浙江省农业科学院农业人工智能创新中心算力服务平台建设（二期）项目中标公告——浙江移动数智科技中标，总金额398.6万元
浙江省政府采购中心9月25日发布浙江省农业科学院农业人工智能创新中心算力服务平台建设（二期）项目中标公告，浙江移动数智科技有限公司以398.6万元中标，评审总得分85.1。评审专家包括龚建新、孙才俊（第1标项采购人代表）、高夫迅、岳丹、智庆芳。采购单位浙江省农业科学院位于杭州市石桥路198号。
数字农业与前沿技术
浏览数字农业与前沿技术相关政策、产业动态与研究。
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Efficient and explainable attention-based multitask learning for fruit type, ripeness, and disease classification
提出轻量多任务模型，同时分类水果种类、成熟度和病害，并具可解释性。
An Automata-Driven Cognitive Explainable Artificial Intelligence Framework for Climate-Adaptive Precision Agriculture and Environmental Sustainability
An Automata-Driven Cognitive Explainable Artificial Intelligence Framework for Climate-Adaptive Precision Agriculture and Environmental Sustainability。Cureus Journal of Computer Science.
Asymmetric Vegetation Responses to Flood Exposure in the Chi River Basin: A Multi-Temporal Remote Sensing and Machine Learning Investigation
利用多时相遥感和机器学习揭示泰国湄公河支流流域植被对洪水的非对称响应。
Artificial Intelligence-Based Innovations for Environmental Management in Uganda: A Scoping Review of Current Innovations
综述乌干达环境管理中AI应用现状，发现应用集中于遥感与森林监测，整体零散且受基础设施制约。
Cybersecurity and Privacy in AI-Enabled Agricultural IoT Ecosystems: A Systematic Review of Threats, Safeguards, and Resilience Gaps
系统综述2015-2025年农业物联网的网络安全、隐私威胁与防护措施及证据缺口。
Multi-scale attention-based feature learning for jujube fruit bruise detection and variety classification
提出MSA-TNet深度学习框架，实现红枣碰伤检测与品种分类。
A hybrid PCA and 1D-CNN approach with regional priors for accurate agricultural monitoring: a case study with EuroCropsML
A hybrid PCA and 1D-CNN approach with regional priors for accurate agricultural monitoring: a case study with EuroCropsML。Precision Agriculture
A Resource-Efficient Hybrid CNN-LSTM Network for Image-Based Bean Leaf Disease Classification
提出轻量级CNN-LSTM混合网络，用于豆叶病害分类，兼顾高精度与低资源占用。
AI-Driven Agricultural Advisory and Diagnostic Systems for Smallholder Farming: Technical Architectures, Evidence and Deployment Priorities for North-East India
综述AI农业咨询与诊断系统，聚焦印度东北小农，提出人监督多模态部署架构。
WaterFormer-MS: A multi-stream deep learning framework for surface water segmentation from satellite imagery
提出多流深度学习框架WaterFormer-MS，从Sentinel-2影像中精准分割地表水体。
Adversarial Patch and Camouflage Attacks on Aerial Object Detection: A Geometry-Aware Review
综述无人机与遥感目标检测中的对抗补丁与伪装攻击及防御，并提出几何感知分类体系。
Journal of Geography Environment and Earth Science International·9月24日 · 周四66 分 论文GIS与空间分析农业遥感与作物表型阅读 5
Remote Sensing and GIS in Modern Drought Assessment: Bridging Conventional Methods and Emerging Technologies
综述了从传统干旱指数到遥感、GIS及AI集成的现代干旱评估方法演进。
RootQuantV2: Adapting a Vision Foundation Model for Root-Trait Regression from Minirhizotron Imagery
用冻结DINOv3 ViT微调回归，从微根管图像直接预测根系长度和面积。
Zenodo (CERN European Organization for Nuclear Research)·9月24日 · 周四77 分 论文物联网传感与边缘计算智慧农业 / 农业物联网2 个信源同时报道 阅读 5
Digital Transformation and the Reconfiguration of Farming Systems: Understanding How Tech-nological Adoption and Institutional Conditions Shape Sustainable and Inclusive Agriculture
综述数字农业转型，分析技术采纳与制度条件如何共同塑造可持续包容性农业。
Closed-loop artificial intelligence agents for animal epidemic prediction and decision support in livestock farming: a review
综述闭环AI智能体用于畜禽疫病预测与决策支持，提出感知-决策-反馈架构。
Cross-sensor urban land-cover characterization using hyperspectral and multispectral satellite imagery
用统一框架对比Landsat、Sentinel-2与PRISMA在城市土地覆盖分类中的表现。
A secure federated learning framework with blockchain-based authentication for anomaly detection in cooperative smart farming
提出融合联邦迁移学习与区块链认证的异常检测框架，保障协作智慧农业数据隐私与安全。
AI-generated advice as a reinforcement layer in climate-smart agriculture
随机试验检验AI生成建议能否缩小农户覆盖作物种植的意图-行动差距。
ARTIFICIAL INTELLIGENCE FOR AGRICULTURE: A SYSTEMATIC REVIEW OF FARMERS' PERCEPTIONS, ACCEPTANCE, ADOPTION AND BARRIERS
系统综述农民对农业AI的感知、接受度、采纳意愿及障碍。