Landslide risk assessment and management using hybrid machine learning‐based empirical models

Evaluation of deep learning algorithms for landslide susceptibility mapping in an alpine-gorge area: a case study in Jiuzhaigou County

(2023) Di Wang et al.   Journal of Mountain Science

Experimental and theoretical investigation of coupled damage of rock under combined disturbance

(2023) Wei Yao et al.   INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES

Elevation dependence of landslide activity induced by climate change in the eastern Pamirs

(2023) Yanqian Pei et al.   Landslides

Development of crack and damage in shield tunnel lining under seismic loading: Refined 3D finite element modeling and analyses

(2023) Chao Liu et al.   THIN-WALLED STRUCTURES

Study on the Thermospheric Density Distribution Pattern during Geomagnetic Activity

(2023) Lirong Yin et al.   Applied Sciences-Basel

Risk assessment and zoning of flood disaster in Wuchengxiyu Region, China

(2023) Cheng Gao et al.   Urban Climate

Spatial Prediction of Landslides Using Hybrid Multi-Criteria Decision-Making Methods: A Case Study of the Saqqez-Marivan Mountain Road in Iran

(2023) Rahim Tavakolifar et al.   Land

Explainable artificial intelligence in geoscience: A glimpse into the future of landslide susceptibility modeling

(2023) Ashok Dahal et al.   COMPUTERS & GEOSCIENCES

Seismic performance of advanced three-dimensional base-isolated nuclear structures in complex-layered sites

(2023) Yu Liu et al.   ENGINEERING STRUCTURES

A depth information-based method to enhance rainfall-induced landslide deformation area identification

(2023) Canming Yuan et al.   MEASUREMENT

Seismic fragility and demand hazard analyses for earth slopes incorporating soil property variability

(2023) Wei Wang et al.   SOIL DYNAMICS AND EARTHQUAKE ENGINEERING

Distribution and Recurrence of Warming‐Induced Retrogressive Thaw Slumps on the Central Qinghai‐Tibet Plateau

(2023) Dongdong Yang et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

U-Net-STN: A Novel End-to-End Lake Boundary Prediction Model

(2023) Lirong Yin et al.   Land

Erosion risk mapping of Anambra State in southeastern Nigeria: soil loss estimation by RUSLE model and geoinformatics

(2022) Johnbosco C. Egbueri et al.   Bulletin of Engineering Geology and the Environment

A Robust Deep-Learning Model for Landslide Susceptibility Mapping: A Case Study of Kurdistan Province, Iran

(2022) Bahareh Ghasemian et al.   SENSORS

Influence of sampling design on landslide susceptibility modeling in lithologically heterogeneous areas

(2022) Andrei Dornik et al.   Scientific Reports

A Comparative Assessment of Machine Learning Models for Landslide Susceptibility Mapping in the Rugged Terrain of Northern Pakistan

(2022) Naeem Shahzad et al.   Applied Sciences-Basel

A Novel Intelligent Method Based on the Gaussian Heatmap Sampling Technique and Convolutional Neural Network for Landslide Susceptibility Mapping

(2022) Yibing Xiong et al.   Remote Sensing

Surface multi-hazard effect of underground coal mining

(2022) Shuyue Ma et al.   Landslides

A comparative study for landslide susceptibility assessment using machine learning algorithms based on grid unit and slope unit

(2022) Niandong Deng et al.   Frontiers in Environmental Science

Integration and comparison of algorithmic weight of evidence and logistic regression in landslide susceptibility mapping of the Orumba North erosion-prone region, Nigeria

(2022) Vincent E. Nwazelibe et al.   Modeling Earth Systems and Environment

An integrated geoinformatics and hydrogeological approach to delineating groundwater potential zones in the complex geological terrain of Abuja, Nigeria

(2022) Mary N. Etuk et al.   Modeling Earth Systems and Environment

Centrifuge modeling of multi-row stabilizing piles reinforced reservoir landslide with different row spacings

(2022) Chenyang Zhang et al.   Landslides

Deduction of sudden rainstorm scenarios: integrating decision makers' emotions, dynamic Bayesian network and DS evidence theory

(2022) Xiaoliang Xie et al.   NATURAL HAZARDS

The influence of sampling on landslide susceptibility mapping using artificial neural networks

(2022) Samuel Gameiro et al.   Geocarto International

Methodological Guide to Forensic Hydrology

(2022) Alfonso Gutierrez-Lopez   Water

Machine Learning Techniques for Gully Erosion Susceptibility Mapping: A Review

(2022) Hamid Mohebzadeh et al.   Geosciences (Switzerland)

Seismic performance assessment of unsaturated soil slope in different groundwater levels

(2021) Shuai Huang et al.   Landslides

GIS-based comparative study of Bayes network, Hoeffding tree and logistic model tree for landslide susceptibility modeling

(2021) Wenwu Chen et al.   CATENA

Modeling groundwater potential using novel GIS-based machine-learning ensemble techniques

(2021) Alireza Arabameri et al.   Journal of Hydrology-Regional Studies

Robust Matching for SAR and Optical Images Using Multiscale Convolutional Gradient Features

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

Gaussian Inflection Point Selection for LiDAR Hidden Echo Signal Decomposition

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

An innovative echo detection system with STM32 gated and PMT adjustable gain for airborne LiDAR

(2021) Guoqing Zhou et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

An image recognition method for the deformation area of open-pit rock slopes under variable rainfall

(2021) Qihang Li et al.   MEASUREMENT

The importance of input data on landslide susceptibility mapping

(2021) Krzysztof Gaidzik et al.   Scientific Reports

Landslide susceptibility zonation method based on C5.0 decision tree and K-means cluster algorithms to improve the efficiency of risk management

(2021) Zizheng Guo et al.   Geoscience Frontiers

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

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

Effects of sampling intensity and non-slide/slide sample ratio on the occurrence probability of coseismic landslides

(2020) Xiaoyi Shao et al.   GEOMORPHOLOGY

Comparative landslide spatial research based on various sample sizes and ratios in Penang Island, Malaysia

(2020) Han Gao et al.   Bulletin of Engineering Geology and the Environment

An augmented representation method of debris flow scenes to improve public perception

(2020) Weilian Li et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Landslide susceptibility modelling using different advanced decision trees methods

(2019) Binh Thai Pham et al.   CIVIL ENGINEERING AND ENVIRONMENTAL SYSTEMS

Spatial prediction of landslide susceptibility by combining evidential belief function, logistic regression and logistic model tree

(2019) Wei Chen et al.   Geocarto International

Land subsidence hazard modeling: Machine learning to identify predictors and the role of human activities

(2019) Omid Rahmati et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

PMT: New analytical framework for automated evaluation of geo-environmental modelling approaches

(2019) Omid Rahmati et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Assessment of Landslide Susceptibility Using Statistical- and Artificial Intelligence-based FR–RF Integrated Model and Multiresolution DEMs

(2019) Arabameri et al.   Remote Sensing

Mapping Winter Crops in China with Multi-Source Satellite Imagery and Phenology-Based Algorithm

(2019) Haifeng Tian et al.   Remote Sensing

Uncertainties of prediction accuracy in shallow landslide modeling: Sample size and raster resolution

(2019) Ataollah Shirzadi et al.   CATENA

Spatial prediction of landslide susceptibility in Taleghan basin, Iran

(2019) Maryam Mokhtari et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Exploring Influence of Sampling Strategies on Event-Based Landslide Susceptibility Modeling

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

Investigating the effects of different landslide positioning techniques, landslide partitioning approaches, and presence-absence balances on landslide susceptibility mapping

(2019) Hamid Reza Pourghasemi et al.   CATENA

A similarity-based approach to sampling absence data for landslide susceptibility mapping using data-driven methods

(2019) A-Xing Zhu et al.   CATENA

The effect of sample size on different machine learning models for groundwater potential mapping in mountain bedrock aquifers

(2019) Davoud Davoudi Moghaddam et al.   CATENA

Comparison of the presence-only method and presence-absence method in landslide susceptibility mapping

(2018) A-Xing Zhu et al.   CATENA

Groundwater spring potential modelling: Comprising the capability and robustness of three different modeling approaches

(2018) Omid Rahmati et al.   JOURNAL OF HYDROLOGY

Estimating landslide susceptibility areas considering the uncertainty inherent in modeling methods

(2018) Ho Gul Kim et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Landslide Susceptibility Mapping and Comparison Using Decision Tree Models: A Case Study of Jumunjin Area, Korea

(2018) Sung-Jae Park et al.   Remote Sensing

The Characteristics and the Erodibility Potentials of Soils from Different Geologic Formations in Anambra State, Southeastern Nigeria

(2018) Ogbonnaya Igwe et al.   JOURNAL OF THE GEOLOGICAL SOCIETY OF INDIA

Performance assessment of individual and ensemble data-mining techniques for gully erosion modeling

(2017) Hamid Reza Pourghasemi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A novel hybrid artificial intelligence approach based on the rotation forest ensemble and naïve Bayes tree classifiers for a landslide susceptibility assessment in Langao County, China

(2017) Wei Chen et al.   Geomatics Natural Hazards & Risk

Application of GIS-based data driven random forest and maximum entropy models for groundwater potential mapping: A case study at Mehran Region, Iran

(2016) Omid Rahmati et al.   CATENA

Spatial prediction models for shallow landslide hazards: a comparative assessment of the efficacy of support vector machines, artificial neural networks, kernel logistic regression, and logistic model tree

(2015) Dieu Tien Bui et al.   Landslides

Earthquake induced landslide susceptibility mapping using an integrated ensemble frequency ratio and logistic regression models in West Sumatera Province, Indonesia

(2014) Zahrul Umar et al.   CATENA

GeoFIS: An integrated tool for the assessment of landslide susceptibility

(2014) Turgay Osna et al.   COMPUTERS & GEOSCIENCES

Application of GIS based data driven evidential belief function model to predict groundwater potential zonation

(2014) Haleh Nampak et al.   JOURNAL OF HYDROLOGY

A comparison of landslide susceptibility maps produced by logistic regression, multi-criteria decision, and likelihood ratio methods: a case study at İzmir, Turkey

(2011) Aykut Akgun   Landslides

Assessment of Landslide Susceptibility by Decision Trees in the Metropolitan Area of Istanbul, Turkey

(2010) H. A. Nefeslioglu et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Techniques for evaluating the performance of landslide susceptibility models

(2009) Paolo Frattini et al.   ENGINEERING GEOLOGY

Effects of sample size on the accuracy of geomorphological models

(2008) Jan Hjort et al.   GEOMORPHOLOGY

GIS-based landslide susceptibility mapping using analytical hierarchy process and bivariate statistics in Ardesen (Turkey): Comparisons of results and confirmations

(2007) Ali Yalcin   CATENA