第四届数字农业学术研讨会在郑州召开——空天院等主办聚焦"天空地一体化"农情监测
由中国科学院空天信息创新研究院、数字农业专业委员会主办的第四届数字农业学术研讨会在郑州召开。空天院吴炳方研究员强调数字农业需实现"高分辨率化、平台化、终端化"三个转化；西北农林科技大学副校长张宏鸣建议全球水蚀评价与FAO/GSP等国际组织协同；北京师范大学潘耀忠教授剖析大尺度遥感作物制图工程化瓶颈。8月7-9日举办首届农情遥感技术培训班以CropWatch云平台开展实战教学。
遥感与农情监测
卫星与无人机遥感、长势监测与产量估测
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SMFS-RF: a knowledge-guided machine-learning method for crop phenology extraction from fine-resolution vegetation index data
SMFS-RF: a knowledge-guided machine-learning method for crop phenology extraction from fine-resolution vegetation index data。Remote Sensing of Environment
Land Cover Classification using Hyperspectral Imagery: A Deep Learning Approach
利用高光谱影像和深度学习模型对印度两地区进行土地覆盖分类，比较CNN、ResNet-18和VGG-1
Remote Sensing and GIS-Based Spatial Planning of Soil and Water Conservation Measures in a Semi-Arid Watershed Maliwadgaon of Maharashtra, India
利用遥感和GIS对半干旱流域进行水土保持措施的空间规划与选址。
Urbanization induced LULC transformation, its effects on land surface temperature and spectral index responses in Adama city, Ethiopia
利用Landsat影像分析埃塞俄比亚Adama市城市化引起的土地利用变化及其对地表温度和光谱指数的影
Lightweight Near-Infrared Spectral Reconstruction from Red UAV Imagery Using Artificial Intelligence for Low-Cost Remote Sensing
用仅含609个参数的MLP从UAV红光波段重建近红外波段，低成本替代多光谱相机。
Direct estimation of wildfire emissions at high latitudes from combined polar orbiter FRP and Sentinel-5P CO data
提出基于卫星观测的高纬度火灾排放估算方法HLFREM，直接关联辐射能与CO排放。
VGG21 Deep Learning + Drone Multispectral Imagery Detects Wheat Waterlogging Stress and Silicon Fertilizer Effects
用无人机多光谱和VGG21深度学习检测小麦涝害并评估硅肥效果。
DMP-UNet: a multimodal fusion network for high-precision nitrogen status monitoring in wheat from UAV multispectral images
提出多模态融合网络DMP-UNet，利用无人机多光谱图像高精度监测小麦氮素水平。
A Biome-Specific Light Use Efficiency Model for Spatiotemporal Dynamics of GPP Across Europe Using PROBA-V and Sentinel-3 FAPAR
利用PROBA-V和Sentinel-3的FAPAR数据，开发了欧洲生物群系特异的LUE模型EU-G
Advanced Remote Sensing and AI Techniques in Agriculture and Forestry
综述遥感和AI在农林领域的先进技术及其应用。
Continual Learning Model Evaluation for Hyperspectral-Based Tomato Bacterial Spot Detection in Greenhouse
评估持续学习框架用于温室高光谱番茄细菌性斑点病冠层检测。
Hydrological impacts of land use and land cover change on the width of Bua River, Nkhotakota district, Malawi
利用遥感和GIS分析马拉维Bua河流域土地利用变化对河宽的影响，发现人类活动导致河宽增加。
Full-season wheat phenotyping using UAV-based multi-source remote sensing: dynamic time-series modeling and high-throughput trait extraction
利用无人机多源遥感进行全季节小麦表型分析，通过动态时间序列建模提取高通量性状。
Remote Sensing Change Detection using ArcGIS: A Comparative Study Of Methods Applied to Urban Expansion in Baghdad City
比较三种遥感变化检测方法在ArcGIS中监测巴格达城市扩张的应用。
An Improved Transformer-KAN Model for Soybean Mapping Based on Multi-Temporal Remote Sensing Data
提出改进的Transformer-KAN模型，基于多时相遥感数据实现高精度、可迁移的大豆种植区制图。
A dictionary-based method for crop yield prediction using satellite remote sensing data
提出基于HYDRA字典方法的机器学习框架，结合物候特征预测玉米产量。
Quantifying Urban Expansion and Its Association with Agricultural Land Loss in Busasamana Sector, Nyanza District, Rwanda (2010–2024): A GIS and Remote Sensing Assessment
利用GIS和遥感量化卢旺达2010-2024年城市扩张及其与农业用地流失的关系。
Hyperspectral Imaging for Disease Detection in Wheat Crops: A Comprehensive Survey
综述高光谱成像在小麦病害检测中的应用，涵盖方法、挑战与未来方向。
Physiological and Spectral Responses of Centella asiatica (L.) to Drought Stress: Implications for Growth, Yield, Stress Monitoring, and Modeling
研究干旱胁迫对积雪草生长、生理和光谱响应的影响，并建立预测模型。