相关参考文献
注意:仅列出部分参考文献,下载原文获取全部文献信息。Random forest and naïve Bayes approaches as tools for flash flood hazard susceptibility prediction, South Ras El-Zait, Gulf of Suez Coast, Egypt
Sherif Ahmed Abu El-Magd
Arabian Journal of Geosciences (2022)
Flood hazard mapping in western Iran: assessment of deep learning vis-a-vis machine learning models
Eslam Satarzadeh et al.
NATURAL HAZARDS (2022)
Flash-flood susceptibility mapping based on XGBoost, random forest and boosted regression trees
Rahebeh Abedi et al.
GEOCARTO INTERNATIONAL (2022)
Multi-hazard susceptibility mapping based on Convolutional Neural Networks
Kashif Ullah et al.
GEOSCIENCE FRONTIERS (2022)
Can deep learning algorithms outperform benchmark machine learning algorithms in flood susceptibility modeling?
Binh Thai Pham et al.
JOURNAL OF HYDROLOGY (2021)
Flood susceptibility modelling using advanced ensemble machine learning models
Abu Reza Md Towfiqul Islam et al.
GEOSCIENCE FRONTIERS (2021)
Machine learning for landslides prevention: a survey
Zhengjing Ma et al.
NEURAL COMPUTING & APPLICATIONS (2021)
Application of machine learning techniques for predicting the consequences of construction accidents in China
Rongchen Zhu et al.
PROCESS SAFETY AND ENVIRONMENTAL PROTECTION (2021)
Analysis of Earthquake Forecasting in India Using Supervised Machine Learning Classifiers
Papiya Debnath et al.
SUSTAINABILITY (2021)
Topographic Wetness Index calculation guidelines based on measured soil moisture and plant species composition
Martin Kopecky et al.
SCIENCE OF THE TOTAL ENVIRONMENT (2021)
Flood spatial prediction modeling using a hybrid of meta-optimization and support vector regression modeling
Mahdi Panahi et al.
CATENA (2021)
Demystifying uncertainty in PM10 susceptibility mapping using variable drop-off in extreme-gradient boosting (XGB) and random forest (RF) algorithms
Omar F. AlThuwaynee et al.
ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH (2021)
Groundwater Potential Mapping Using GIS-Based Hybrid Artificial Intelligence Methods
Tran Van Phong et al.
GROUNDWATER (2021)
Comparison of multi-criteria and artificial intelligence models for land-subsidence susceptibility zonation
Alireza Arabameri et al.
JOURNAL OF ENVIRONMENTAL MANAGEMENT (2021)
Application of machine learning algorithms for flood susceptibility assessment and risk management
R. Madhuri et al.
JOURNAL OF WATER AND CLIMATE CHANGE (2021)
Mapping Floods in Lowland Forest Using Sentinel-1 and Sentinel-2 Data and an Object-Based Approach
Mateo Gasparovic et al.
FORESTS (2021)
GIS-Based Multi-Criteria Approach for Flood Vulnerability Assessment and Mapping in District Shangla: Khyber Pakhtunkhwa, Pakistan
Muhammad Hussain et al.
SUSTAINABILITY (2021)
Flash flood susceptibility mapping using a novel deep learning model based on deep belief network, back propagation and genetic algorithm
Himan Shahabi et al.
GEOSCIENCE FRONTIERS (2021)
GIS-based statistical model for the prediction of flood hazard susceptibility
Sadhan Malik et al.
ENVIRONMENT DEVELOPMENT AND SUSTAINABILITY (2021)
Flood susceptibility mapping by integrating frequency ratio and index of entropy with multilayer perceptron and classification and regression tree
Yi Wang et al.
JOURNAL OF ENVIRONMENTAL MANAGEMENT (2021)
XGBoost-based method for flash flood risk assessment
Meihong Ma et al.
JOURNAL OF HYDROLOGY (2021)
Impact of Climate Change on Future Flood Susceptibility: an Evaluation Based on Deep Learning Algorithms and GCM Model
Rabin Chakrabortty et al.
WATER RESOURCES MANAGEMENT (2021)
Spatial modeling and susceptibility zonation of landslides using random forest, naive bayes and K-nearest neighbor in a complicated terrain
Sherif Ahmed Abu El-Magd et al.
EARTH SCIENCE INFORMATICS (2021)
Prediction of gully erosion susceptibility mapping using novel ensemble machine learning algorithms
Alireza Arabameri et al.
GEOMATICS NATURAL HAZARDS & RISK (2021)
Comparative assessment of the flash-flood potential within small mountain catchments using bivariate statistics and their novel hybrid integration with machine learning models
Romulus Costache et al.
SCIENCE OF THE TOTAL ENVIRONMENT (2020)
Flood susceptibility mapping using convolutional neural network frameworks
Yi Wang et al.
JOURNAL OF HYDROLOGY (2020)
Modeling flood susceptibility using data-driven approaches of naive Bayes tree, alternating decision tree, and random forest methods
Wei Chen et al.
SCIENCE OF THE TOTAL ENVIRONMENT (2020)
Landslide Susceptibility Evaluation and Management Using Different Machine Learning Methods in The Gallicash River Watershed, Iran
Alireza Arabameri et al.
REMOTE SENSING (2020)
Flood Detection and Susceptibility Mapping Using Sentinel-1 Remote Sensing Data and a Machine Learning Approach: Hybrid Intelligence of Bagging Ensemble Based on K-Nearest Neighbor Classifier
Himan Shahabi et al.
REMOTE SENSING (2020)
A Comparative Study of Kernel Logistic Regression, Radial Basis Function Classifier, Multinomial Naive Bayes, and Logistic Model Tree for Flash Flood Susceptibility Mapping
Binh Thai Pham et al.
WATER (2020)
GIS-based flood hazard mapping using relative frequency ratio method: A case study of Panjkora River Basin, eastern Hindu Kush, Pakistan
Kashif Ullah et al.
PLOS ONE (2020)
Rapid and robust monitoring of flood events using Sentinel-1 and Landsat data on the Google Earth Engine
Ben DeVries et al.
REMOTE SENSING OF ENVIRONMENT (2020)
Identification of areas prone to flash-flood phenomena using multiple-criteria decision-making, bivariate statistics, machine learning and their ensembles
Romulus Costache et al.
SCIENCE OF THE TOTAL ENVIRONMENT (2020)
Machine learning methods for landslide susceptibility studies: A comparative overview of algorithm performance
Abdelaziz Merghadi et al.
EARTH-SCIENCE REVIEWS (2020)
Novel hybrid models between bivariate statistics, artificial neural networks and boosting algorithms for flood susceptibility assessment
Romulus Costache et al.
JOURNAL OF ENVIRONMENTAL MANAGEMENT (2020)
GIS-Based Machine Learning Algorithms for Gully Erosion Susceptibility Mapping in a Semi-Arid Region of Iran
Xinxiang Lei et al.
REMOTE SENSING (2020)
Novel Ensembles of Deep Learning Neural Network and Statistical Learning for Flash-Flood Susceptibility Mapping
Romulus Costache et al.
WATER (2020)
Modeling Spatial Flood using Novel Ensemble Artificial Intelligence Approaches in Northern Iran
Alireza Arabameri et al.
REMOTE SENSING (2020)
Rainfall-Induced Shallow Landslide Susceptibility Mapping at Two Adjacent Catchments Using Advanced Machine Learning Algorithms
Ananta Man Singh Pradhan et al.
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION (2020)
Flood Detection and Susceptibility Mapping Using Sentinel-1 Time Series, Alternating Decision Trees, and Bag-ADTree Models
Ayub Mohammadi et al.
COMPLEXITY (2020)
Convolutional neural network approach for spatial prediction of flood hazard at national scale of Iran
Khabat Khosravi et al.
JOURNAL OF HYDROLOGY (2020)
Flash Flood Susceptibility Modeling Using New Approaches of Hybrid and Ensemble Tree-Based Machine Learning Algorithms
Shahab S. Band et al.
REMOTE SENSING (2020)
Threats of climate and land use change on future flood susceptibility
Paramita Roy et al.
JOURNAL OF CLEANER PRODUCTION (2020)
A comparative assessment of flood susceptibility modeling using Multi-Criteria Decision-Making Analysis and Machine Learning Methods
Khabat Khosravi et al.
JOURNAL OF HYDROLOGY (2019)
An ensemble prediction of flood susceptibility using multivariate discriminant analysis, classification and regression trees, and support vector machines
Bahram Choubin et al.
SCIENCE OF THE TOTAL ENVIRONMENT (2019)
Identifying the essential flood conditioning factors for flood prone area mapping using machine learning techniques
Mahyat Shafapour Tehrany et al.
CATENA (2019)
Flash-Flood Potential assessment in the upper and middle sector of Prahova river catchment (Romania). A comparative approach between four hybrid models
Romulus Costache
SCIENCE OF THE TOTAL ENVIRONMENT (2019)
Calibration and Validation of Watershed Models and Advances in Uncertainty Analysis in TMDL Studies
Ebrahim Ahmadisharaf et al.
JOURNAL OF HYDROLOGIC ENGINEERING (2019)
Urban flood susceptibility analysis using a GIS-based multi-criteria analysis framework
Lin Lin et al.
NATURAL HAZARDS (2019)
Prediction Success of Machine Learning Methods for Flash Flood Susceptibility Mapping in the Tafresh Watershed, Iran
Saeid Janizadeh et al.
SUSTAINABILITY (2019)
Flood susceptibility modeling and hazard perception in Rwanda
Richard Mind'je et al.
INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION (2019)
Flood susceptibility mapping in Dingnan County (China) using adaptive neuro-fuzzy inference system with biogeography based optimization and imperialistic competitive algorithm
Yi Wang et al.
JOURNAL OF ENVIRONMENTAL MANAGEMENT (2019)
A novel GIS-based ensemble technique for flood susceptibility mapping using evidential belief function and support vector machine: Brisbane, Australia
Mahyat Shafapour Tehrany et al.
PEERJ (2019)
Evaluating the application of the statistical index method in flood susceptibility mapping and its comparison with frequency ratio and logistic regression methods
Mahyat Shafapour Tehrany et al.
GEOMATICS NATURAL HAZARDS & RISK (2019)
Application of GIS-based analytic hierarchy process and frequency ratio model to flood vulnerable mapping and risk area estimation at Sundarban region, India
Sk Ajim Ali et al.
MODELING EARTH SYSTEMS AND ENVIRONMENT (2019)
Novel forecasting approaches using combination of machine learning and statistical models for flood susceptibility mapping
Hossein Shafizadeh-Moghadam et al.
JOURNAL OF ENVIRONMENTAL MANAGEMENT (2018)
Ensemble-based flash-flood modelling: Taking into account hydrodynamic parameters and initial soil moisture uncertainties
Simon Edouard et al.
JOURNAL OF HYDROLOGY (2018)
A comparative assessment of decision trees algorithms for flash flood susceptibility modeling at Haraz watershed, northern Iran
Khabat Khosravi et al.
SCIENCE OF THE TOTAL ENVIRONMENT (2018)
Flood-induced mortality across the globe: Spatiotemporal pattern and influencing factors
Pan Hu et al.
SCIENCE OF THE TOTAL ENVIRONMENT (2018)
Mapping flood susceptibility in mountainous areas on a national scale in China
Gang Zhao et al.
SCIENCE OF THE TOTAL ENVIRONMENT (2018)
Flood susceptibility assessment in Hengfeng area coupling adaptive neuro-fuzzy inference system with genetic algorithm and differential evolution
Haoyuan Hong et al.
SCIENCE OF THE TOTAL ENVIRONMENT (2018)
Flood susceptibility mapping using novel ensembles of adaptive neuro fuzzy inference system and metaheuristic algorithms
Seyed Vahid Razavi Termeh et al.
SCIENCE OF THE TOTAL ENVIRONMENT (2018)
Evaluation of flood susceptibility mapping using logistic regression and GIS conditioning factors
Ahmed E. M. Al-Juaidi et al.
ARABIAN JOURNAL OF GEOSCIENCES (2018)
Monthly Analysis of Wetlands Dynamics Using Remote Sensing Data
Gordana Kaplan et al.
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION (2018)
Participatory flood vulnerability assessment: a multi-criteria approach
Mariana Madruga de Brito et al.
HYDROLOGY AND EARTH SYSTEM SCIENCES (2018)
Sustainability-Based Flood Hazard Mapping of the Swannanoa River Watershed
Ebrahim Ahmadisharaf et al.
SUSTAINABILITY (2017)
Physical Flood Vulnerability Mapping Applying Geospatial Techniques in Okazaki City, Aichi Prefecture, Japan
Andi Besse Rimba et al.
URBAN SCIENCE (2017)
Flood susceptibility mapping using frequency ratio and weights-of-evidence models in the Golastan Province, Iran
Omid Rahmati et al.
GEOCARTO INTERNATIONAL (2016)
Statistical analysis of morphometric and hydrologic parameters in arid regions, case study of Wadi Hadramaut
Abdel Hamid M. H. El Tahan et al.
ARABIAN JOURNAL OF GEOSCIENCES (2016)
Flash flood susceptibility analysis and its mapping using different bivariate models in Iran: a comparison between Shannon's entropy, statistical index, and weighting factor models
Khabat Khosravi et al.
ENVIRONMENTAL MONITORING AND ASSESSMENT (2016)
Sentinel-1-based flood mapping: a fully automated processing chain
Andre Twele et al.
INTERNATIONAL JOURNAL OF REMOTE SENSING (2016)
A GIS-based flood susceptibility assessment and its mapping in Iran: a comparison between frequency ratio and weights-of-evidence bivariate statistical models with multi-criteria decision-making technique
Khabat Khosravi et al.
NATURAL HAZARDS (2016)
Hydrological analysis and flood mitigation at Wadi Hadramawt, Yemen
Mostafa M. Soliman et al.
ARABIAN JOURNAL OF GEOSCIENCES (2015)
Flood susceptibility assessment using GIS-based support vector machine model with different kernel types
Mahyat Shafapour Tehrany et al.
CATENA (2015)
Assessing the influence of watershed characteristics on the flood vulnerability of Jhelum basin in Kashmir Himalaya
Gowhar Meraj et al.
NATURAL HAZARDS (2015)
Flood susceptibility analysis and its verification using a novel ensemble support vector machine and frequency ratio method
Mahyat Shafapour Tehrany et al.
STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT (2015)
The climate hazards infrared precipitation with stations-a new environmental record for monitoring extremes
Chris Funk et al.
SCIENTIFIC DATA (2015)
Input selection and optimisation for monthly rainfall forecasting in Queensland, Australia, using artificial neural networks
John Abbot et al.
ATMOSPHERIC RESEARCH (2014)
Flood susceptibility mapping using a novel ensemble weights-of-evidence and support vector machine models in GIS
Mahyat Shafapour Tehrany et al.
JOURNAL OF HYDROLOGY (2014)
Multi-Criteria Decision Making Approach for Watershed Prioritization Using Analytic Hierarchy Process Technique and GIS
V. M. Chowdary et al.
WATER RESOURCES MANAGEMENT (2013)
An artificial neural network model for flood simulation using GIS: Johor River Basin, Malaysia
Masoud Bakhtyari Kia et al.
ENVIRONMENTAL EARTH SCIENCES (2012)
The analysis of 2004 flood on Kozdere Stream in Istanbul
Huseyin E. Celik et al.
NATURAL HAZARDS (2012)
A GIS-based comparative study of frequency ratio, analytical hierarchy process, bivariate statistics and logistics regression methods for landslide susceptibility mapping in Trabzon, NE Turkey
A. Yalcin et al.
CATENA (2011)
Flood management and a GIS modelling method to assess flood-hazard areas-a case study
Nektarios N. Kourgialas et al.
HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES (2011)
Landslide susceptibility analysis in the Hoa Binh province of Vietnam using statistical index and logistic regression
Dieu Tien Bui et al.
NATURAL HAZARDS (2011)
Techniques for evaluating the performance of landslide susceptibility models
Paolo Frattini et al.
ENGINEERING GEOLOGY (2010)
Using genetic algorithm and TOPSIS for Xinanjiang model calibration with a single procedure
CT Cheng et al.
JOURNAL OF HYDROLOGY (2006)
Remote sensing and GIS-based flood vulnerability assessment of human settlements: a case study of Gangetic West Bengal, India
J Sanyal et al.
HYDROLOGICAL PROCESSES (2005)
Validation of landslide susceptibility maps; Examples and applications from a case study in northern Spain
J Remondo et al.
NATURAL HAZARDS (2003)
Status of land cover classification accuracy assessment
GM Foody
REMOTE SENSING OF ENVIRONMENT (2002)