Machine learning data-driven approaches for land use/cover mapping and trend analysis using Google Earth Engine

A deep learning convolutional neural network algorithm for detecting saline flow sources and mapping the environmental impacts of the Urmia Lake drought in Iran

(2021) Bakhtiar Feizizadeh et al.   CATENA

Object-Based Thermal Remote-Sensing Analysis for Fault Detection in Mashhad County, Iran

(2020) Bakhtiar Feizizadeh et al.   CANADIAN JOURNAL OF REMOTE SENSING

Application of remote sensing techniques and machine learning algorithms in dust source detection and dust source susceptibility mapping

(2020) Mahdi Boroughani et al.   Ecological Informatics

Examining earliest identifiable timing of crops using all available Sentinel 1/2 imagery and Google Earth Engine

(2020) Nanshan You et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mapping Landslides on EO Data: Performance of Deep Learning Models vs. Traditional Machine Learning Models

(2020) Nikhil Prakash et al.   Remote Sensing

Prediction of droughts over Pakistan using machine learning algorithms

(2020) Najeebullah Khan et al.   ADVANCES IN WATER RESOURCES

Soil salinity analysis of Urmia Lake Basin using Landsat-8 OLI and Sentinel-2A based spectral indices and electrical conductivity measurements

(2020) Taha Gorji et al.   ECOLOGICAL INDICATORS

A comparative study of land subsidence susceptibility mapping of Tasuj plane, Iran, using boosted regression tree, random forest and classification and regression tree methods

(2020) Hamid Ebrahimy et al.   Environmental Earth Sciences

Shallow Landslide Susceptibility Mapping: A Comparison between Logistic Model Tree, Logistic Regression, Naïve Bayes Tree, Artificial Neural Network, and Support Vector Machine Algorithms

(2020) Viet-Ha Nhu et al.   International Journal of Environmental Research and Public Health

Integration of convolutional neural network and conventional machine learning classifiers for landslide susceptibility mapping

(2020) Zhice Fang et al.   COMPUTERS & GEOSCIENCES

AgKit4EE: A toolkit for agricultural land use modeling of the conterminous United States based on Google Earth Engine

(2020) Chen Zhang et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Spatial prediction of PM10 concentration using machine learning algorithms in Ankara, Turkey

(2020) Aslı Bozdağ et al.   ENVIRONMENTAL POLLUTION

Landslide susceptibility mapping using machine learning algorithms and comparison of their performance at Abha Basin, Asir Region, Saudi Arabia

(2020) Ahmed Mohamed Youssef et al.   Geoscience Frontiers

Mapping croplands of Europe, Middle East, Russia, and Central Asia using Landsat, Random Forest, and Google Earth Engine

(2020) Aparna R. Phalke et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Using NASA Earth observations and Google Earth Engine to map winter cover crop conservation performance in the Chesapeake Bay watershed

(2020) Alison Thieme et al.   REMOTE SENSING OF ENVIRONMENT

Landsat-7 and ASTER remote sensing satellite imagery for identification of iron skarn mineralization in metamorphic regions

(2020) Hooman Moradpour et al.   Geocarto International

A comparative evaluation of supervised machine learning algorithms for township level landslide susceptibility zonation in parts of Indian Himalayas

(2020) Bipin Peethambaran et al.   CATENA

Exploratory Analysis of Driving Force of Wildfires in Australia: An Application of Machine Learning within Google Earth Engine

(2020) Andrea Sulova et al.   Remote Sensing

A GIS-Based Approach for Spatially-Explicit Sustainable Development Assessments in East Azerbaijan Province, Iran

(2020) Parviz Mohamadzadeh et al.   Sustainability

An efficient GIS-based approach for sustainability assessment of urban drinking water consumption patterns: A study in Tabriz city, Iran

(2020) Bakhtiar Feizizadeh et al.   Sustainable Cities and Society

An object based image analysis applied for volcanic and glacial landforms mapping in Sahand Mountain, Iran

(2020) Bakhtiar Feizizadeh et al.   CATENA

Continuous monitoring of land disturbance based on Landsat time series

(2019) Zhe Zhu et al.   REMOTE SENSING OF ENVIRONMENT

Overgrazing leads to soil cracking that later triggers the severe degradation of alpine meadows on the Tibetan Plateau

(2019) Yujie Niu et al.   LAND DEGRADATION & DEVELOPMENT

Drivers, Process, and Consequences of Native Grassland Degradation: Insights from a Literature Review and a Survey in Río de la Plata Grasslands

(2019) Guadalupe Tiscornia et al.   Agronomy-Basel

Exploring an efficient sandy barren index for rapid mapping of sandy barren land from Landsat TM/OLI images

(2019) Hongmei Zhao et al.   International Journal of Applied Earth Observation and Geoinformation

Sedimentological characteristics and application of machine learning techniques for landslide susceptibility modelling along the highway corridor Nahan to Rajgarh (Himachal Pradesh), India

(2019) Vijendra Kumar Pandey et al.   CATENA

Machine-learned prediction of annual crop planting in the U.S. Corn Belt based on historical crop planting maps

(2019) Chen Zhang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A Semi-Automated Object-Based Gully Networks Detection Using Different Machine Learning Models: A Case Study of Bowen Catchment, Queensland, Australia

(2019) Hejar Shahabi et al.   SENSORS

Fuzzy Object-Based Image Analysis Methods Using Sentinel-2A and Landsat-8 Data to Map and Characterize Soil Surface Residue

(2019) Payam Najafi et al.   Remote Sensing

A remote sensing and artificial neural network-based integrated agricultural drought index: Index development and applications

(2019) Xianfeng Liu et al.   CATENA

Machine learning-based detection of soil salinity in an arid desert region, Northwest China: A comparison between Landsat-8 OLI and Sentinel-2 MSI

(2019) Jingzhe Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Application of Probabilistic and Machine Learning Models for Groundwater Potentiality Mapping in Damghan Sedimentary Plain, Iran

(2019) Alireza Arabameri et al.   Remote Sensing

A Novel Approach of Fuzzy Dempster–Shafer Theory for Spatial Uncertainty Analysis and Accuracy Assessment of Object-Based Image Classification

(2018) Bakhtiar Feizizadeh   IEEE Geoscience and Remote Sensing Letters

Sentinel-2 cropland mapping using pixel-based and object-based time-weighted dynamic time warping analysis

(2018) Mariana Belgiu et al.   REMOTE SENSING OF ENVIRONMENT

A novel ensemble approach of bivariate statistical-based logistic model tree classifier for landslide susceptibility assessment

(2018) Wei Chen et al.   Geocarto International

Participatory mapping of forest plantations with Open Foris and Google Earth Engine

(2018) J. Koskinen et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Machine learning performance for predicting soil salinity using different combinations of geomorphometric covariates

(2017) Divan Vermeulen et al.   GEODERMA

Evaluation of different machine learning models for predicting and mapping the susceptibility of gully erosion

(2017) Omid Rahmati et al.   GEOMORPHOLOGY

Evaluating fuzzy operators of an object-based image analysis for detecting landslides and their changes

(2017) Bakhtiar Feizizadeh et al.   GEOMORPHOLOGY

Classifying urban land use by integrating remote sensing and social media data

(2017) Xiaoping Liu et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Points of Significance: Classification and regression trees

(2017) Martin Krzywinski et al.   NATURE METHODS

Mapping major land cover dynamics in Beijing using all Landsat images in Google Earth Engine

(2017) Huabing Huang et al.   REMOTE SENSING OF ENVIRONMENT

Evaluating the influence of geo-environmental factors on gully erosion in a semi-arid region of Iran: An integrated framework

(2017) Omid Rahmati et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Operational High Resolution Land Cover Map Production at the Country Scale Using Satellite Image Time Series

(2017) Jordi Inglada et al.   Remote Sensing

AgriSuit: A web-based GIS-MCDA framework for agricultural land suitability assessment

(2016) S.G. Yalew et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Parcel-Based Crop Classification in Ukraine Using Landsat-8 Data and Sentinel-1A Data

(2016) Nataliia Kussul et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Physically-Based Modelling of the Post-Fire Runoff Response of a Forest Catchment in Central Portugal: Using Field versus Remote Sensing Based Estimates of Vegetation Recovery

(2016) Christel M. Van Eck et al.   LAND DEGRADATION & DEVELOPMENT

Flood susceptibility assessment using GIS-based support vector machine model with different kernel types

(2015) Mahyat Shafapour Tehrany et al.   CATENA

Web technologies for environmental Big Data

(2015) Claudia Vitolo et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Decadal changes in the land use/land cover and shoreline along the coastal districts of southern Gujarat, India

(2015) A. Misra et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Random Forest and Rotation Forest for fully polarized SAR image classification using polarimetric and spatial features

(2015) Peijun Du et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Rangelands of Central Asia: challenges and opportunities

(2015) Alisher Mirzabaev et al.   Journal of Arid Land

Object-based gully system prediction from medium resolution imagery using Random Forests

(2014) Rajesh B.V. Shruthi et al.   GEOMORPHOLOGY

Object-Based Image Analysis and Digital Terrain Analysis for Locating Landslides in the Urmia Lake Basin, Iran

(2014) Thomas Blaschke et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

An uncertainty and sensitivity analysis approach for GIS-based multicriteria landslide susceptibility mapping

(2014) Bakhtiar Feizizadeh et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Fifty Years of Classification and Regression Trees

(2014) Wei-Yin Loh   INTERNATIONAL STATISTICAL REVIEW

Geological mapping using remote sensing data: A comparison of five machine learning algorithms, their response to variations in the spatial distribution of training data and the use of explicit spatial information

(2013) Matthew J. Cracknell et al.   COMPUTERS & GEOSCIENCES

A GIS based spatially-explicit sensitivity and uncertainty analysis approach for multi-criteria decision analysis

(2013) Bakhtiar Feizizadeh et al.   COMPUTERS & GEOSCIENCES

Heavy metals pollution in the soils of suburban areas in big cities: a case study

(2013) H. Taghipour et al.   International Journal of Environmental Science and Technology

Change detection from remotely sensed images: From pixel-based to object-based approaches

(2013) Masroor Hussain et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Separation of large scale water storage patterns over Iran using GRACE, altimetry and hydrological data

(2013) E. Forootan et al.   REMOTE SENSING OF ENVIRONMENT

Groundwater depletion in the Middle East from GRACE with implications for transboundary water management in the Tigris-Euphrates-Western Iran region

(2013) Katalyn A. Voss et al.   WATER RESOURCES RESEARCH

Support Vector Machines for Landslide Susceptibility Mapping: The Staffora River Basin Case Study, Italy

(2012) Cristiano Ballabio et al.   Mathematical Geosciences

A review of large area monitoring of land cover change using Landsat data

(2012) Matthew C. Hansen et al.   REMOTE SENSING OF ENVIRONMENT

Spatial analysis of remote sensing image classification accuracy

(2012) Alexis Comber et al.   REMOTE SENSING OF ENVIRONMENT

Observed climate variability and change in Urmia Lake Basin, Iran

(2012) A. H. Delju et al.   THEORETICAL AND APPLIED CLIMATOLOGY

An assessment of the effectiveness of a random forest classifier for land-cover classification

(2011) V.F. Rodriguez-Galiano et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Object-oriented mapping of landslides using Random Forests

(2011) André Stumpf et al.   REMOTE SENSING OF ENVIRONMENT

A reprocessing for climate of sea surface temperature from the along-track scanning radiometers: Basis in radiative transfer

(2011) Owen Embury et al.   REMOTE SENSING OF ENVIRONMENT

Determining the Main Factors in Declining the Urmia Lake Level by Using System Dynamics Modeling

(2011) Elmira Hassanzadeh et al.   WATER RESOURCES MANAGEMENT

Influence of geomorphology and bathymetry on the effects of the 2004 tsunami at Colachel, South India

(2010) C. Hentry et al.   Bulletin of Engineering Geology and the Environment

Rangeland degradation in North China: Perceptions of pastoralists

(2010) Peter Ho et al.   ENVIRONMENTAL RESEARCH

Object based image analysis for remote sensing

(2009) T. Blaschke   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Landscape effects of environmental impact on bay-area wetlands under rapid urban expansion and development policy: A case study of Lianyungang, China

(2009) Yangfan Li et al.   LANDSCAPE AND URBAN PLANNING