Machine learning applied for Antarctic soil mapping: Spatial prediction of soil texture for Maritime Antarctica and Northern Antarctic Peninsula

Soilscapes and geoenvironments at Stansbury Peninsula, Nelson Island, maritime Antarctica

(2023) Martin Meier et al.   CATENA

Acid sulfate soils from Antarctica: genesis and properties along a climatic gradient

(2022) RAFAEL G. SIQUEIRA et al.   ANAIS DA ACADEMIA BRASILEIRA DE CIENCIAS

Soil pockets phosphatization and chemical weathering of sites affected by flying birds of Maritime Antarctica

(2022) DAVÍ DO VALE LOPES et al.   ANAIS DA ACADEMIA BRASILEIRA DE CIENCIAS

Morphological and physico-chemical properties of Cryosoils in the Bulgarian antarctic base on Livingston island, Antarctica

(2022) Rositsa Ilieva et al.   Silva Balcanica

Soil organic matter accumulation before, during, and after the last glacial maximum in Byers Peninsula, Maritime Antarctica

(2022) Jônatas Pedro da Silva et al.   GEODERMA

Present and Future of Rainfall in Antarctica

(2021) É. Vignon et al.   GEOPHYSICAL RESEARCH LETTERS

A lithostratigraphical and chronological study of Oligocene-Miocene sequences on eastern King George Island, South Shetland Islands (Antarctica), and correlation of glacial episodes with global isotope events

(2021) John L. Smellie et al.   ANTARCTIC SCIENCE

Lithostratigraphy, age and distribution of Eocene volcanic sequences on eastern King George Island, South Shetland Islands, Antarctica

(2021) John L. Smellie et al.   ANTARCTIC SCIENCE

Phosphatization under birds' activity: Ornithogenesis at different scales on Antarctic Soilscapes

(2021) William Fortes Rodrigues et al.   GEODERMA

Soil predictors are crucial for modelling vegetation distribution and its responses to climate change

(2021) Guilherme de Castro Oliveira et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Influence of prokaryotic microorganisms on initial soil formation along a glacier forefield on King George Island, maritime Antarctica

(2021) Patryk Krauze et al.   Scientific Reports

Evaluation of machine learning algorithms to classify and map landforms in Antarctica

(2021) Rafael G. Siqueira et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Modeling soil landscapes and soil textures using hyperscale terrain attributes

(2021) Sativandi Riza et al.   GEODERMA

Distribution and contamination assessment of heavy metals in soils and sediments from the Fildes Peninsula and Ardley Island in King George Island, Antarctica

(2021) Jing Lin et al.   POLAR RESEARCH

Abiotic factors influencing soil microbial activity in the northern Antarctic Peninsula region

(2020) F.J. Díaz-Puente et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Soil cover of the Fildes Peninsula (King George Island, West Antarctica)

(2020) A.V. Lupachev et al.   CATENA

Multi-task convolutional neural networks outperformed random forest for mapping soil particle size fractions in central Iran

(2020) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Clay mineralogy and micropedology of phosphate-rich soils from Lions Rump, Maritime Antarctica

(2020) Ivan Carlos Carreira Almeida et al.   JOURNAL OF SOUTH AMERICAN EARTH SCIENCES

Digital mapping of soil texture classes using Random Forest classification algorithm Digital mapping of soil texture classes

(2020) S. Dharumarajan et al.   SOIL USE AND MANAGEMENT

Sulfurization, acid-sulfate soils and active layer monitoring at the semiarid Seymour Island, Antarctica

(2020) Davi Feital Gjorup et al.   Geoderma Regional

Weathering and pedogenesis of sediments and basaltic rocks on Vega Island, Antarctic Peninsula

(2020) Rafael G. Siqueira et al.   GEODERMA

Hydrogeochemistry and chemical weathering in a periglacial environment of Maritime Antarctica

(2020) Davi do Vale Lopes et al.   CATENA

Predicting soil properties in 3D: Should depth be a covariate?

(2020) Yuxin Ma et al.   GEODERMA

Modelling and mapping soil organic carbon stocks in Brazil

(2019) Lucas Carvalho Gomes et al.   GEODERMA

Geospatial modeling of surface soil texture of agricultural land using fuzzy logic, geostatistics and GIS techniques

(2019) Javad Seyedmohammadi et al.   COMMUNICATIONS IN SOIL SCIENCE AND PLANT ANALYSIS

Soil-landscape interplays at Harmony Point, Nelson Island, Maritime Antarctica: Chemistry, mineralogy and classification

(2019) William Fortes Rodrigues et al.   GEOMORPHOLOGY

Concretionary horizons, unusual pedogenetic processes and features of sulfate affected soils from Antarctica

(2019) Davi do Vale Lopes et al.   GEODERMA

Relative prediction intervals reveal larger uncertainty in 3D approaches to predictive digital soil mapping of soil properties with legacy data

(2019) Travis W. Nauman et al.   GEODERMA

Importance of spatial predictor variable selection in machine learning applications – Moving from data reproduction to spatial prediction

(2019) Hanna Meyer et al.   ECOLOGICAL MODELLING

Some practical aspects of predicting texture data in digital soil mapping

(2019) Alireza Amirian-Chakan et al.   SOIL & TILLAGE RESEARCH

How does the pedoenvironmental gradient shape non-vascular species assemblages and community structures in Maritime Antarctica?

(2019) Daniela Schmitz et al.   ECOLOGICAL INDICATORS

Selecting appropriate machine learning methods for digital soil mapping

(2019) Yones Khaledian et al.   APPLIED MATHEMATICAL MODELLING

Soil organic carbon stocks and their determining factors in the Dano catchment (Southwest Burkina Faso)

(2018) Ozias K.L. Hounkpatin et al.   CATENA

Interpreting environmental changes from radionuclides and soil characteristics in different landform contexts of Elephant Island (maritime Antarctica)

(2018) Ana Navas et al.   LAND DEGRADATION & DEVELOPMENT

Modelling of soil texture and its verification with related soil properties

(2018) M. Shahadat Hossain et al.   Soil Research

Mineralogy and chemical composition of Cryosols and Andosols in Antarctica

(2018) V. Vlček et al.   Soil and Water Research

Surface clay formation during short-term warmer and wetter conditions on a largely cold ancient Mars

(2018) Janice L. Bishop et al.   Nature Astronomy

Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran

(2018) Mojtaba Zeraatpisheh et al.   GEODERMA

Soil organic carbon and texture retrieving and mapping using proximal, airborne and Sentinel-2 spectral imaging

(2018) Asa Gholizadeh et al.   REMOTE SENSING OF ENVIRONMENT

Semi-arid soils from a topolithosequence at James Ross Island, Weddell Sea region, Antarctica: Chemistry, mineralogy, genesis and classification

(2018) Mayara Daher et al.   GEOMORPHOLOGY

Merging country, continental and global predictions of soil texture: Lessons from ensemble modelling in France

(2018) Manon Caubet et al.   GEODERMA

Ornithogenic soils on basalts from maritime Antarctica

(2018) Mayara Daher et al.   CATENA

Using quantile regression forest to estimate uncertainty of digital soil mapping products

(2017) Kévin Vaysse et al.   GEODERMA

Biota and geomorphic processes as key environmental factors controlling soil formation at Elephant Point, Maritime Antarctica

(2017) A. González-Guzmán et al.   GEODERMA

Prediction of topsoil texture for Region Centre (France) applying model ensemble methods

(2017) Mercedes Román Dobarco et al.   GEODERMA

Soil organic carbon and nitrogen pools drive soil C-CO2 emissions from selected soils in Maritime Antarctica

(2017) C.V. Pires et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Radionuclides and soil properties as indicators of glacier retreat in a recently deglaciated permafrost environment of the Maritime Antarctica

(2017) Ana Navas et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Soil Contamination by Toxic Metals Near an Antarctic Refuge in Robert Island, Maritime Antarctica: A Monitoring Strategy

(2017) Elias de Lima Neto et al.   WATER AIR AND SOIL POLLUTION

Climatologies at high resolution for the earth’s land surface areas

(2017) Dirk Nikolaus Karger et al.   Scientific Data

Spatial prediction of soil surface texture in a semiarid region using random forest and multiple linear regressions

(2016) César da Silva Chagas et al.   CATENA

Comparison of boosted regression tree and random forest models for mapping topsoil organic carbon concentration in an alpine ecosystem

(2016) Ren-Min Yang et al.   ECOLOGICAL INDICATORS

A case for chemical weathering in soils of Hurd Peninsula, Livingston Island, South Shetland Islands, Antarctica

(2016) Nicholas W. Haus et al.   GEODERMA

Digital soil mapping: A brief history and some lessons

(2016) Budiman Minasny et al.   GEODERMA

Mapping topsoil physical properties at European scale using the LUCAS database

(2016) Cristiano Ballabio et al.   GEODERMA

Geospatial variability of soil CO 2 –C exchange in the main terrestrial ecosystems of Keller Peninsula, Maritime Antarctica

(2016) A. Thomazini et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A random forest guided tour

(2016) Gérard Biau et al.   TEST

A random forest guided tour

(2016) Gérard Biau et al.   TEST

GIS-fuzzy logic based approach in modeling soil texture: Using parts of the Clay Belt and Hornepayne region in Ontario Canada as a case study

(2015) C.E. Akumu et al.   GEODERMA

Machine learning for predicting soil classes in three semi-arid landscapes

(2015) Colby W. Brungard et al.   GEODERMA

Soils and Landforms at Hope Bay, Antarctic Peninsula: Formation, Classification, Distribution, and Relationships

(2015) Carlos Ernesto G. Reynaud Schaefer et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Visible and near infrared spectroscopy for predicting texture in forest soil: an application in southern Italy

(2015) M Conforti et al.   iForest-Biogeosciences and Forestry

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

Mapping Soil Properties of Africa at 250 m Resolution: Random Forests Significantly Improve Current Predictions

(2015) Tomislav Hengl et al.   PLoS One

Holistic environmental soil-landscape modeling of soil organic carbon

(2014) Xiong Xiong et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Digital mapping of soil properties in Canadian managed forests at 250m of resolution using the k-nearest neighbor method

(2014) Nicolas Mansuy et al.   GEODERMA

A regional-scale assessment of digital mapping of soil attributes in a tropical hillslope environment

(2014) Waldir de Carvalho Junior et al.   GEODERMA

Soils and landforms from Fildes Peninsula and Ardley Island, Maritime Antarctica

(2014) Roberto F.M. Michel et al.   GEOMORPHOLOGY

Digital Mapping of Soil Particle-Size Fractions for Nigeria

(2014) Stephen I. C. Akpa et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Plant communities as a key factor in biogeochemical processes involving micronutrients (Fe, Mn, Co, and Cu) in Antarctic soils (Byers Peninsula, maritime Antarctica)

(2013) X.L. Otero et al.   GEODERMA

Genesis, mineralogy and ecological significance of ornithogenic soils from a semi-desert polar landscape at Hope Bay, Antarctic Peninsula

(2013) Thiago Torres C. Pereira et al.   GEODERMA

High-Resolution 3-D Mapping of Soil Texture in Denmark

(2013) Kabindra Adhikari et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Clay Mineralogy of Gelic Soils from the Fildes Peninsula, Maritime Antarctica

(2013) Thiago Mendonça et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

In situ methane and nitrous oxide fluxes in soil from a transect in Hennequin Point, King George Island, Antarctic

(2012) Frederico Costa Beber Vieira et al.   CHEMOSPHERE

Geomorphology and soils distribution under paraglacial conditions in an ice-free area of Admiralty Bay, King George Island, Antarctica

(2011) Marcio Rocha Francelino et al.   CATENA

Quantifying the ability of environmental parameters to predict soil texture fractions using regression-tree model with GIS and LIDAR data: The case study of Denmark

(2011) Mogens H. Greve et al.   ECOLOGICAL INDICATORS

The impact of different soil parameters on the community structure of dominant bacteria from nine different soils located on Livingston Island, South Shetland Archipelago, Antarctica

(2011) Lars Ganzert et al.   FEMS MICROBIOLOGY ECOLOGY

Uncertainty in the spatial prediction of soil texture

(2011) Mareike Ließ et al.   GEODERMA

Periglacial processes and landforms in the South Shetland Islands (northern Antarctic Peninsula region)

(2011) Jerónimo López-Martínez et al.   GEOMORPHOLOGY

Distribution and characterization of soils and landform relationships in Byers Peninsula, Livingston Island, Maritime Antarctica

(2011) Pedro Adnet Moura et al.   GEOMORPHOLOGY

Estimating base cation weathering rates in Canadian forest soils using a simple texture-based model

(2010) Ina S. Koseva et al.   BIOGEOCHEMISTRY

Empirical estimates of uncertainty for mapping continuous depth functions of soil attributes

(2010) B.P. Malone et al.   GEODERMA

Holocene isostatic uplift of the South Shetland Islands, Antarctic Peninsula, modelled from raised beaches

(2010) P.T. Fretwell et al.   QUATERNARY SCIENCE REVIEWS

Predict soil texture distributions using an artificial neural network model

(2008) Zhengyong Zhao et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Genesis, properties and classification of Cryosols from Admiralty Bay, maritime Antarctica

(2007) Felipe N.B. Simas et al.   GEODERMA

Soil characteristics on varying lithological substrates in the South Shetland Islands, maritime Antarctica

(2007) Ana Navas et al.   GEODERMA