Ground, proximal, and satellite remote sensing of soil moisture

E Babaeian, M Sadeghi, SB Jones… - Reviews of …, 2019 - Wiley Online Library
Soil moisture (SM) is a key hydrologic state variable that is of significant importance for
numerous Earth and environmental science applications that directly impact the global …

Soil moisture retrieval from remote sensing measurements: Current knowledge and directions for the future

ZL Li, P Leng, C Zhou, KS Chen, FC Zhou… - Earth-Science …, 2021 - Elsevier
Soil moisture (SM) is an essential parameter for understanding the interactions and
feedbacks between the atmosphere and the Earth's surface through energy and water …

Review of machine learning approaches for biomass and soil moisture retrievals from remote sensing data

I Ali, F Greifeneder, J Stamenkovic, M Neumann… - Remote Sensing, 2015 - mdpi.com
The enormous increase of remote sensing data from airborne and space-borne platforms, as
well as ground measurements has directed the attention of scientists towards new and …

Deep learning and data fusion to estimate surface soil moisture from multi-sensor satellite images

A Singh, K Gaurav - Scientific Reports, 2023 - nature.com
We propose a new architecture based on a fully connected feed-forward Artificial Neural
Network (ANN) model to estimate surface soil moisture from satellite images on a large …

Synergetic use of Sentinel-1 and Sentinel-2 data for soil moisture mapping at 100 m resolution

Q Gao, M Zribi, MJ Escorihuela, N Baghdadi - Sensors, 2017 - mdpi.com
The recent deployment of ESA's Sentinel operational satellites has established a new
paradigm for remote sensing applications. In this context, Sentinel-1 radar images have …

Surface soil moisture retrievals from remote sensing: Current status, products & future trends

GP Petropoulos, G Ireland, B Barrett - Physics and Chemistry of the Earth …, 2015 - Elsevier
Abstract Advances in Earth Observation (EO) technology, particularly over the last two
decades, have shown that soil moisture content (SMC) can be measured to some degree or …

Challenges and opportunities in remote sensing for soil salinization mapping and monitoring: A review

G Sahbeni, M Ngabire, PK Musyimi, B Székely - Remote Sensing, 2023 - mdpi.com
Meeting current needs without compromising future generations' ability to meet theirs is the
only path toward achieving environmental sustainability. As the most valuable natural …

Estimating soil moisture using remote sensing data: A machine learning approach

S Ahmad, A Kalra, H Stephen - Advances in water resources, 2010 - Elsevier
Soil moisture is an integral quantity in hydrology that represents the average conditions in a
finite volume of soil. In this paper, a novel regression technique called Support Vector …

[HTML][HTML] Recent trend and advance of synthetic aperture radar with selected topics

K Ouchi - Remote Sensing, 2013 - mdpi.com
The present article is an introductory paper in this special issue on synthetic aperture radar
(SAR). A short review is presented on the recent trend and development of SAR and related …

Four decades of microwave satellite soil moisture observations: Part 1. A review of retrieval algorithms

L Karthikeyan, M Pan, N Wanders, DN Kumar… - Advances in Water …, 2017 - Elsevier
The satellite based passive (radiometer) and active (radar) microwave sensors enhanced
our ability to retrieve soil moisture at global scales. It has been almost four decades since …