[预印本] Crop Yield Prediction Using Regression Models: A Comparative Evaluation of Model Performance
在百万级观测数据上比较五种回归模型的作物产量预测性能。
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MACHINE LEARNING DRIVEN CROP YIELD PREDICTION AND AGRICULTURE DECISION SUPPORT SYSTEM USING HISTORICAL WEATHER, SOIL AND SATELLITE DATA FOR INDIAN FARMERS
构建县级多源数据融合的作物产量预测与决策支持系统，服务印度农民。
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Nonlinear Mathematical Modeling of Crop Growth and Biomass Accumulation for Accurate Yield Prediction in Smallholder Farming Systems
综述非线性作物生长与生物量模型，提出适配小农系统的产量预测框架。
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Calibration-Shift Inference for Computer Vision Agriculture Yield Models Under Retrofit Sensor Replacement: An Artificial Intelligence Post-Deployment Recalibration Guarantee
提出改造传感器替换后视觉产量模型校准漂移的检测与置信区间保证方法。
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Evaluation of Counterfactual Explanation Robustness for Computer Vision Agriculture Yield-Forecast Models Under Satellite Cloud-Mask Gaps: An Interpretability Reliability Bound for Cooperative Storage Decisions
推导卫星云掩膜缺口下反事实解释可靠性的理论界，并评估其对合作社储粮决策的影响。
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Growth Stage and Cultivar Influence the Interpretation of UAV-Derived NDVI for Potato Yield Assessment
研究不同品种和生育期下无人机NDVI与马铃薯产量的关系差异。
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Rice Yield Prediction Using Multi-Modal Regression Learning with Optimized Ensemble Models
构建多模态回归学习框架，融合气候、遥感与作物因子，实现水稻产量连续预测。
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Identificación de índices de vegetación relacionados con componentes de rendimiento de frijol común (Phaseolus vulgaris L.) mediante el uso de sensores multiespectrales
用机载多光谱传感器评估菜豆产量构成与植被指数的关系。
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Agronomic Characterization and Time-Series UAV Phenotyping to Support Field Pea Breeding in Iowa [预印本]
评估17份豌豆种质与7个加拿大品种在爱荷华的表现，并用无人机时间序列表型关联产量。
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Deep learning-based estimation of Kent mango yield by commercial export category under real field conditions in northern Peru
开发深度学习模型在真实田间条件下检测并分类肯特芒果为三个出口等级，实现产量估计。
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Hierarchical cross-modal spatiotemporal attention network for crop yield prediction in complex Himalayan agroecosystems
提出分层跨模态时空注意力网络HCM-STAN，融合多源农业数据预测喜马拉雅山区苹果产量。
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CROPINTEL DATASET: A COMPREHENSIVE AGROENVIRONMENTAL RESOURCE FOR CROP CLASSIFICATION, IRRIGATION PLANNING, AND YIELD ANALYSIS
基于CropIntel数据集，用15+种机器学习算法实现作物分类、灌溉需求预测与产量潜力预测。
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Sentinel-2 NDVI as an indicator of apple orchard yield
评估Sentinel-2 NDVI与苹果园产量的关系，发现仅单一品种同龄地块存在可靠相关。
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Smart agriculture improves nitrogen use efficiency yield prediction and sustainability in dryland mixed crop livestock systems
Smart agriculture improves nitrogen use efficiency yield prediction and sustainability in dryland mixed crop livestock systems。Discover Agriculture
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玉米生产精准农业系统综述：技术、应用与产量优化（2020—2026）
系统综述2020—2026年玉米精准农业技术、应用与产量优化研究。
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Exploratory Explainable Machine Learning for Crop-Yield Interpretation: A Comparative Analysis of XGBoost, LightGBM, and CatBoost
比较XGBoost、LightGBM和CatBoost在作物产量可解释建模中的表现，强调评估协议与数
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Comprehensive remote sensing and machine learning framework for multi-regional rice yield forecasting under hydroclimatic variability in Sahelian Niger
结合遥感植被指数与机器学习，预测尼日尔萨赫勒四地区2010–2025年水稻产量。
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The effect of train-test data splitting ratio on yield prediction from multispectral UAV imagery: effective reduction of training ratio with algorithm selection for single- and multi-date models
研究不同训练-测试数据划分比例对无人机多光谱小麦产量预测的影响，发现可降低训练比例。
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Aerial Phenotyping of Coffee Flowering Using Deep Learning for Early Yield Prediction
用无人机RGB影像和深度学习对咖啡开花分级，实现早期产量预测。
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SPATIAL AND CLIMATE DATA ANALYSIS FOR MACHINE LEARNING-BASED CROP YIELD PREDICTION IN NORTHERN KAZAKHSTAN
用1990–2025年气候数据与机器学习模型预测哈萨克斯坦北部小麦产量。
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