Landslide susceptibility mapping using CNN-1D and 2D deep learning algorithms: comparison of their performance at Asir Region, KSA

A Comparative Study of Landslide Susceptibility Mapping Using SVM and PSO-SVM Models Based on Grid and Slope Units

(2021) Shuai Zhao et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

A variable weight combination model for prediction on landslide displacement using AR model, LSTM model, and SVM model: a case study of the Xinming landslide in China

(2021) Jiaying Li et al.   Environmental Earth Sciences

A new strategy to map landslides with a generalized convolutional neural network

(2021) Nikhil Prakash et al.   Scientific Reports

Suggestion for a new deterministic model coupled with machine learning techniques for landslide susceptibility mapping

(2021) Dae-Hong Min et al.   Scientific Reports

Completeness of landslide inventory and landslide susceptibility mapping using logistic regression method in Ceyhan Watershed (southern Turkey)

(2021) Senem Tekin   Arabian Journal of Geosciences

Applying deep learning and benchmark machine learning algorithms for landslide susceptibility modelling in Rorachu river basin of Sikkim Himalaya, India

(2021) Kanu Mandal et al.   Geoscience Frontiers

Large-Scale Landslide Susceptibility Mapping Using an Integrated Machine Learning Model: A Case Study in the Lvliang Mountains of China

(2021) Yin Xing et al.   Frontiers in Earth Science

Deep learning-based landslide susceptibility mapping

(2021) Mohammad Azarafza et al.   Scientific Reports

Landslide Susceptibility Evaluation and Management Using Different Machine Learning Methods in The Gallicash River Watershed, Iran

(2020) Alireza Arabameri et al.   Remote Sensing

A Flood Risk Management Program of Wadi Baysh Dam on the Downstream Area: An Integration of Hydrologic and Hydraulic Models, Jizan Region, KSA

(2020) Mazen M. Abu-Abdullah et al.   Sustainability

Shallow Landslide Susceptibility Mapping by Random Forest Base Classifier and Its Ensembles in a Semi-Arid Region of Iran

(2020) Viet-Ha Nhu et al.   Forests

Novel Ensemble Landslide Predictive Models Based on the Hyperpipes Algorithm: A Case Study in the Nam Dam Commune, Vietnam

(2020) Quoc Cuong Tran et al.   Applied Sciences-Basel

Landslide identification using machine learning

(2020) Haojie Wang et al.   Geoscience Frontiers

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

(2020) Zhice Fang et al.   COMPUTERS & GEOSCIENCES

Machine learning methods for landslide susceptibility studies: A comparative overview of algorithm performance

(2020) Abdelaziz Merghadi et al.   EARTH-SCIENCE REVIEWS

Landslide Susceptibility Prediction Considering Regional Soil Erosion Based on Machine-Learning Models

(2020) Faming Huang et al.   ISPRS International Journal of Geo-Information

Evaluation of deep learning algorithms for national scale landslide susceptibility mapping of Iran

(2020) Phuong Thao Thi Ngo et al.   Geoscience Frontiers

A comparative study of heterogeneous ensemble-learning techniques for landslide susceptibility mapping

(2020) Zhice Fang et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Machine learning for landslides prevention: a survey

(2020) Zhengjing Ma et al.   NEURAL COMPUTING & APPLICATIONS

Evaluation of Different Machine Learning Methods and Deep-Learning Convolutional Neural Networks for Landslide Detection

(2019) Omid Ghorbanzadeh et al.   Remote Sensing

Novel Entropy and Rotation Forest-Based Credal Decision Tree Classifier for Landslide Susceptibility Modeling

(2019) Qingfeng He et al.   Entropy

Comparison of convolutional neural networks for landslide susceptibility mapping in Yanshan County, China

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

Landslide Susceptibility Mapping Based on Random Forest and Boosted Regression Tree Models, and a Comparison of Their Performance

(2019) Soyoung Park et al.   Applied Sciences-Basel

A deep learning algorithm using a fully connected sparse autoencoder neural network for landslide susceptibility prediction

(2019) Faming Huang et al.   Landslides

Analyzing the effects of tectonic and lithology on the occurrence of landslide along Zagros ophiolitic suture: a case study of Sarv-Abad, Kurdistan, Iran

(2019) Shahram Bahrami et al.   Bulletin of Engineering Geology and the Environment

Effects of hillslope geometry on spatial infiltration using the TOPMODEL and SCS-CN models

(2019) M. H. Pishvaei et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Relation between land cover and landslide susceptibility in Val d'Aran, Pyrenees (Spain): Historical aspects, present situation and forward prediction

(2019) Heping Shu et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A Novel Ensemble Approach for Landslide Susceptibility Mapping (LSM) in Darjeeling and Kalimpong Districts, West Bengal, India

(2019) Jagabandhu Roy et al.   Remote Sensing

Prediction of the landslide susceptibility: Which algorithm, which precision?

(2018) Hamid Reza Pourghasemi et al.   CATENA

Landslide susceptibility modeling applying machine learning methods: A case study from Longju in the Three Gorges Reservoir area, China

(2018) Chao Zhou et al.   COMPUTERS & GEOSCIENCES

Wildfire spatial pattern analysis in the Zagros Mountains, Iran: A comparative study of decision tree based classifiers

(2018) Abolfazl Jaafari et al.   Ecological Informatics

Application of analytic hierarchy process, frequency ratio, and statistical index to landslide susceptibility: an approach to endangered cultural heritage

(2018) Ionut Cristi Nicu   Environmental Earth Sciences

The size, distribution, and mobility of landslides caused by the 2015 M w 7.8 Gorkha earthquake, Nepal

(2018) Kevin Roback et al.   GEOMORPHOLOGY

A comparative analysis of pixel- and object-based detection of landslides from very high-resolution images

(2018) Ren N. Keyport et al.   International Journal of Applied Earth Observation and Geoinformation

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

(2018) Wei Chen et al.   Geocarto International

Soil pore identification with the adaptive fuzzy C-means method based on computed tomography images

(2018) Yue Zhao et al.   JOURNAL OF FORESTRY RESEARCH

Convolutional neural network for earthquake detection and location

(2018) Thibaut Perol et al.   Science Advances

A Novel Hybrid Approach of Landslide Susceptibility Modeling Using Rotation Forest Ensemble and Different Base Classifiers

(2018) Binh Thai Pham et al.   Geocarto International

Larix olgensis growth–climate response between lower and upper elevation limits: an intensive study along the eastern slope of the Changbai Mountains, northeastern China

(2018) Jian Yu et al.   JOURNAL OF FORESTRY RESEARCH

Landslide susceptibility mapping & prediction using Support Vector Machine for Mandakini River Basin, Garhwal Himalaya, India

(2017) Deepak Kumar et al.   GEOMORPHOLOGY

Variations in the susceptibility to landslides, as a consequence of land cover changes: A look to the past, and another towards the future

(2017) L. Pisano et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spatial prediction of flood susceptibility using random-forest and boosted-tree models in Seoul metropolitan city, Korea

(2017) Sunmin Lee et al.   Geomatics Natural Hazards & Risk

Integration of Information Theory, K-Means Cluster Analysis and the Logistic Regression Model for Landslide Susceptibility Mapping in the Three Gorges Area, China

(2017) Qian Wang et al.   Remote Sensing

A Review of Deep Learning Methods and Applications for Unmanned Aerial Vehicles

(2017) Adrian Carrio et al.   Journal of Sensors

Parallelization of the TRIGRS model for rainfall-induced landslides using the message passing interface

(2016) M. Alvioli et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Susceptibility mapping of shallow landslides using kernel-based Gaussian process, support vector machines and logistic regression

(2016) Ismail Colkesen et al.   JOURNAL OF AFRICAN EARTH SCIENCES

Rotation forest fuzzy rule-based classifier ensemble for spatial prediction of landslides using GIS

(2016) Binh Thai Pham et al.   NATURAL HAZARDS

Modification of seed cell sampling strategy for landslide susceptibility mapping: an application from the Eastern part of the Gallipoli Peninsula (Canakkale, Turkey)

(2015) Gulseren Dagdelenler et al.   Bulletin of Engineering Geology and the Environment

Quantifying temporal changes in gully erosion areas with object oriented analysis

(2015) Rajesh B.V. Shruthi et al.   CATENA

Quantitative assessment of landslide susceptibility along the Xianshuihe fault zone, Tibetan Plateau, China

(2015) Changbao Guo et al.   GEOMORPHOLOGY

Development of hybrid wavelet packet-statistical models (WP-SM) for landslide susceptibility mapping

(2015) Vahid Moosavi et al.   Landslides

Deep learning

(2015) Yann LeCun et al.   NATURE

Development of storm hyetographs for flood forecasting in the Kingdom of Saudi Arabia

(2013) Amro M. Elfeki et al.   Arabian Journal of Geosciences

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Landslide inventory maps: New tools for an old problem

(2012) Fausto Guzzetti et al.   EARTH-SCIENCE REVIEWS

Landslide susceptibility mapping using frequency ratio, analytic hierarchy process, logistic regression, and artificial neural network methods at the Inje area, Korea

(2012) Soyoung Park et al.   Environmental Earth Sciences

Landslide Susceptibility Assessment and Validation in the Framework of Municipal Planning in Portugal: The Case of Loures Municipality

(2012) Clemence Guillard et al.   ENVIRONMENTAL MANAGEMENT

Object-oriented identification of forested landslides with derivatives of single pulse LiDAR data

(2012) Miet Van Den Eeckhaut et al.   GEOMORPHOLOGY

Landslide susceptibility mapping using certainty factor, index of entropy and logistic regression models in GIS and their comparison at Mugling–Narayanghat road section in Nepal Himalaya

(2012) Krishna Chandra Devkota et al.   NATURAL HAZARDS

Quality assessment of the Italian Landslide Inventory using GIS processing

(2010) Alessandro Trigila et al.   Landslides

Rainfall thresholding and susceptibility assessment of rainfall-induced landslides: application to landslide management in St Thomas, Jamaica

(2009) Servel Miller et al.   Bulletin of Engineering Geology and the Environment

Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview

(2008) Cees J. van Westen et al.   ENGINEERING GEOLOGY

Sedimentary impacts from landslides in the Tachia River Basin, Taiwan

(2008) Chien-Yuan Chen   GEOMORPHOLOGY

Distribution of landslides in the Upper Tiber River basin, central Italy

(2007) Fausto Guzzetti et al.   GEOMORPHOLOGY