A low-cost approach for soil moisture prediction using multi-sensor data and machine learning algorithm

Drought monitoring using high spatial resolution soil moisture data over Australia in 2015–2019

(2021) Bin Fang et al.   JOURNAL OF HYDROLOGY

The use of radar and optical satellite imagery combined with advanced machine learning and metaheuristic optimization techniques to detect and quantify above ground biomass of intertidal seagrass in a New Zealand estuary

(2021) Nam Thang Ha et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Machine learning algorithms for soil moisture estimation using Sentinel-1: Model development and implementation

(2021) Sumit Kumar Chaudhary et al.   ADVANCES IN SPACE RESEARCH

Estimating catchment scale soil moisture at a high spatial resolution: Integrating remote sensing and machine learning

(2021) I.P. Senanayake et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Assessing the performance of machine learning algorithms for soil salinity mapping in Google Earth Engine platform using Sentinel-2A and Landsat-8 OLI data

(2021) Samet Aksoy et al.   ADVANCES IN SPACE RESEARCH

Using multimodal remote sensing data to estimate regional-scale soil moisture content: A case study of Beijing, China

(2021) Minghan Cheng et al.   AGRICULTURAL WATER MANAGEMENT

Use of multiple LIDAR-derived digital terrain indices and machine learning for high-resolution national-scale soil moisture mapping of the Swedish forest landscape

(2021) Anneli M. Ågren et al.   GEODERMA

Prediction of desert locust breeding areas using machine learning methods and SMOS (MIR_SMNRT2) Near Real Time product

(2021) Diego Gómez et al.   JOURNAL OF ARID ENVIRONMENTS

Multi-layer high-resolution soil moisture estimation using machine learning over the United States

(2021) L. Karthikeyan et al.   REMOTE SENSING OF ENVIRONMENT

A novel intelligence approach based active and ensemble learning for agricultural soil organic carbon prediction using multispectral and SAR data fusion

(2021) Thu Thuy Nguyen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Downscaling satellite soil moisture for landscape applications: A case study in Delaware, USA

(2021) Daniel L. Warner et al.   Journal of Hydrology-Regional Studies

Farming systems and their business strategies in south-western Australia: A decadal assessment of their profitability

(2020) Ross Kingwell et al.   AGRICULTURAL SYSTEMS

Mapping soil organic carbon content using multi-source remote sensing variables in the Heihe River Basin in China

(2020) Tao Zhou et al.   ECOLOGICAL INDICATORS

High-resolution digital mapping of soil organic carbon and soil total nitrogen using DEM derivatives, Sentinel-1 and Sentinel-2 data based on machine learning algorithms

(2020) Tao Zhou et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Accuracy assessment of ALOS AW3D30 DSM and comparison to ALOS PRISM DSM created with classical photogrammetric techniques

(2020) Konstantinos G Nikolakopoulos   European Journal of Remote Sensing

Retrieval of High-Resolution Soil Moisture through Combination of Sentinel-1 and Sentinel-2 Data

(2020) Chunfeng Ma et al.   Remote Sensing

Modelling desert locust presences using 32-year soil moisture data on a large-scale

(2020) Diego Gómez et al.   ECOLOGICAL INDICATORS

Development of a tailored combination of machine learning approaches to model volumetric soil water content within a mesic forest in the Pacific Northwest

(2020) Andres Schmidt et al.   JOURNAL OF HYDROLOGY

Synergetic utilization of sentinel-1 SAR and sentinel-2 optical remote sensing data for surface soil moisture estimation for Rupnagar, Punjab, India

(2020) Akshar Tripathi et al.   Geocarto International

Short term soil moisture forecasts for potato crop farming: A machine learning approach

(2020) Amaury Dubois et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Improvement of Mangrove Soil Carbon Stocks Estimation in North Vietnam Using Sentinel-2 Data and Machine Learning Approach

(2020) Tien Dat Pham et al.   GIScience & Remote Sensing

Root zone soil moisture estimation with Random Forest

(2020) Coleen Carranza et al.   JOURNAL OF HYDROLOGY

Topographic Wetness Index calculation guidelines based on measured soil moisture and plant species composition

(2020) Martin Kopecký et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Combining UAV-based hyperspectral imagery and machine learning algorithms for soil moisture content monitoring

(2019) Xiangyu Ge et al.   PeerJ

Retrieval of Evapotranspiration from Sentinel-2: Comparison of Vegetation Indices, Semi-Empirical Models and SNAP Biophysical Processor Approach

(2019) Nieves Pasqualotto et al.   Agronomy-Basel

Soil moisture forecasting by a hybrid machine learning technique: ELM integrated with ensemble empirical mode decomposition

(2018) Ramendra Prasad et al.   GEODERMA

Very High Resolution Object-Based Land Use–Land Cover Urban Classification Using Extreme Gradient Boosting

(2018) Stefanos Georganos et al.   IEEE Geoscience and Remote Sensing Letters

Synergic Use of Sentinel-1 and Sentinel-2 Images for Operational Soil Moisture Mapping at High Spatial Resolution over Agricultural Areas

(2017) Mohammad El Hajj et al.   Remote Sensing

UAVs challenge to assess water stress for sustainable agriculture

(2015) J. Gago et al.   AGRICULTURAL WATER MANAGEMENT

Very high-resolution digital elevation models: are multi-scale derived variables ecologically relevant?

(2015) Kevin Leempoel et al.   Methods in Ecology and Evolution

Soil type recognition as improved by genetic algorithm-based variable selection using near infrared spectroscopy and partial least squares discriminant analysis

(2015) Hongtu Xie et al.   Scientific Reports

Improving forest operations planning through high-resolution flow-channel and wet-areas mapping

(2014) Paul N.C. Murphy et al.   FORESTRY CHRONICLE

Evaluating the capabilities of Sentinel-2 for quantitative estimation of biophysical variables in vegetation

(2013) William James Frampton et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

The ASCAT Soil Moisture Product: A Review of its Specifications, Validation Results, and Emerging Applications

(2013) Wolfgang Wagner et al.   METEOROLOGISCHE ZEITSCHRIFT

Evaluation of Sentinel-2 Red-Edge Bands for Empirical Estimation of Green LAI and Chlorophyll Content

(2011) Jesús Delegido et al.   SENSORS

Exploring the impact of R&D and climate change on agricultural productivity growth: the case of Western Australia*

(2010) Ruhul A. Salim et al.   AUSTRALIAN JOURNAL OF AGRICULTURAL AND RESOURCE ECONOMICS

Soil organic carbon and total nitrogen as affected by vegetation types in Northern Loess Plateau of China

(2010) Xiaoli Fu et al.   GEODERMA

The Soil Moisture Active Passive (SMAP) Mission

(2010) Dara Entekhabi et al.   PROCEEDINGS OF THE IEEE

Soil Moisture Measurement for Ecological and Hydrological Watershed-Scale Observatories: A Review

(2008) D. A. Robinson et al.   VADOSE ZONE JOURNAL