Machine learning approach to estimate soil matric potential in the plant root zone based on remote sensing data

Effects of three frequencies of irrigation and nitrogen rates on lint yield, nitrogen use efficiency and fibre quality of cotton under furrow irrigation

(2021) Carlos Ballester et al.   AGRICULTURAL WATER MANAGEMENT

Regionalizing Root‐Zone Soil Moisture Estimates From ESA CCI Soil Water Index Using Machine Learning and Information on Soil, Vegetation, and Climate

(2021) Manolis G. Grillakis et al.   WATER RESOURCES RESEARCH

Water and energy demand forecasting in large-scale water distribution networks for irrigation using open data and machine learning algorithms

(2021) Rafael Gonzalez Perea et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Estimation of root zone soil moisture from ground and remotely sensed soil information with multisensor data fusion and automated machine learning

(2021) Ebrahim Babaeian et al.   REMOTE SENSING OF ENVIRONMENT

Machine Learning in Agriculture: A Comprehensive Updated Review

(2021) Lefteris Benos et al.   SENSORS

A Machine Learning-Based Approach for Surface Soil Moisture Estimations with Google Earth Engine

(2021) Felix Greifeneder et al.   Remote Sensing

Global soil moisture data derived through machine learning trained with in-situ measurements

(2021) Sungmin O. et al.   Scientific Data

IoT-IIRS: Internet of Things based intelligent-irrigation recommendation system using machine learning approach for efficient water usage

(2021) Ashutosh Bhoi et al.   PeerJ Computer Science

Remote sensing for estimating and mapping single and basal crop coefficientes: A review on spectral vegetation indices approaches

(2020) I. Pôças et al.   AGRICULTURAL WATER MANAGEMENT

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

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

Farmer preferences for adopting precision farming technologies: a case study from Italy

(2020) J Blasch et al.   EUROPEAN REVIEW OF AGRICULTURAL ECONOMICS

IRRISENS: An IoT Platform Based on Microservices Applied in Commercial-Scale Crops Working in a Multi-Cloud Environment

(2020) Rodrigo Filev Maia et al.   SENSORS

Daily evapotranspiration prediction using gradient boost regression model for irrigation planning

(2019) Abraham Sudharson Ponraj et al.   JOURNAL OF SUPERCOMPUTING

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

(2018) Ramendra Prasad et al.   GEODERMA

Machine Learning in Agriculture: A Review

(2018) Konstantinos Liakos et al.   SENSORS

Using machine learning to produce near surface soil moisture estimates from deeper in situ records at U.S. Climate Reference Network (USCRN) locations: Analysis and applications to AMSR-E satellite validation

(2016) Evan J. Coopersmith et al.   ADVANCES IN WATER RESOURCES

Estimation of Surface Soil Moisture in Irrigated Lands by Assimilation of Landsat Vegetation Indices, Surface Energy Balance Products, and Relevance Vector Machines

(2016) Alfonso Torres-Rua et al.   Water

Crop evapotranspiration estimation with FAO56: Past and future

(2015) Luis S. Pereira et al.   AGRICULTURAL WATER MANAGEMENT

Water management: Current and future challenges and research directions

(2015) William J. Cosgrove et al.   WATER RESOURCES RESEARCH

A critical review of soil moisture measurement

(2014) Susha Lekshmi S.U. et al.   MEASUREMENT

Soil moisture mapping using Sentinel-1 images: Algorithm and preliminary validation

(2013) S. Paloscia et al.   REMOTE SENSING OF ENVIRONMENT

Effects of different water levels on cotton growth and water use through drip irrigation in an arid region with saline ground water of Northwest China

(2012) Yaohu Kang et al.   AGRICULTURAL WATER MANAGEMENT

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

(2009) Sajjad Ahmad et al.   ADVANCES IN WATER RESOURCES