Use of multiple LIDAR-derived digital terrain indices and machine learning for high-resolution national-scale soil moisture mapping of the Swedish forest landscape

Rapid and Uninvasive Characterization of Bananas by Hyperspectral Imaging with Extreme Gradient Boosting (XGBoost)

(2021) Weiwen He et al.   ANALYTICAL LETTERS

The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

(2020) Davide Chicco et al.   BMC GENOMICS

Forest management influences the effects of streamside wet areas on stream ecosystems

(2020) Maitane Erdozain et al.   ECOLOGICAL APPLICATIONS

Comprehensive analysis of alternative downscaled soil moisture products

(2020) Sabah Sabaghy et al.   REMOTE SENSING OF ENVIRONMENT

Deep learning Using Physically-Informed Input Data for Wetland Identification

(2020) Gina L. O'Neil et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Digital soil mapping in a low-relief landscape to support wetland restoration decisions

(2020) Margaret A. Goldman et al.   GEODERMA

Multilayer Soil Moisture Mapping at a Regional Scale from Multisource Data via a Machine Learning Method

(2019) Linglin Zeng et al.   Remote Sensing

Using machine learning to generate high-resolution wet area maps for planning forest management: A study in a boreal forest landscape

(2019) William Lidberg et al.   AMBIO

A Comparative Assessment of Geostatistical, Machine Learning, and Hybrid Approaches for Mapping Topsoil Organic Carbon Content

(2019) Lin Chen et al.   ISPRS International Journal of Geo-Information

Large-scale probabilistic identification of boreal peatlands using Google Earth Engine, open-access satellite data, and machine learning

(2019) Evan Ross DeLancey et al.   PLoS One

GNSS-R Soil Moisture Retrieval Based on a XGboost Machine Learning Aided Method: Performance and Validation

(2019) Yan Jia et al.   Remote Sensing

Why Cohen’s Kappa should be avoided as performance measure in classification

(2019) Rosario Delgado et al.   PLoS One

GIS-based modeling of forest soil moisture regime classes: Using Rinker Lake in northwestern Ontario, Canada as a case study

(2019) C.E. Akumu et al.   GEODERMA

Forest productivity varies with soil moisture more than temperature in a small montane watershed

(2018) Liang Wei et al.   AGRICULTURAL AND FOREST METEOROLOGY

Very High Resolution Object-Based Land Use–Land Cover Urban Classification Using Extreme Gradient Boosting

(2018) Stefanos Georganos et al.   IEEE Geoscience and Remote Sensing Letters

Implementation of machine-learning classification in remote sensing: an applied review

(2018) Aaron E. Maxwell et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Sampling Designs for Validating Digital Soil Maps: A Review

(2018) Asim BISWAS et al.   PEDOSPHERE

Thermal detection of discrete riparian inflow points (DRIPs) during contrasting hydrological events

(2018) Stefan W. Ploum et al.   HYDROLOGICAL PROCESSES

Toward Global Soil Moisture Monitoring With Sentinel-1: Harnessing Assets and Overcoming Obstacles

(2018)   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Evaluating preprocessing methods of digital elevation models for hydrological modelling

(2017) William Lidberg et al.   HYDROLOGICAL PROCESSES

Management perspectives on Aqua incognita : Connectivity and cumulative effects of small natural and artificial streams in boreal forests

(2017) Lenka Kuglerová et al.   HYDROLOGICAL PROCESSES

Headwater stream length dynamics across four physiographic provinces of the Appalachian Highlands

(2017) Carrie K. Jensen et al.   HYDROLOGICAL PROCESSES

Synergetic Use of Sentinel-1 and Sentinel-2 Data for Soil Moisture Mapping at 100 m Resolution

(2017) Qi Gao et al.   SENSORS

Soil Moisture Remote Sensing: State-of-the-Science

(2017) Binayak P. Mohanty et al.   VADOSE ZONE JOURNAL

Evaluating topography-based predictions of shallow lateral groundwater discharge zones for a boreal lake-stream system

(2017) J. A. Leach et al.   WATER RESOURCES RESEARCH

Google Earth Engine, Open-Access Satellite Data, and Machine Learning in Support of Large-Area Probabilistic Wetland Mapping

(2017) Jennifer Hird et al.   Remote Sensing

Synergic Use of Sentinel-1 and Sentinel-2 Images for Operational Soil Moisture Mapping at High Spatial Resolution over Agricultural Areas

(2017) Mohammad El Hajj et al.   Remote Sensing

Ten quick tips for machine learning in computational biology

(2017) Davide Chicco   BioData Mining

Predicting Palustrine Wetland Probability Using Random Forest Machine Learning and Digital Elevation Data-Derived Terrain Variables

(2016) Aaron E. Maxwell et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Modelling the readiness of soil for different methods of tillage

(2016) G. Edwards et al.   SOIL & TILLAGE RESEARCH

Efficient hybrid breaching-filling sink removal methods for flow path enforcement in digital elevation models

(2015) John B. Lindsay   HYDROLOGICAL PROCESSES

Very high-resolution digital elevation models: are multi-scale derived variables ecologically relevant?

(2015) Kevin Leempoel et al.   Methods in Ecology and Evolution

Mapping Temporal Dynamics in a Forest Stream Network—Implications for Riparian Forest Management

(2015) Anneli Ågren et al.   Forests

Review of Machine Learning Approaches for Biomass and Soil Moisture Retrievals from Remote Sensing Data

(2015) Iftikhar Ali et al.   Remote Sensing

Towards optimizing riparian buffer zones: Ecological and biogeochemical implications for forest management

(2014) Lenka Kuglerová et al.   FOREST ECOLOGY AND MANAGEMENT

Improving forest operations planning through high-resolution flow-channel and wet-areas mapping

(2014) Paul N.C. Murphy et al.   FORESTRY CHRONICLE

Groundwater discharge creates hotspots of riparian plant species richness in a boreal forest stream network

(2013) Lenka Kuglerová et al.   ECOLOGY

Macropores and water flow in soils revisited

(2013) Keith Beven et al.   WATER RESOURCES RESEARCH

The Krycklan Catchment Study-A flagship infrastructure for hydrology, biogeochemistry, and climate research in the boreal landscape

(2013) Hjalmar Laudon et al.   WATER RESOURCES RESEARCH

Using the Cartographic Depth-to-Water Index to Locate Small Streams and Associated Wet Areas across Landscapes

(2012) Barry White et al.   Canadian Water Resources Journal

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Modelling and mapping topographic variations in forest soils at high resolution: A case study

(2011) Paul N.C. Murphy et al.   ECOLOGICAL MODELLING

Investigating soil moisture–climate interactions in a changing climate: A review

(2010) Sonia I. Seneviratne et al.   EARTH-SCIENCE REVIEWS

Modeling spatial patterns of saturated areas: A comparison of the topographic wetness index and a dynamic distributed model

(2009) T. Grabs et al.   JOURNAL OF HYDROLOGY

HAND, a new terrain descriptor using SRTM-DEM: Mapping terra-firme rainforest environments in Amazonia

(2008) Camilo Daleles Rennó et al.   REMOTE SENSING OF ENVIRONMENT