Intelligent classification and analysis of regional landforms based on automatic feature selection

Identification of the hydrochemical features, genesis, water quality and potential health hazards of groundwater in Dawen River Basin, North China

(2023) Jiutan Liu et al.   ECOLOGICAL INDICATORS

Explainable GeoAI: can saliency maps help interpret artificial intelligence’s learning process? An empirical study on natural feature detection

(2023) Chia-Yu Hsu et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Deep learning for check dam area extraction with optical images and digital elevation model: A case study in the hilly and gully regions of the Loess Plateau, China

(2023) Liquan Sun et al.   EARTH SURFACE PROCESSES AND LANDFORMS

A 30 m global map of elevation with forests and buildings removed

(2022) Laurence Hawker et al.   Environmental Research Letters

Using an Explainable Machine Learning Approach to Characterize Earth System Model Errors: Application of SHAP Analysis to Modeling Lightning Flash Occurrence

(2022) Sam J. Silva et al.   Journal of Advances in Modeling Earth Systems

Landform classification based on landform geospatial structure – a case study on Loess Plateau of China

(2022) Siwei Lin et al.   International Journal of Digital Earth

Global DEMs vary from one to another: an evaluation of newly released Copernicus, NASA and AW3D30 DEM on selected terrains of China using ICESat-2 altimetry data

(2022) Hui Li et al.   International Journal of Digital Earth

Distributed rainfall-runoff simulation for a large-scale karst catchment by incorporating landform and topography into the DDRM model parameters

(2022) Shilei Chen et al.   JOURNAL OF HYDROLOGY

Geomorphometry and terrain analysis: data, methods, platforms and applications

(2022) Liyang Xiong et al.   EARTH-SCIENCE REVIEWS

Explaining Intrusion Detection-Based Convolutional Neural Networks Using Shapley Additive Explanations (SHAP)

(2022) Remah Younisse et al.   Big Data and Cognitive Computing

Provenance and paleoclimatic implications of loess deposits in Shandong Province, eastern China

(2021) Yongda Wang et al.   QUATERNARY RESEARCH

Microlandform classification method for grid DEMs based on support vector machine

(2021) Fangbin Zhou et al.   Arabian Journal of Geosciences

Feature Selection for Classification using Principal Component Analysis and Information Gain

(2021) Erick Odhiambo Omuya et al.   EXPERT SYSTEMS WITH APPLICATIONS

Terraces mapping by using deep learning approach from remote sensing images and digital elevation models

(2021) Fei Zhao et al.   Transactions in GIS

Object‐based large‐scale terrain classification combined with segmentation optimization and terrain features: A case study in China

(2021) Jiaming Na et al.   Transactions in GIS

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

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

Comparing geomorphological maps made manually and by deep learning

(2021) W. Marijn Meij et al.   EARTH SURFACE PROCESSES AND LANDFORMS

A new metric for morphologic variability using landform shape classification via supervised machine learning

(2021) Cassandra A.P. Brigham et al.   GEOMORPHOLOGY

An Exploratory Evaluation of Multiscale Data Analysis for Landform Element Detection on High-Resolution DEM

(2021) Xiran Zhou et al.   IEEE Geoscience and Remote Sensing Letters

Remote Sensing Scene Classification via Multi-Branch Local Attention Network

(2021) Si-Bao Chen et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Comparison of optimized object-based RF-DT algorithm and SegNet algorithm for classifying Karst wetland vegetation communities using ultra-high spatial resolution UAV data

(2021) Bolin Fu et al.   International Journal of Applied Earth Observation and Geoinformation

Zoning regulation and development model for water and land resources in the Karst Mountainous Region of Southwest China

(2021) Kun Tan et al.   LAND USE POLICY

GeoAI in terrain analysis: Enabling multi-source deep learning and data fusion for natural feature detection

(2021) Sizhe Wang et al.   COMPUTERS ENVIRONMENT AND URBAN SYSTEMS

AI-based identification of low-frequency debris flow catchments in the Bailong River basin, China

(2020) Yan Zhao et al.   GEOMORPHOLOGY

Deep learning for dune pattern mapping with the AW3D30 global surface model

(2020) Samuel Shumack et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Deep learning-based approach for landform classification from integrated data sources of digital elevation model and imagery

(2020) Sijin Li et al.   GEOMORPHOLOGY

High-resolution mapping of spatial heterogeneity in ice wedge polygon geomorphology near Prudhoe Bay, Alaska

(2020) Charles J. Abolt et al.   Scientific Data

Failure mode and effects analysis of RC members based on machine-learning-based SHapley Additive exPlanations (SHAP) approach

(2020) Sujith Mangalathu et al.   ENGINEERING STRUCTURES

Fluvial or aeolian? Unravelling the origin of the silty clayey sediment cover of terraces in the Hanzhong Basin (Qinling Mountains, central China)

(2020) Unze van Buuren et al.   GEOMORPHOLOGY

Vertical Accuracy of Freely Available Global Digital Elevation Models (ASTER, AW3D30, MERIT, TanDEM-X, SRTM, and NASADEM)

(2020) Evelyn Uuemaa et al.   Remote Sensing

Automated detection of rock glaciers using deep learning and object-based image analysis

(2020) Benjamin Aubrey Robson et al.   REMOTE SENSING OF ENVIRONMENT

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

(2020) Bakhtiar Feizizadeh et al.   CATENA

A feature selection algorithm of decision tree based on feature weight

(2020) HongFang Zhou et al.   EXPERT SYSTEMS WITH APPLICATIONS

Deep learning model for seabed sediment classification based on fuzzy ranking feature optimization

(2020) Xiaodong Cui et al.   MARINE GEOLOGY

Feature selection using bare-bones particle swarm optimization with mutual information

(2020) Xian-fang Song et al.   PATTERN RECOGNITION

Classification of Karst Fenglin and Fengcong Landform Units Based on Spatial Relations of Terrain Feature Points from DEMs

(2019) Xianwu Yang et al.   Remote Sensing

Land Form Classification and Similar Land-Shape Discovery by Using Complex-Valued Convolutional Neural Networks

(2019) Yuki Sunaga et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Artificial intelligence classification of wetland vegetation morphology based on deep convolutional neural network

(2019) Ping Lin et al.   NATURAL RESOURCE MODELING

Multi-modal deep learning for landform recognition

(2019) Lin Du et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Stability of feature selection algorithm: A review

(2019) Utkarsh Mahadeo Khaire et al.   Journal of King Saud University-Computer and Information Sciences

Application of Ensemble-Based Machine Learning Models to Landslide Susceptibility Mapping

(2018) Prima Kadavi et al.   Remote Sensing

Semi-automated object-based landform classification modelling in a part of the Deccan Plateau of central India

(2017) S. Chattaraj et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Automatic recognition of loess landforms using Random Forest method

(2017) Wu-fan Zhao et al.   Journal of Mountain Science

Local binary features for texture classification: Taxonomy and experimental study

(2017) Li Liu et al.   PATTERN RECOGNITION

Landform-related permafrost characteristics in the source area of the Yellow River, eastern Qinghai-Tibet Plateau

(2016) Jing Li et al.   GEOMORPHOLOGY

Selecting optimal conditioning factors in shallow translational landslide susceptibility mapping using genetic algorithm

(2015) Taskin Kavzoglu et al.   ENGINEERING GEOLOGY

Application of kernel-genetic algorithm as nonlinear feature selection in tropical wood species recognition system

(2013) Rubiyah Yusof et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Automated object-based classification of topography from SRTM data

(2011) Lucian Drăguţ et al.   GEOMORPHOLOGY

Structure and contents of layered classification system of digital geomorphology for China

(2011) Weiming Cheng et al.   Journal of Geographical Sciences

Multi-scale digital terrain analysis and feature selection for digital soil mapping

(2009) Thorsten Behrens et al.   GEODERMA