Hydrology and Climate Change Article Summaries

IEEE Transactions on Geoscience and Remote Sensing

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Total articles tracked from this journal: 110

2026
Rhadiouini et al. (2026) A hybrid Physics-Guided Machine Learning for Soil Moisture Monitoring and Drought Assessment from CYGNSS in Complex Terrain
2026
Gao et al. (2026) Method for Reconstruction of Hourly ~1 km All-Weather Land Surface Temperature from FY-4A Geostationary Satellite Observations
2026
Li et al. (2026) TA-TransUNet: An Improved Deep Learning Network Model for Water Body Extraction From Remote Sensing Images
2026
Su et al. (2026) Self-Supervised Hyperspectral Learning for Leaf Multitrait Prediction With Sparse Labels
2026
Yin et al. (2026) Reconstruction of 500-m Resolution CYGNSS Water Map Using Physics-Constrained Interpolation and Three-Parameter Exponential Threshold Algorithm
2026
Bu et al. (2026) A Dual-Branch Collaborative Network Based on CNN and Transformer With Multiscale Dual Coordinate Attention for Farmland Segmentation
2026
Chen et al. (2026) Estimating Leaf Area Index and Leaf Nitrogen Content for Individual Populus Tree Using UAV Hyperspectral Data With Dual-Branch Deep Learning Architecture
2026
Lin et al. (2026) Self-Supervised Temporal Super-Resolution Framework with METEOR-Net for Enhancing Convective Process Reconstruction in Geostationary Satellite Cloud Data
2026
Xie et al. (2026) A CNN-Transformer Hybrid Network With Boundary Guidance for Mapping Cropland Field Parcels From High-Resolution Remote Sensing Imagery
2026
Li et al. (2026) HUST LRI1B V01: A Robust GRACE-FO Laser Ranging Dataset With Full-Mission Coverage for Multidisciplinary Geoscience Applications
2026
Zhao et al. (2026) OCSA-FN: A Fusion Network With Orthogonality-Constrained Spatial Attention for Hyperspectral and Land Surface Temperature Data Classification
2026
Wang et al. (2026) A Method for Converting Satellite-Observed Thermal Infrared Radiance to Nadir Radiance: A Case Study in Desert Regions
2026
Kokhanovsky et al. (2026) Reflectance of Solar Light From Wet Snowpack: Direct and Inverse Problems
2026
Zhang et al. (2026) MS-EdgeCast: A Dual-Stage Framework With a Multiscale Convolutional Recurrent Network and Edge-Guided Diffusion for Convective Storm Nowcasting
2026
Feng et al. (2026) MS 2 AE-Net: A Multiscale Spectral–Spatial Autoencoder Network for Hyperspectral Unmixing
2026
Zhao et al. (2026) Improving Full-Spectrum Reconstruction of Solar-Induced Chlorophyll Fluorescence Using Principal Component Analysis Based on an SIF-Free Leaf Reflectance Dataset
2026
Li et al. (2026) Persistent Reduction in Snow Mass Over China: Evidence From 40 Years of Satellite Observations
2026
Wu et al. (2026) Vegetation Water Stress Response-Driven Approach for Verifying Vegetation Drought Monitoring Results: A Case Study of the Yangtze River Basin, China
2026
ZHONG et al. (2026) A Novel Metric for Quantifying Precipitation-Driven Variability in Global Terrestrial Water Storage
2026
Zhang et al. (2026) A Study on the Fusion of Multiple Linear Statistical Regression and Deep Learning Models for Sea Surface Wind Speed Retrieval in Typhoon Regions Based on FY-3D_MWRI Data
2026
Kong et al. (2026) A Fine Extraction Method for Farmland Plots Based on Remote Sensing With Semantic and Edge Feature Fusion
2026
Hassan et al. (2026) Accelerating High Mountain Asia Glacier Loss From ICESat and ICESat-2
2026
Liang et al. (2026) Refining Clear-Sky AI Radiative Transfer Model Forward Predictions and Jacobian Accuracy for ATMS Using a ResNet and Physical Constraints
2026
Zeng et al. (2026) HADA: A Heterogeneity-Aware Downscaling Algorithm for Global High-Resolution Passive Microwave Soil Moisture Mapping
2026
Kong et al. (2026) Synergizing Smoke and Hotspot: A Visible-Infrared Co-Learning Framework with Dataset for Large-Scale Wildfire Detection
2026
Chi et al. (2026) PCEED-Net: A Physics-Constrained Enhanced Encoder–Decoder Network for Precipitation Nowcasting
2026
Lai et al. (2026) Improving the Accuracy of GNSS-IR-Based Soil Moisture Retrieval by Mitigating Phase Biases From Nonenvironmental Factors
2026
Weiyue et al. (2026) WAVES: Fine-grained Water Type Mapping via Vision-Language Alignment under Supervision without Pixel-level Labels
2026
Chen et al. (2026) Atmospheric Correction for HY-3A CZI: A Deep Learning Method Applied Across Open Ocean, Coastal, and Turbid Inland Waters
2026
Wen et al. (2026) Enhancing Soil Salinity Mapping in Cropland by Integrating Agronomic Features with Remote Sensing
2026
Si et al. (2026) SPEX: A Vision–Language Model for Land Cover Extraction on Spectral Remote Sensing Images
2026
Li et al. (2026) Accelerating Numerical Electromagnetic Scattering Models for Snow Microwave Emission Using Machine Learning Surrogates
2026
Li et al. (2026) Quantifying and Communicating Uncertainty in SAR-Based Flood Mapping via Density-Aware Neural Networks and Conformal Risk Control
2026
Sun et al. (2026) A Physics-Constrained Network for Daily Gap-Free Gridded Wind Speed Product Considering High Wind Speeds From CYGNSS
2026
Veloria et al. (2026) Improving GSMaP Precipitation Estimates Using a Modified Kalman Filter With Lightning Flash Rate
2026
Zhou et al. (2026) A Robust Inversion Method for Cross-Sectional River Surface Flow Velocity With Zonal Adaptive Multiangle Pairing Using UHF Streamflow Radar
2026
Liang et al. (2026) Modified Logarithm Averaging Method for Clumping Index Calculation Using Tracing Radiation and Architecture of Canopy (TRAC) Measurements
2026
Wang et al. (2026) PhyGroup-UNet: Dynamic Physically Correlated Channel Grouping in a Lightweight UNet for Efficient Precipitation Nowcasting
2026
Huang et al. (2026) Uncertainty-Guided Adversarial Diffusion Model for Sea Surface Temperature Super-Resolution
2026
Bai et al. (2026) A Snow Depth Retrieval Method Based on Super-Resolution Brightness Temperature Reconstruction and Multimodal Feature Synergy
2026
Zhao et al. (2026) Uncertainty-Aware Tree Root Morphology and Phenotypic Parameter Reconstructed From Ground-Penetrating Radar Signal via Physics-Informed Variational Networks
2026
Du et al. (2026) Geometric Representation of Wet Snow Through a Tricontinuous Random Composite and Its Scattering Characterization With the Discrete Dipole Approximation
2026
Wang et al. (2026) Spatiotemporal Dynamic Hypergraph Neural Network for Large-scale Long-term Online Precipitation Forecasting
2026
Lv et al. (2026) SAM-Driven Consistency Regulation for Semi-Supervised Remote Sensing Change Detection
2026
Li et al. (2026) A Multi-Parameter Collaborative Ground Site Optimization Method by Synchronously Optimizing Regional and Satellite Pixel-Scale Representativeness
2026
Bu et al. (2026) Preliminary Performance Evaluation and Verification of GNSS-R Data Products From 22 Satellites Tianmu-1 Constellation: Comparison of BeiDou, GPS, GLONASS, and Galileo Signals Retrieval Results With Multisource Data
2026
Dou et al. (2026) Short-Term SAR Change Detection for Soil Moisture Retrieval: A Case Study Over Danish Test Sites
2026
Jeu et al. (2026) Using the Angular Dependence of the Polarization Ratio to Analyze Aircraft Passive Microwave Measurements Over Land
2026
Wan et al. (2026) GREAT-Net: A Deep Spatiotemporal Fusion Network for High-Resolution Multisatellite GNSS-REflectometry Soil Moisture Retrieval With ScATterometer Constraints
2026
Qi et al. (2026) Evaluating Airborne LiDAR Data-Derived Canopy Geometry for 3-D Radiative Transfer Simulations
2026
Ye et al. (2026) Land Surface Temperature End-to-End Retrieval From Fengyun-4B AGRI Thermal Infrared Remote Sensing Data Considering the Emissivity Angular Effect
2026
Pang et al. (2026) Improved Transformer Model With Meteorological Constraints Enhances Time Series Prediction of Evapotranspiration in Arid Regions
2026
Wen et al. (2026) Semantic-Aware Remote Sensing Visual Question Answering via Segmentation-Guided Learning
2026
Zhang et al. (2026) How Effective Are Time-Series Models for Precipitation Nowcasting? A Comprehensive Benchmark for GNSS-Based Precipitation Nowcasting
2026
Chen et al. (2026) A New Image Compensation and Segmentation Algorithm to Retrieve Atmospheric Boundary Layer Height for Lidar RHI 2D Scan
2026
Rehman et al. (2026) A Novel Time-Aware Siamese Network for Crop Classification Using Spectrotemporal Signatures Derived From Multidimensional Data Format
2026
Wang et al. (2026) Dual-Path Self-Supervised Spatiotemporal Learning for Satellite Video Scene Understanding
2026
Yin et al. (2026) A Land–Sea Contamination Suppression Method for Interferometric Microwave Radiometer Based on Nodal Sampling
2026
Zhang et al. (2026) Classification of Cloud Phases in Cold-Air Outbreak Events Based on Polarization Lidar and Cloud Radar Observations
2026
Euler et al. (2026) Rethinking the Flow: A Canal-Based Machine Learning Approach to Urban Flood Detection
2026
Li et al. (2026) Adapting Video Foundation Models for Spatiotemporal Wildfire Forecasting via Cross-Modal Progressive Fine-Tuning
2026
Lin et al. (2026) FANO: Fourier Advection Neural Operator for Weather Prediction
2026
Aslam et al. (2026) CGA: Curvature-Guided Attention for Remote Sensing Image Super-Resolution
2026
Su et al. (2026) Rainfall Amount Forecast Using GNSS-PWV Based on Machine Learning Fusion Strategy and the Constraint of Rainfall Event
2026
Zhang et al. (2026) Land-Use Classification of High-Resolution Remote Sensing Imagery Incorporating Global–Local Interactive Features Across Optical Domain and Land Cover Primitives
2026
Yang et al. (2026) CACM-Net++: FY-4B AGRI Day and Night Cloud Mask Algorithm Modeling
2026
Liu et al. (2026) Hybrid Physical Segmentation and Machine Learning Approach for Deep Convective Cloud Detection With Himawari-8
2026
Wang et al. (2026) Fusing Multisensor Data to Generate a Highly Integrated Global Solar-Induced Chlorophyll Fluorescence (FSIF) Time Series
2026
Yu et al. (2026) 3D-DINEOF: Extension of Decomposition Dimensions of Data Interpolating Empirical Orthogonal Functions
2026
Li et al. (2026) Physics-Constrained Adapter Tuning of Meteorological Foundation Models for Global SST Forecasting
2026
Li et al. (2026) FSDC: A Frequency-Selective Deformable Convolution for Water Body Extraction From Remote Sensing Images
2026
Zhu et al. (2026) Cross-Scale Remote Sensing Estimating of Winter Wheat Above-Ground Biomass (AGB) from UAV to Satellite: Enhanced by Phenological Matching and Data Transfer
2026
Meng et al. (2026) Breaking the Scale Barrier: A Scale-Progressive Water Body Extraction Framework Inspired by Human Cognitive Mechanisms
2026
Jin et al. (2026) A New Soil Moisture Retrieval With Considering the Underlying Surface Factors From CYGNSS
2026
Xu et al. (2026) A Dual-Stage Reconstruction and Optimization Deep Learning Framework for Generating High-Precision Seamless Precipitable Water Vapor Across the Mainland United States
2026
Moon et al. (2026) Depth of Liquid Water Infiltration in Greenland Firn Based on L-Band Radiometry, a Snow Physics Model, and Machine Learning
2026
Ai et al. (2026) HieraRS: A Hierarchical Segmentation Paradigm for Remote Sensing Enabling Multigranularity Interpretation and Cross-Domain Transfer
2026
Jiang et al. (2026) Tracking Tibetan Plateau Mesoscale Convective Systems During the Warm Season and Their Impact on Sichuan Heavy Rainfall
2026
Liu et al. (2026) Comprehensive Validation of Temperature and Humidity Profile Retrievals From FengYun-3E
2026
Song et al. (2026) Advancing Spaceborne Precipitation Radar Monitoring: Systematic Comparison Between PMR and DPR Observations
2026
Wu et al. (2026) FCFNet: A Frequency-Domain-Guided Cross-Modal Feature Fusion Network for Cloud Removal
2026
Li et al. (2026) A Method for Sea Surface Temperature Retrieval Based on XGBoost Optimized by the Improved Sparrow Search Algorithm
2026
Ha et al. (2026) Vegetation Greening and Browning Quantification Using a Transformer-Based Model
2026
Xu et al. (2026) Independent Validation of Total Precipitable Water from Morphed Integrated Microwave Imagery at CIMSS: A Global Study Using GNSS and Radiosonde Measurements
2026
Wang et al. (2026) FarmCD: Agricultural Information-Guided Gated Network for Farmland Change Detection From Remote Sensing Images
2026
Yao et al. (2026) A Novel Single-Channel Algorithm for Land Surface Reflectance Retrieval From FengYun-4B AGRI Daytime Mid-Infrared Data
2026
Zhao et al. (2026) The Width of Aerosol Size Distribution: A Nonnegligible Factor in the Hyperspectral Infrared Radiative Transfer Simulations and Aerosol Remote Sensing
2026
Zheng et al. (2026) Development of a Hybrid SW-TES Method for Simultaneous Land Surface Temperature and Emissivity Retrieval From Landsat 8/9 Thermal Infrared Data
2026
Belinska et al. (2026) Exploring D-Pol-InSAR Coherence Regions for Snow Water Equivalent Estimation
2026
Tang et al. (2026) High-Resolution Optical Satellite Image Guided DEM Super-Resolution via Topographic-Aware Transformer
2026
Cui et al. (2026) An Autoencoder-Based Framework for Multimodal Fusion in Forecasting Tropical Cyclone-Induced Sea Surface Height Responses
2026
Xiong et al. (2026) Evaluating Soil Surface Scattering Models: Perspectives From Polarimetric P-, L-, and S-Band SAR Observations
2026
Ma et al. (2026) Tropical Cyclone Detection and Tracking Using Spatial–Temporal Characteristics of Regional Wind Speed From CYGNSS: Proof of Concept and Assessment
2026
Cao et al. (2026) AMV-STECNet: A Deep Learning Framework for Spatiotemporal Error Correction of Atmospheric Motion Vectors to Enhance Numerical Weather Prediction
2025
Chen et al. (2025) Hybrid Observing System Simulation Experiment for the FY-4 Geostationary Orbit Microwave Satellite Based on CMA-GFS
2025
Zhao et al. (2025) Terrain-Aware Uncertainty Quantification and Cross-Sensor Consistency Analysis of Hyperspectral Surface Reflectance
2025
Wang et al. (2025) Joint Learning for Feature Reconstruction and Prediction in Agricultural Semantic Segmentation From Incomplete Satellite Image Time Series
2025
Zhang et al. (2025) A Comprehensive Radiative Transfer Model for Vegetated Land Surfaces Incorporating Multiple Volume–Surface Scattering Coupling Effects
2025
Kim et al. (2025) Geophysical and Remote Sensing Monitoring of a Snow Patch System in Barton Peninsula Shows Impacts of Warming on Low-Altitude Permafrost
2025
Zhang et al. (2025) High-Resolution Mapping of Dry and Wet Snow Using Multisource Remote Sensing Data in Mountainous Regions
2025
Fu et al. (2025) Enhanced Boundary Layer Thermodynamics Profiles Retrieval From Ground-Based Microwave Radiometers With Surface and Pseudo-Tower Constraints
2025
Zhou et al. (2025) Global Assessment of Vegetation Ozone Exposure Using a Remote Sensing-Based Index: A New Potential Reference for Critical Levels and Gross Primary Production Simulations
2025
Hao et al. (2025) ENSOFarseer: Probabilistic Deep Learning for Cross-Scale Spatiotemporal Teleconnections Insight in Skilful ENSO Prediction
2025
Ling et al. (2025) HybridFlow: A Hybrid Velocity Generation Framework for Precipitation Nowcasting
2025
Jia et al. (2025) An Integrated Correction Method for Geometric, Atmospheric, and Terrain Effects in Hyperspectral Remote Sensing Images
2025
Zhang et al. (2025) TALESF: A Novel Terrain-Adjusted Local-Enhanced Spatiotemporal Fusion Method for Generating Spatiotemporally Seamless, High-Resolution NDVI
2025
Szwarcman et al. (2025) Prithvi-EO-2.0: A Versatile Multitemporal Foundation Model for Earth Observation Applications
2025
Yu et al. (2025) Optimizing Crop Maximum Carboxylation Rate Using Machine Learning to Improve Maize Yield Estimation Under Drought Conditions
2025
Li et al. (2025) A Novel Fusion Method of Optical and Wide-Swath Interferometric Radar Altimeter Images for Enhanced Water Detection
2025
He et al. (2025) SMPD-MERG: A Hybrid Downscaling Model for High-Resolution Daily Precipitation Estimation via Merging Surface Soil Moisture and Multisource Precipitation Data
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