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Estimation of Surface Soil Moisture Using a Structural Equation Model and an Artificial Neural Network (SEM-ANN) Combined Method

https://doi.org/10.2139/ssrn.3950157
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42/42 checkable references clean · checked 2026-07-23

Every reference with a DOI in the deposited reference list resolved to a known work in Crossref or DataCite at the dated check, and none carried a retraction, withdrawal, or removal notice.

23 without a DOI — not checked. A reference deposited without a DOI is never matched by title or guessed at; it stays outside the checked set, and this line discloses that.

The 42 checked references that resolve
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A Comparative Assessment of Geostatistical, Machine Learning, and Hybrid Approaches for Mapping Topsoil Organic Carbon Content
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The Dependence of Bare Soil Albedo on Soil Water Content
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Estimating surface soil moisture from SMAP observations using a Neural Network technique
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Combined Sentinel-1A With Sentinel-2A to Estimate Soil Moisture in Farmland
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Soil Moisture Index Model for Retrieving Soil Moisture in Semiarid Regions of China
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The Spatial Prediction of Soil Texture Fractions in Arid Regions of Iran
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Semi-empirical model of the ensemble-averaged differential Mueller matrix for microwave backscattering from bare soil surfaces
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Assessing potential of MODIS derived temperature/vegetation condition index (TVDI) to infer soil moisture status
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A review of spatial downscaling of satellite remotely sensed soil moisture
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Soil moisture forecasting by a hybrid machine learning technique: ELM integrated with ensemble empirical mode decomposition
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The 23 references without a DOI — listed, not checked
no DOI — not checkedReview of Machine Learning Approaches for Biomass and Soil Moisture Retrievals from Remote Sensing Data
no DOI — not checkedref5
no DOI — not checkedPrediction for Soil Water Content Based on Variable Preferred and Extreme Learning Machine Algorithm
no DOI — not checkedSoil moisture inversion by radar with dual-polarization
no DOI — not checkedEvaluation of SMOS, SMAP, ASCAT and Sentinel-1 Soil Moisture Products at Sites in Southwestern France
no DOI — not checkedLong-Term Effects of Xerophytic Shrub Haloxylon ammodendron Plantations on Soil Properties and Vegetation Dynamics in Northwest China
no DOI — not checkedSpatial distribution characteristics of soil moisture in different types of sand dune in the Mu Us Sandy Land, adjacent to north of Chinese Loess Plateau
no DOI — not checkedref21
no DOI — not checkedSpatial Variability of Soil Moisture in Relation to Land Use Types and Topographic Features on Hillslopes in the Black Soil (Mollisols) Area of Northeast China
no DOI — not checkedSoil Moisture Retrieval in Farmland Areas with Sentinel Multi-Source Data Based on Regression Convolutional Neural Networks
no DOI — not checkedClinical Performance and Its Related Factors in Nursing Students: Structural Equation Model
no DOI — not checkedInvestigation of the Effect of Biological Stabilization Practice on Some Soil Parameters (North East of Iran)
no DOI — not checkedDigital Mapping of Soil Properties Using Multivariate Statistical Analysis and ASTER Data in an Arid Region
no DOI — not checkedUse of the temperature-vegetation dryness index for remote sensing grassland moisture conditions in the vicinity of a lignite open-cast mine
no DOI — not checkedEvaluation of MODIS derived perpendicular drought index for estimation of surface dryness over northwestern China
no DOI — not checkedref46
no DOI — not checkedAnalysis of climate characteristics of land surface temperature and energy in the semi-arid region in the Loess Plateau
no DOI — not checkedImproving the Spatial Prediction of Soil Organic Carbon Content in Two Contrasting Climatic Regions by Stacking Machine Learning Models and Rescanning Covariate Space
no DOI — not checkedEvaluating soil nutrients of Dacrydium pectinatum in China using machine learning techniques
no DOI — not checkedMultilayer Soil Moisture Mapping at a Regional Scale from Multisource Data via a
no DOI — not checkedref62
no DOI — not checkedSuitability of TVDI Used to Monitor Agricultural Drought in Arid Area
no DOI — not checkedSimultaneously estimating surface soil moisture and roughness of bare soils by combining optical and radar data
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