Surface Soil Moisture Estimation Using a Neural Network Model in Bare Land and Vegetated Areas

Surface Soil Moisture Estimation Using a Neural Network Model in Bare Land and Vegetated Areas

Most of the approaches to retrieve surface soil moisture (SSM) by optical and thermal infrared (TIR) spectroscopies are purposed to calculate various characteristic bands/indices and then to establish the regression relationship between them in combination with the measurement data. However, due to...

Full description

Bibliographic Details
Main Authors:	Dayou Luo, Xingping Wen, Ping He
Format:	Article
Language:	English
Published:	Hindawi Limited 2023-01-01
Series:	Journal of Spectroscopy
Online Access:	http://dx.doi.org/10.1155/2023/5887177

Similar Items

The ATI-ET Triangle Model: A Novel Approach to Estimate Soil Moisture Applied to MODIS Data
by: Dayou Luo, et al.
Published: (2022-10-01)

Dual-Channel Convolutional Neural Network for Bare Surface Soil Moisture Inversion Based on Polarimetric Scattering Models
by: Qiang Yin, et al.
Published: (2021-11-01)

Soil Moisture Retrieval in Bare Agricultural Areas Using Sentinel-1 Images
by: Mouad Ettalbi, et al.
Published: (2023-07-01)

Spatial and temporal distribution characteristics of soil moisture in the non-freezing period under the bare land and vegetation cover in the Mu Us desert
by: Jia GAO, et al.
Published: (2022-11-01)

Estimation of soil moisture using trapezoidal relationship between remotely sensed land surface temperature and vegetation index
by: W. Wang, et al.
Published: (2011-05-01)

Using temporal variability of land surface temperature and normalized vegetation index to estimate soil moisture condition on forest areas by means of remote sensing
by: Karol Przeździecki, et al.
Published: (2023-04-01)

PRELIMINARY RESULTS OF ESTIMATING SOIL MOISTURE OVER BARE SOIL USING FULL-POLARIMETRIC ALOS-2 DATA
by: A. Sekertekin, et al.
Published: (2016-10-01)

Bare Soil Surface Moisture Retrieval from Sentinel-1 SAR Data Based on the Calibrated IEM and Dubois Models Using Neural Networks
by: Hamid Reza Mirsoleimani, et al.
Published: (2019-07-01)

Inversion of soil moisture in bare soil based on multi-spectral remote sensing
by: Wang Qiyuan, et al.
Published: (2020-12-01)

Comparison of observed and simulated microwave land surface emissivities over bare soil
by: Ralf Bennartz, et al.
Published: (2002-03-01)

Estimation of the bed shear stress in vegetated and bare channels
by: Yang, Qingjun (Judy Qingjun)
Published: (2015)

Estimation of Soil Moisture Content from the Spectral Reflectance of Bare Soils in the 0.4–2.5 µm Domain
by: Sophie Fabre, et al.
Published: (2015-02-01)

A bare ground evaporation revision in the ECMWF land-surface scheme: evaluation of its impact using ground soil moisture and satellite microwave data
by: C. Albergel, et al.
Published: (2012-10-01)

Application of Sentinel-1B Polarimetric Observations to Soil Moisture Retrieval Using Neural Networks: Case Study for Bare Siberian Chernozem Soil
by: Konstantin Muzalevskiy, et al.
Published: (2021-09-01)

Coupling Model-Driven and Data-Driven Methods for Estimating Soil Moisture Over Bare Surfaces With Sentinel-1A Dual-Polarized Data
by: Huan Yang, et al.
Published: (2023-01-01)

Improving the Processes in the Land Surface Scheme TERRA: Bare Soil Evaporation and Skin Temperature
by: Jan-Peter Schulz, et al.
Published: (2020-05-01)

Joint assimilation of satellite-based surface soil moisture and vegetation conditions into the Noah-MP land surface model
by: Zdenko Heyvaert, et al.
Published: (2024-06-01)

Soil Hydraulic Parameters and Surface Soil Moisture of a Tilled Bare Soil Plot Inversely Derived from L‐Band Brightness Temperatures
by: M. Dimitrov, et al.
Published: (2014-01-01)

The Potential Use of Multi-Band SAR Data for Soil Moisture Retrieval over Bare Agricultural Areas: Hebei, China
by: Xiang Zhang, et al.
Published: (2015-12-01)

Hydrothermal transfer and bare soil evaporation in surface-groundwater systems in semi-arid areas
by: Zhitong MA, et al.
Published: (2021-07-01)

Deep Learning-Based Framework for Soil Moisture Content Retrieval of Bare Soil from Satellite Data
by: Mohammed Dabboor, et al.
Published: (2023-04-01)

Estimation of the bed shear stress in vegetated and bare channels with smooth beds
by: Yang, Judy Q., et al.
Published: (2015)

Estimating Sheet Flow Velocities Using Quinine as a Fluorescent Tracer: Bare, Mulched, Vegetated and Paved Surfaces
by: Soheil Zehsaz, et al.
Published: (2022-10-01)

The Joint Assimilation of Remotely Sensed Leaf Area Index and Surface Soil Moisture into a Land Surface Model
by: Azbina Rahman, et al.
Published: (2022-01-01)

Accuracies of Soil Moisture Estimations Using a Semi-Empirical Model over Bare Soil Agricultural Croplands from Sentinel-1 SAR Data
by: Anil Kumar Hoskera, et al.
Published: (2020-05-01)

The Value of L-Band Soil Moisture and Vegetation Optical Depth Estimates in the Prediction of Vegetation Phenology
by: Bonan Li, et al.
Published: (2021-04-01)

Influences of Seasonal Soil Moisture and Temperature on Vegetation Phenology in the Qilian Mountains
by: Xia Cui, et al.
Published: (2022-07-01)

Sediment pickup rate in bare and vegetated channels
by: Xu, Yuan, et al.
Published: (2023)

Assessing Moisture Content and Its Mitigating Effect in an Urban Area Using the Land Surface Temperature–Vegetation Index Triangle Method
by: Karol Przeździecki, et al.
Published: (2023-03-01)

Influences of Soil Bulk Density and Texture on Estimation of Surface Soil Moisture Using Spectral Feature Parameters and an Artificial Neural Network Algorithm
by: Wanying Diao, et al.
Published: (2021-07-01)

Soil moisture-vegetation interaction from near-global in-situ soil moisture measurements
by: Shuping Li, et al.
Published: (2022-01-01)

Improved Surface Soil Moisture Estimation Model in Semi-Arid Regions Using the Vegetation Red-Edge Band Sensitive to Plant Growth
by: Rencai Lin, et al.
Published: (2022-06-01)

Improving Surface Soil Moisture Estimation Through Assimilating Satellite Land Surface Temperature With a Linear SM-LST Relationship
by: Jiaxin Tian, et al.
Published: (2023-01-01)

Feasibility of Downscaling Satellite-Based Precipitation Estimates Using Soil Moisture Derived from Land Surface Temperature
by: Alexander Strehz, et al.
Published: (2023-02-01)

A Variational Framework for Coupled Estimation of Evapotranspiration and Recharge Fluxes by Assimilating Land Surface Soil Moisture and Temperature
by: Asif Mahmood, et al.
Published: (2022-01-01)

An Improved UAV-Based ATI Method Incorporating Solar Radiation for Farm-Scale Bare Soil Moisture Measurement
by: Renhao Jia, et al.
Published: (2023-07-01)

A Modified Bare Soil Index to Identify Bare Land Features during Agricultural Fallow-Period in Southeast Asia Using Landsat 8
by: Can Trong Nguyen, et al.
Published: (2021-02-01)

Response of the winter soil moisture of different vegetation types to rainfall events in karst slope land
by: Ershuang Yuan, et al.
Published: (2022-10-01)

An inversion method based on multi-angular approaches for estimating bare soil surface parameters from RADARSAT-1
by: M. R. Sahebi, et al.
Published: (2010-11-01)

Minimizing vegetation influence on soil salinity mapping with novel bare soil pixels from multi-temporal images
by: Danyang Wang, et al.
Published: (2023-11-01)