Papers Soil moisture estimation
“Soil moisture estimation” 태그가 달린 논문 12편 · 필터 해제
Soil moisture estimation of bare and vegetation-covered areas using a P/L/C-band SAR
The paper introduces a novel approach for estimating soil moisture in vegetated surfaces, specifically focusing on sugarcane crops throughout various growth stages in agriculture applications. While existing models typic…
Soil moisture estimationMIS-ME: A Multi-modal Framework for Soil Moisture Estimation
Soil moisture estimation is an important task to enable precision agriculture in creating optimal plans for irrigation, fertilization, and harvest. It is common to utilize statistical and machine learning models to estim…
Soil moisture estimationMachine Learning-Driven Microwave Imaging for Soil Moisture Estimation near Leaky Pipe
Characterizing soil moisture (SM) around drip irrigation pipes is crucial for precise and optimized farming. Machine learning (ML) approaches are particularly suitable for this task as they can reduce uncertainties cause…
Soil moisture estimationPerformance triggered adaptive model reduction for soil moisture estimation in precision irrigation
Accurate soil moisture information is crucial for developing precise irrigation control strategies to enhance water use efficiency. Soil moisture estimation based on limited soil moisture sensors is crucial for obtaining…
PredictionSoil moisture estimationThe Effect of Different Optimization Strategies to Physics-Constrained Deep Learning for Soil Moisture Estimation
Soil moisture is a key hydrological parameter that has significant importance to human society and the environment. Accurate modeling and monitoring of soil moisture in crop fields, especially in the root zone (top 100 c…
Soil moisture estimationPhysics-constrained Active Learning for Soil Moisture Estimation and Optimal Sensor Placement
Soil moisture is a crucial hydrological state variable that has significant importance to the global environment and agriculture. Precise monitoring of soil moisture in crop fields is critical to reducing agricultural dr…
Active LearningSoil moisture estimationA Microwave Imaging System for Soil Moisture Estimation in Subsurface Drip Irrigation
The microwave imaging system(MIS) stands out among prominent imaging tools for capturing images of concealed obstacles. Leveraging its capability to penetrate through heterogeneous environments MIS has been widely used f…
Soil moisture estimationSensitivity-Informed Parameter Selection for Improved Soil Moisture Estimation from Remote Sensing Data
Improving the accuracy of soil moisture estimation is required for advancing irrigation scheduling and water conservation efforts. Central to this task are soil hydraulic parameters, which govern moisture dynamics but ar…
Managementparameter estimationSchedulingSensitivity+1Segment-based fusion of multi-sensor multi-scale satellite soil moisture retrievals
Synergetic use of sensors for soil moisture retrieval is attracting considerable interest due to the different advantages of different sensors. Active, passive, and optic data integration could be a comprehensive solutio…
Data IntegrationRetrievalSensor FusionSoil moisture estimationSoil moisture estimation from Sentinel-1 interferometric observations over arid regions
We present a methodology based on interferometric synthetic aperture radar (InSAR) time series analysis that can provide surface (top 5 cm) soil moisture (SSM) estimations. The InSAR time series analysis consists of five…
Soil moisture estimationTime SeriesTime Series AnalysisA Machine Learning Data Fusion Model for Soil Moisture Retrieval
We develop a deep learning based convolutional-regression model that estimates the volumetric soil moisture content in the top ~5 cm of soil. Input predictors include Sentinel-1 (active radar), Sentinel-2 (optical imager…
BIG-bench Machine LearningregressionRetrievalSoil moisture estimationFusion of hyperspectral and ground penetrating radar to estimate soil moisture
In this contribution, we investigate the potential of hyperspectral data combined with either simulated ground penetrating radar (GPR) or simulated (sensor-like) soil-moisture data to estimate soil moisture. We propose t…
GPRregressionSoil moisture estimation