architecture and ethical design layer that functions as a structural precondition for the framework rather than a downstream feature. This governing layer embeds algorithmic transparency, data sovereignty through community-governed data cooperatives, and inclusive digital access for smallholder farmers as non-negotiable design principles. The framework explicitly aligns with Sustainable Development Goals 2, 9, 10, 12, 13, and 16, and includes a three-phase empirical validation pathway comprising expert Delphi elicitation, simulation modeling, and pilot implementation in horticultural cooperatives. The integration of AI and blockchain within an institutionally governed, equity-oriented architecture represents a paradigm shift from technology-first to governance-first digital transformation in horticulture, providing a theoretically robust and practically actionable foundation for future research, systems design, and policy development, with direct application to resource-constrained smallholder systems in sub-Saharan Africa and comparable Global South contexts.","园艺价值链面临持续存在的农艺挑战，包括生产效率低下、采后损失、资源管理不善以及供应链透明度有限，在全球南方以小农为主的体系中尤为突出。这些制约因素削弱了农业生产力、市场准入以及园艺种植的长期可持续性。尽管数字农业的研究兴趣日益增长，人工智能（AI）与区块链技术正越来越多地被共同探索，包括用于农业溯源的新兴AI-区块链-物联网集成架构。然而，现有这些集成仍以技术为中心，优先考虑溯源、自动化和数据验证，缺乏专门针对以小农为主的园艺生产和分销体系而设计的明确的治理、公平或数据主权架构。本研究提出一个综合性概念框架，将AI的预测与决策支持能力与区块链的数据完整性、溯源性和自动化特征相结合，以增强园艺价值链的可持续性、包容性和治理水平。基于对通过Scopus、Web of Science、IEEE Xplore、ScienceDirect和Google Scholar识别的同行评审文献的整合性综述，并以技术-组织-环境（TOE）框架、社会技术系统理论和可持续数字化转型理论为基础，本研究探讨了园艺数字转型中的农艺、治理和公平维度。该框架围绕五个相互关联的操作层构建：数据采集、AI驱动的分析与决策、区块链验证与溯源、智能合约与决策支持，以及用户界面与利益相关者反馈，所有这些都在治理架构与伦理设计层内运作，该层作为框架的结构性前提而非下游功能发挥作用。这一治理层将算法透明度、通过社区治理的数据合作社实现的数据主权，以及小农的包容性数字接入作为不可协商的设计原则。该框架明确与可持续发展目标2、9、10、12、13和16相一致，并包含一个三阶段实证验证路径，包括专家德尔菲征询、仿真建模以及在","Frontiers in Sustainable Food Systems","2026-09-11T00:00:00Z",78,{"impact":17,"substance":18,"depth":17,"authority":19,"freshness":129,"relevant":21,"comment":130},7,"该研究提出治理优先的AI-区块链融合框架，聚焦小农园艺价值链的可持续与包容性，方法新颖、理论扎实，对数字农业政策设计有参考价值，但属概念框架尚未实证，时效性一般。",[132],{"name":125,"url":122},[26,27,29,134,135,136],"小农户","农业区块链","园艺价值链",[138,139],"农业人工智能 农业区块链 园艺价值链 数据治理","农业人工智能 农业区块链","农业人工智能农业区块链园艺价值链数据治理-2292","10.3389\u002Ffsufs.2026.1894057",{"doi":141,"openalex_id":143,"authors":144,"venue":125,"cited_by_count":35,"oa_url":122,"card":156,"direction":161,"ingested_from":59},"W7212272522",[145,147,150,153],{"name":146,"orcid":9},"Olaoluwa Olarewaju",{"name":148,"orcid":149},"Tobi Fadiji","https:\u002F\u002Forcid.org\u002F0000-0001-5525-4495",{"name":151,"orcid":152},"Olaniyi Amos Fawole","https:\u002F\u002Forcid.org\u002F0000-0001-5591-4633",{"name":154,"orcid":155},"Lembe Samukelo Magwaza","https:\u002F\u002Forcid.org\u002F0000-0001-9809-2254",{"tldr":157,"method":158,"finding":159,"direction":56,"opportunity":160},"提出治理优先框架，整合AI与区块链提升园艺价值链可持续性与包容性。","整合性文献综述，基于TOE、社会技术系统与可持续数字化转型理论。","治理架构应作为结构性前提，嵌入算法透明、数据主权与包容性数字接入。","可实证检验社区数据合作社与治理层对小型农户采纳和公平收益的影响。","智慧农业 \u002F 农业物联网","2026-09-13T23:30:07.102172Z",{"id":164,"title":165,"url":166,"summary":167,"summary_zh":9,"content":9,"source_name":168,"source_url":9,"published_at":169,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":170,"score_detail":171,"sources":174,"tags":176,"search_phrases":180,"slug":183,"view_count":35,"doi":9,"paper":184,"created_at":191},2108,"《AI in Agriculture: Transforming the Food System from Data to Decisions to Action》 美国密西西比州立CAST论文","https:\u002F\u002Fpublications.cast-science.org\u002FCAST\u002Fen\u002Farticle\u002Fview\u002F245","密西西比州立大学农业自主研究所所长Thomasson发表CAST评论,系统论述AI正成为美国食物系统的基础技术,深度嵌入田间装备、生产系统、食物加工、供应链与自然资源管理。引入\"物理AI\"概念——能在生物变异性与环境不确定性下感知、推理、行动的AI系统,农业是其最严苛的试验场。生成式AI被视为让先进分析民主化的力量。约束AI负责任采用的核心不是技术,而是制度——数据质量、田间验证、推荐透明度、网络安全与互操作性。","Council for Agricultural Science and Technology (CAST)","2026-09-08T00:00:00Z",86,{"impact":73,"substance":18,"depth":17,"authority":75,"freshness":172,"relevant":21,"comment":173},8,"CAST权威评论系统提出物理AI概念并指出制度而非技术是负责任采用的核心约束，观点新颖、信息增量大，值得进入每日精选。",[175],{"name":168,"url":166},[26,27,29,177,178,179],"食物系统","物理AI","生成式AI",[181,182],"农业人工智能 数据治理 智慧农业 食物系统","农业人工智能 数据治理","农业人工智能数据治理智慧农业食物系统-2108",{"doi":9,"openalex_id":9,"authors":185,"venue":9,"cited_by_count":35,"oa_url":9,"card":186,"direction":92,"ingested_from":94},[],{"tldr":187,"method":188,"finding":189,"direction":92,"opportunity":190},"系统论述AI正成为美国食物系统基础技术，提出物理AI概念并强调制度约束。","CAST评论文章，基于田间装备、供应链等应用场景的系统分析。","约束AI负责任采用的核心是制度而非技术，如数据质量与互操作性。","物理AI在生物变异与环境不确定性下的感知推理行动机制，及制度适配研究。","2026-09-11T00:04:22.740798Z",{"id":193,"title":194,"url":195,"summary":196,"summary_zh":9,"content":9,"source_name":197,"source_url":9,"published_at":198,"category":12,"cover_url":9,"hotness":13,"is_selected":199,"score":200,"score_detail":201,"sources":205,"tags":207,"search_phrases":211,"slug":214,"view_count":35,"doi":9,"paper":215,"created_at":222},3653,"面向智慧农业的自主农业机械——观测、异质性与智能基础设施的集成框架","https:\u002F\u002Fwww.jstage.jst.go.jp\u002Fbrowse\u002Frdj\u002F5\u002F0\u002F_contents\u002F-char\u002Fja","由Hongjin Li、Chunjiang Gao等在Resources Data Journal 2026年第5卷发表的综述文章。面向Agriculture 4.0过渡，针对自主农业机械这一核心议题提出'观测-异质性-基础设施'三位一体的集成框架。系统综述了自主农业机械的技术基础、应用领域、性能优势与采纳约束，并围绕多模态感知、AI驱动决策、自主导航与控制、精准执行、多机协同的耦合展开分析，特别关注环境不确定性、实时决策、互操作性与系统级可扩展性的挑战。研究识别出从孤立任务自动化向数据驱动、适应性、网络化农业自主性的渐进转型，并强调单一组件的改进若无配套计算、通信、机械与制度基础设施支撑，未必带来系统级性能提升。","Resources Data Journal 2026 vol.5 p.576-596 (Hongjin Li, Chunjiang Gao)","2026-09-18T00:00:00Z",true,74,{"impact":17,"substance":202,"depth":203,"authority":19,"freshness":62,"relevant":21,"comment":204},20,17,"核心期刊综述提出观测-异质性-基础设施三位一体框架，对自主农机系统级落地有参考价值，但属学术综述、时效一般，适合主题聚合而非每日精选头条。",[206],{"name":197,"url":195},[26,27,208,209,210],"多模态感知","自主农机","Agriculture 4.0",[212,213],"自主农业机械 集成框架","Resources Data Journal 智慧农业","自主农业机械集成框架-3653",{"doi":9,"openalex_id":9,"authors":216,"venue":9,"cited_by_count":35,"oa_url":9,"card":217,"direction":161,"ingested_from":94},[],{"tldr":218,"method":219,"finding":220,"direction":161,"opportunity":221},"综述自主农业机械，提出观测-异质性-基础设施三位一体集成框架。","文献综述，围绕多模态感知、AI决策、自主导航与多机协同分析。","单组件改进若无计算、通信与制度基础设施配套，难带来系统级性能提升。","可研究异构农机互操作协议与边缘计算协同，量化基础设施配套对系统级性能的增益。","2026-09-28T00:03:02.555619Z",{"id":224,"title":225,"url":226,"summary":227,"summary_zh":9,"content":9,"source_name":228,"source_url":9,"published_at":229,"category":12,"cover_url":9,"hotness":13,"is_selected":199,"score":230,"score_detail":231,"sources":233,"tags":235,"search_phrases":239,"slug":242,"view_count":35,"doi":9,"paper":243,"created_at":251},3652,"[预印本] 智慧农业平台AI模块的边际绿色贡献模拟——两项蒙特卡洛实验证据","https:\u002F\u002Farxiv.org\u002Fhtml\u002F2609.06740v1","在前期平台级评估基础上，本研究将组件显性化并设计两项受控模拟实验。实验1沿'AI能力→农户行为→农化投入减少'链路建模，将农药\u002F化肥减量建模为可避免盲施份额、处方有效性、决策触达覆盖率与采纳率的乘积；对比经验推广模式与AI模式：AI模式下达成农药减量20%的概率从推广模式下的接近0上升至基线20.7%，并在诊断精度0.95、采纳率0.85下最高达49%；化肥减量15%的概率从接近0升至52.0%。实验2对比现行做法（P0）、IoT工程改造（P1）及P1+AI灌溉调度（P2）：灌溉水节水由7.8%（P0）升至11.0%（P1）与16.0%（P2），AI在工程之外再增加5.0个百分点；稻田CH4在AI调度下减幅达30.5%，碳强度降低27.9%。","arXiv 2609.06740v1 (2026-09)","2026-09-15T00:00:00Z",75,{"impact":17,"substance":18,"depth":17,"authority":20,"freshness":172,"relevant":21,"comment":232},"预印本以两项蒙特卡洛模拟量化AI模块在农化减量与稻田减排上的边际绿色贡献，方法新颖、数据具体，但尚未经同行评审，属细分领域前沿进展。",[234],{"name":228,"url":226},[26,27,236,237,238],"精准灌溉","稻田甲烷","化肥农药减量",[240,241],"AI灌溉调度 稻田甲烷 节水","智慧农业 农药化肥减量 蒙特卡洛","AI灌溉调度稻田甲烷节水-3652",{"doi":9,"openalex_id":9,"authors":244,"venue":9,"cited_by_count":35,"oa_url":9,"card":245,"direction":249,"ingested_from":94},[],{"tldr":246,"method":247,"finding":248,"direction":249,"opportunity":250},"通过两项蒙特卡洛实验模拟智慧农业平台AI模块对农药化肥减量和灌溉节水减碳的边际绿色贡献。","蒙特卡洛模拟，构建AI能力到农户行为再到农化投入减少的链路模型，对比经验推广与A","AI模式使农药减量20%概率从近0升至20.7%-49%，化肥减量15%概率升至52%，灌溉节水额外","农业绿色发展与碳","可进一步实证检验AI诊断精度与农户采纳率对减量减碳效果的交互影响及区域异质性。","2026-09-28T00:03:02.391014Z"]