Application of the Random Forest Classifier to Map Irrigated Areas Using Google Earth Engine

Irrigation of World Agricultural Lands: Evolution through the Millennia

(2020) Andreas N. Angelakιs et al.   Water

Determination of the Normalized Difference Vegetation Index (NDVI) with Top-of-Canopy (TOC) Reflectance from a KOMPSAT-3A Image Using Orfeo ToolBox (OTB) Extension

(2020) Kiwon Lee et al.   ISPRS International Journal of Geo-Information

CHIRPS: Explaining random forest classification

(2020) Julian Hatwell et al.   ARTIFICIAL INTELLIGENCE REVIEW

An integrative analytical model for the water-energy-food nexus: South Africa case study

(2020) Luxon Nhamo et al.   ENVIRONMENTAL SCIENCE & POLICY

Prospects of Improving Agricultural and Water Productivity through Unmanned Aerial Vehicles

(2020) Luxon Nhamo et al.   Agriculture-Basel

Nexus planning as a pathway towards sustainable environmental and human health post Covid-19

(2020) Luxon Nhamo et al.   ENVIRONMENTAL RESEARCH

Does environmental data increase the accuracy of land use and land cover classification?

(2020) Leiliane Bozzi Zeferino et al.   International Journal of Applied Earth Observation and Geoinformation

Climate Change Impacts on Water and Agriculture Sectors in Southern Africa: Threats and Opportunities for Sustainable Development

(2020) Charles Nhemachena et al.   Water

Comparing different classification algorithms for monitoring mangrove cover changes in southern Iran

(2019) Neda Bihamta Toosi et al.   Global Ecology and Conservation

Land cover and land use classification performance of machine learning algorithms in a boreal landscape using Sentinel-2 data

(2019) Abdulhakim Mohamed Abdi   GIScience & Remote Sensing

Recent advances and applications of machine learning in solid-state materials science

(2019) Jonathan Schmidt et al.   npj Computational Materials

An assessment of groundwater use in irrigated agriculture using multi-spectral remote sensing

(2019) Luxon Nhamo et al.   PHYSICS AND CHEMISTRY OF THE EARTH

Rainfall variability and its effects on growing period and grain yield for rainfed lowland rice under transplanting system in Northeast Thailand

(2019) Sukanya Sujariya et al.   PLANT PRODUCTION SCIENCE

Climate response of rainfed versus irrigated farms: the bias of farm heterogeneity in irrigation

(2018) Janka Vanschoenwinkel et al.   CLIMATIC CHANGE

Large-scale prerain vegetation green-up across Africa

(2018) Tracy Adole et al.   GLOBAL CHANGE BIOLOGY

Decision-Tree, Rule-Based, and Random Forest Classification of High-Resolution Multispectral Imagery for Wetland Mapping and Inventory

(2018) Tedros Berhane et al.   Remote Sensing

Improving the Accuracy of Remotely Sensed Irrigated Areas Using Post-Classification Enhancement Through UAV Capability

(2018) Luxon Nhamo et al.   Remote Sensing

The Water-Energy-Food Nexus: Climate Risks and Opportunities in Southern Africa

(2018) Luxon Nhamo et al.   Water

Land-cover mapping using Random Forest classification and incorporating NDVI time-series and texture: a case study of central Shandong

(2018) Yuhao Jin et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A 30-m landsat-derived cropland extent product of Australia and China using random forest machine learning algorithm on Google Earth Engine cloud computing platform

(2018) Pardhasaradhi Teluguntla et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Challenges and opportunities for revitalising smallholder irrigation schemes in South Africa

(2018) M Fanadzo et al.   WATER SA

Climate Change Adaptation through the Water-Energy-Food Nexus in Southern Africa

(2018) Sylvester Mpandeli et al.   International Journal of Environmental Research and Public Health

Prospects for Improving Irrigated Agriculture in Southern Africa: Linking Water, Energy and Food

(2018) Tafadzwanashe Mabhaudhi et al.   Water

Learning from the Ancient Maya: Exploring the Impact of Drought on Population Dynamics

(2018) Linda Kuil et al.   ECOLOGICAL ECONOMICS

Google Earth Engine: Planetary-scale geospatial analysis for everyone

(2017) Noel Gorelick et al.   REMOTE SENSING OF ENVIRONMENT

Towards improved land use mapping of irrigated croplands: performance assessment of different image classification algorithms and approaches

(2017) Amit Kumar Basukala et al.   European Journal of Remote Sensing

Nominal 30-m Cropland Extent Map of Continental Africa by Integrating Pixel-Based and Object-Based Algorithms Using Sentinel-2 and Landsat-8 Data on Google Earth Engine

(2017) Jun Xiong et al.   Remote Sensing

Improving Water Sustainability and Food Security through Increased Crop Water Productivity in Malawi

(2016) Luxon Nhamo et al.   Water

Feeding the world into the future – food and nutrition security: the role of food science and technology†

(2016) Jenny (Jingxin) Tian et al.   Frontiers in Life Science

Remotely sensed high resolution irrigated area mapping in India for 2000 to 2015

(2016) Anukesh Krishnankutty Ambika et al.   Scientific Data

Water management: Current and future challenges and research directions

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

Water Scarcity and Future Challenges for Food Production

(2015) Noemi Mancosu et al.   Water

Smallholder irrigation schemes in South Africa: A review of knowledge generated by the Water Research Commission

(2011) W Van Averbeke et al.   WATER SA

MIRCA2000-Global monthly irrigated and rainfed crop areas around the year 2000: A new high-resolution data set for agricultural and hydrological modeling

(2010) Felix T. Portmann et al.   GLOBAL BIOGEOCHEMICAL CYCLES