SAMWater: a prompt-guided multimodal framework for transferable water mapping with the segment anything model
提出SAMWater，用提示引导多模态基础模型实现可迁移地表水制图。
农业AI与大模型
人工智能算法、大模型与决策支持系统
技术筛选
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Deep learning–based computer vision for rapid and accurate quantitative field assessment of powdery mildew severity: model comparison, validation, and agreement with human raters
开发并验证基于深度学习的计算机视觉流程，用手机图像快速定量评估豌豆白粉病严重度。
International Journal of Mechanical Engineering Research and Technology·10月8日 · 周四47 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 1
AI-BASED ENERGY EFFICIENT COMMUNICATION IN IOT SYSTEM
综述AI自适应发射功率控制提升IoT通信能效，面向智慧农业等场景。
International Journal of Mechanical Engineering Research and Technology·10月8日 · 周四61 分 论文肥料与水肥一体化智慧农业 / 农业物联网阅读 0
SMART FERTILIZER DISTRIBUTION SYSTEM: A COMPREHENSIVE REVIEW
综述智能施肥系统的技术、控制与通信方法，并指出研究空白与未来方向。
IoT-Based Automatic Cotton Leaf Disease Detection, Infection Percentage Estimation, and Treatment Recommendation Using Raspberry PI
基于树莓派与物联网，实现棉花叶病自动检测、感染率估算与防治推荐。
Energy-Efficient Smart Agriculture Management Framework Using IoT and Ensemble Machine Learning for Intelligent Crop Health Monitoring and Resource Optimization
用IoT传感器数据与集成机器学习实现作物健康分类与资源优化。
Agriculture and Farmer Digital Assistant: An AI-Based Digital Decision Support Platform for Smart Farming
开发了基于AI的农业数字决策支持平台AFDA，为农民提供作物推荐和农事指导。
Artificial Intelligence, Foundation Models, and Digital Twins for Climate-Resilient Agriculture: A Review
综述AI、基础模型与数字孪生如何支撑气候韧性农业，并指出关键挑战与未来方向。
[预印本]面向自主熟果采摘的智能语音引导UAV系统:基于视觉分类与自适应路径规划(IVG-UAV: An Intelligent Voice-Guided UAV System for Autonomous Ripe Fruit Harvesting with Vision-Based Classification and Adaptive Path Planning)
提出IVG-UAV系统，用语音、视觉与路径规划实现仿真中自主采摘熟果。
Topographic gradients shape territorial-space evolution and their nonlinear drivers in a karst mountain region of Southwest China
分析桂西北喀斯特山区1980-2020年国土空间演变的地形梯度效应与非线性驱动机制。
A review of remote sensing for agricultural drought: technologies, indices, modelling advances and future prospects
系统综述2015-2025年遥感农业干旱监测与预测的传感器、指数、建模及验证进展。
Zenodo (CERN European Organization for Nuclear Research)·10月9日 · 周五81 分 论文农业AI与大模型智慧农业 / 农业物联网2 个信源同时报道 阅读 1
APPLICATION OF ARTIFICIAL INTELLIGENCE AND AUTOMATION TECHNOLOGIES IN MODERN AGRICULTURAL MACHINERY
系统综述AI与自动化技术在现代农机中的应用现状、效益与障碍。
SMART GREENHOUSE MEASUREMENT AND MONITORING SYSTEM BASED ON IOT AND COMPUTER VISION
集成物联网与计算机视觉的智能温室系统，实现非破坏性植物生长监测与远程管控。
An embedded deep learning–fuzzy logic framework for intelligent and automated irrigation in smart farming
提出IrrigaDL-FL低成本物联网智能灌溉框架，融合深度学习与模糊逻辑优化路由和灌溉决策。
Frontiers in Sustainable Food Systems 2026 年 10 月 06 日 Volume 10 Sec. Climate-Smart Food Systems (Accepted)·10月6日 · 周二精选85 分 论文农业AI与大模型农业人工智能与决策模型阅读 0
Artificial Intelligence and Sustainable Consumption Efficiency in Chinese Agriculture: Evidence from SDG 12（人工智能与中国农业可持续消费效率：来自可持续发展目标12的证据）
实证检验AI对中国农业可持续消费效率的影响及传导路径。
Socio‐Economic Impact of Sustainable Development of Water Resources in the Semi‐Arid Regions of Village Raleras, Maharashtra: A Case Study Using Machine Learning Techniques
用机器学习评估印度半干旱村庄水资源可持续开发对农村生计的社会经济影响。
Explainable machine learning for spatial modelling of groundwater nitrate contamination: a multi-year analysis in the Duero basin
用可解释机器学习预测西班牙杜埃罗盆地地下水硝酸盐超标概率并绘制多年风险图。
Knowledge Distillation for Hybrid CNN–Vision Transformer Architectures: A Systematic Review
系统综述2015-2026年混合CNN-ViT架构的知识蒸馏方法，按迁移方向、知识类型和应用领域分类
Application of Deep Learning Techniques for Vineyard Mapping and Characterization Using Multispectral UAV Imagery: A Case Study from Northern Greece
用多光谱无人机影像和深度学习实现葡萄园制图与冠层特征提取。
Integrating UAV-Based Remote Sensing and Deep Learning for Early Detection of Bacterial Leaf Blight in Rice
Integrating UAV-Based Remote Sensing and Deep Learning for Early Detection of Bacterial Leaf Blight in Rice。Research Square