MDPI Remote Sensing 18(18):3107 MODIS NDVI与机器学习作物产量预测比较研究
基于印度州级MODIS NDVI与机器学习比较作物产量预测，随机森林优于梯度提升。
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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《基于遥感的农作物产量估算综述:机器学习技术及环境、算法和硬件限制》
系统综述遥感估产方法，分类传感器、平台、建模与机器学习，指出深度学习性能最优。
Multi-grained image-text retrieval in farmland remote sensing via multimodal large language models
提出农田遥感图文跨模态检索任务，构建数据集并提出FarmMGR框架实现语言驱动检索。
Plastic Greenhouse Extraction Based on Index-Guided Three-Stage Large-Factor Remote Sensing Image Super-Resolution Reconstruction
提出APGI引导的三阶段12倍超分框架，从Sentinel-2影像重建塑料大棚结构并提升提取精度。
Gazi Üniversitesi Fen Bilimleri Dergisi Part C Tasarım ve Teknoloji·9月10日 · 周四66 分 论文农业AI与大模型农业遥感与作物表型阅读 3
A Hybrid Transfer Learning Framework for Seasonal Classification of Satellite Images
提出混合迁移学习框架，用预训练模型提取特征并结合机器学习分类器实现卫星图像季节分类。
Estimating field-scale net ecosystem exchange by coupling high-resolution remote sensing with a crop carbon model
Estimating field-scale net ecosystem exchange by coupling high-resolution remote sensing with a crop carbon model。Agricultural and Forest Meteorology
An Optimized Temporal Attention-based Deep Learning Framwork for Accurate Crop Yield Prediction from Multi-source Agricultural Data
提出TA-ABC-Bi-LSTM模型，用多源农业数据精准预测水稻产量。
Remote sensing, fairness and institutional capacity in European agricultural governance
Remote sensing, fairness and institutional capacity in European agricultural governance。Nature Food
A source-side trait-mediated framework for dynamic maize yield prediction using UAV multispectral imagery
提出基于无人机多光谱的源端性状中介框架，实现玉米动态产量预测。
Machine Learning-Based Prediction of Fall Armyworm (Spodoptera frugiperda) Outbreaks in Maize Production Systems of Northern Nigeria Using Climate and Remote Sensing Data
用气候与遥感数据构建机器学习模型预测尼日利亚北部玉米草地贪夜蛾暴发。
Federation Cannot Replace Stewardship: Governing the Calibration Chain in Continental-Scale Observation Networks
论文主张联邦架构无法替代有明确责任人的校准监管，强调校准链治理是大陆尺度观测网络的基础。
Land suitability assessment for irrigated lentil cultivation in Southwest Shewa Zone, Ethiopia using remote sensing, GIS, and the analytic hierarchy process
用遥感、GIS与AHP评估埃塞俄比亚西南绍阿区灌溉扁豆种植土地适宜性并制图。
Identifying the influencing factors of lake surface greenhouse gas concentrations using sentinel-2 remote sensing and machine learning: A case study of bird Island, Qinghai Lake
利用Sentinel-2遥感与机器学习识别青海湖鸟岛湖面温室气体浓度的影响因素。
Accelerated Computation of Vegetation Indices on Heterogeneous Platforms Using OpenMP, CUDA, and OpenCL for Sustainable Agricultural Monitoring
评估异构平台加速NDVI和NDWI计算，实现可持续农业监测。
International Journal for Research in Applied Science and Engineering Technology·9月8日 · 周二0 分 论文GIS与空间分析农业遥感与作物表型阅读 2
Assessment of Land Use and Land Cover Changes in Jalna City Using Remote Sensing and GIS
利用遥感和GIS分析印度Jalna市2000-2026年土地利用/覆盖变化，揭示城市化扩张趋势。
An Interpretable BO-TCBDA Deep Learning Framework for Winter Wheat Yield Estimation Using Multi-Source Remote Sensing Data
提出BO-TCBDA深度学习框架，融合多源遥感数据估算冬小麦产量，兼具高精度与可解释性。
Estimation of Soil Total Nitrogen in Hemerocallis citrina Across Multiple Phenological Stages Using Partitioned Feature Bands
研究利用多传感器模拟光谱和三维指数，结合GA-BPNN，分物候期估算黄花菜土壤全氮，提高精度。
Improving Maize Yield Estimation Accuracy by Integrating Satellite Remote Sensing Data and the WOFOST Model Through Data Assimilation
通过数据同化整合卫星遥感与WOFOST模型，提高夏玉米产量估算精度。
Continuous monitoring of deficit irrigation in avocado across two contrasting rainfall years using sensor networks, telemetry, and machine learning
通过传感器、遥感和机器学习连续监测两年不同降雨下鳄梨的亏缺灌溉响应。
从人跑眼看到卫星巡田——山东省农科院构建天空地一体化遥感数据采集处理体系
山东省农业科学院农业信息与经济研究所构建起一套天空地一体化的遥感数据采集处理体系。目标是实现县域2米、5天和省域10米、7天的高频立体监测；2024年开始耗时2年与中国科学院空天信息创新研究院、中国农业科学院等团队合作研发了一款面向县域的大型无人机。