Predicting flood susceptibility using LSTM neural networks

Quantifying Uncertainty in Machine Learning-Based Power Outage Prediction Model Training: A Tool for Sustainable Storm Restoration

(2020) Feifei Yang et al.   Sustainability

Comparative study of landslide susceptibility mapping with different recurrent neural networks

(2020) Yi Wang et al.   COMPUTERS & GEOSCIENCES

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

(2020) Zhice Fang et al.   COMPUTERS & GEOSCIENCES

Novel hybrid models between bivariate statistics, artificial neural networks and boosting algorithms for flood susceptibility assessment

(2020) Romulus Costache et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Spatial predicting of flood potential areas using novel hybridizations of fuzzy decision-making, bivariate statistics, and machine learning

(2020) Romulus Costache et al.   JOURNAL OF HYDROLOGY

Synthesizing location semantics from street view images to improve urban land-use classification

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

Different scaling of linear models and deep learning in UKBiobank brain images versus machine-learning datasets

(2020) Marc-Andre Schulz et al.   Nature Communications

Deep Convolutional Neural Network for Flood Extent Mapping Using Unmanned Aerial Vehicles Data

(2019) Asmamaw Gebrehiwot et al.   SENSORS

A Comparative Assessment of Flood Susceptibility Modeling Using Multi-Criteria Decision-Making Analysis and Machine Learning Methods

(2019) Khabat Khosravi et al.   JOURNAL OF HYDROLOGY

A new approach to flood susceptibility assessment in data-scarce and ungauged regions based on GIS-based hybrid multi criteria decision-making method

(2019) Yousef Kanani-Sadat et al.   JOURNAL OF HYDROLOGY

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

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

A comparison of statistical methods and multi-criteria decision making to map flood hazard susceptibility in Northern Iran

(2019) Alireza Arabameri et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Deep learning in remote sensing applications: A meta-analysis and review

(2019) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Socio-technological tool for mapping susceptibility to urban flooding

(2019) Jakcemara Caprario et al.   JOURNAL OF HYDROLOGY

Flash flood susceptibility modeling using an optimized fuzzy rule based feature selection technique and tree based ensemble methods

(2019) Dieu Tien Bui et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A flood susceptibility model at the national scale based on multicriteria analysis

(2019) Pedro Pinto Santos et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Flood Spatial Modeling in Northern Iran Using Remote Sensing and GIS: A Comparison between Evidential Belief Functions and Its Ensemble with a Multivariate Logistic Regression Model

(2019) Duie Tien Bui et al.   Remote Sensing

Application of Long Short-Term Memory (LSTM) Neural Network for Flood Forecasting

(2019) Le et al.   Water

A novel hybrid approach based on a swarm intelligence optimized extreme learning machine for flash flood susceptibility mapping

(2019) Dieu Tien Bui et al.   CATENA

A new intelligence approach based on GIS-based Multivariate Adaptive Regression Splines and metaheuristic optimization for predicting flash flood susceptible areas at high-frequency tropical typhoon area

(2019) Dieu Tien Bui et al.   JOURNAL OF HYDROLOGY

Flood susceptibility modelling using novel hybrid approach of reduced-error pruning trees with bagging and random subspace ensembles

(2019) Wei Chen et al.   JOURNAL OF HYDROLOGY

A novel deep learning neural network approach for predicting flash flood susceptibility: A case study at a high frequency tropical storm area

(2019) Dieu Tien Bui et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Forest Fire Susceptibility Modeling Using a Convolutional Neural Network for Yunnan Province of China

(2019) Guoli Zhang et al.   International Journal of Disaster Risk Science

Flood susceptibility mapping in Dingnan County (China) using adaptive neuro-fuzzy inference system with biogeography based optimization and imperialistic competitive algorithm

(2019) Yi Wang et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Application of convolutional neural networks featuring Bayesian optimization for landslide susceptibility assessment

(2019) Maher Ibrahim Sameen et al.   CATENA

Comparing ensemble strategies for deep learning: An application to facial expression recognition

(2019) Alessandro Renda et al.   EXPERT SYSTEMS WITH APPLICATIONS

Flood susceptibility mapping using convolutional neural network frameworks

(2019) Yi Wang et al.   JOURNAL OF HYDROLOGY

Integrated machine learning methods with resampling algorithms for flood susceptibility prediction

(2019) Esmaeel Dodangeh et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A new image classification method using CNN transfer learning and web data augmentation

(2018) Dongmei Han et al.   EXPERT SYSTEMS WITH APPLICATIONS

Spatial Sequential Recurrent Neural Network for Hyperspectral Image Classification

(2018) Xiangrong Zhang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Flood susceptibility in rural settlements in remote zones: The case of a mountainous basin in the Sierra-Costa region of Michoacán, Mexico

(2018) M. Lourdes González-Arqueros et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Novel forecasting approaches using combination of machine learning and statistical models for flood susceptibility mapping

(2018) Hossein Shafizadeh-Moghadam et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Urbanization and climate change implications in flood risk management: Developing an efficient decision support system for flood susceptibility mapping

(2018) Shereif H. Mahmoud et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A comparative assessment of decision trees algorithms for flash flood susceptibility modeling at Haraz watershed, northern Iran

(2018) Khabat Khosravi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Mapping flood susceptibility in mountainous areas on a national scale in China

(2018) Gang Zhao et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Flood susceptibility assessment in Hengfeng area coupling adaptive neuro-fuzzy inference system with genetic algorithm and differential evolution

(2018) Haoyuan Hong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Application of fuzzy weight of evidence and data mining techniques in construction of flood susceptibility map of Poyang County, China

(2018) Haoyuan Hong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Flood susceptibility mapping using novel ensembles of adaptive neuro fuzzy inference system and metaheuristic algorithms

(2018) Seyed Vahid Razavi Termeh et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Flood susceptibility assessment using integration of adaptive network-based fuzzy inference system (ANFIS) and biogeography-based optimization (BBO) and BAT algorithms (BA)

(2018) M. Ahmadlou et al.   Geocarto International

A Statistical Approach to Mapping Flood Susceptibility in the Lower Connecticut River Valley Region

(2018) Jason Giovannettone et al.   WATER RESOURCES RESEARCH

A Hybrid GIS Multi-Criteria Decision-Making Method for Flood Susceptibility Mapping at Shangyou, China

(2018) Yi Wang et al.   Remote Sensing

Flood Hazard Assessment Supported by Reduced Cost Aerial Precision Photogrammetry

(2018) Santiago Zazo et al.   Remote Sensing

An ensemble prediction of flood susceptibility using multivariate discriminant analysis, classification and regression trees, and support vector machines

(2018) Bahram Choubin et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Identifying the essential flood conditioning factors for flood prone area mapping using machine learning techniques

(2018) Mahyat Shafapour Tehrany et al.   CATENA

Assessment of urban flood susceptibility using semi-supervised machine learning model

(2018) Gang Zhao et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A novel hybrid artificial intelligence approach for flood susceptibility assessment

(2017) Kamran Chapi et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Deep Recurrent Neural Networks for Hyperspectral Image Classification

(2017) Lichao Mou et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Product design concept evaluation using rough sets and VIKOR method

(2016) Varun Tiwari et al.   ADVANCED ENGINEERING INFORMATICS

Flood susceptibility assessment using GIS-based support vector machine model with different kernel types

(2015) Mahyat Shafapour Tehrany et al.   CATENA

Lithologic and hydrologic controls of mixed alluvial–bedrock channels in flood-prone fluvial systems: Bankfull and macrochannels in the Llano River watershed, central Texas, USA

(2015) Franklin T. Heitmuller et al.   GEOMORPHOLOGY

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Long short-term memory neural network for traffic speed prediction using remote microwave sensor data

(2015) Xiaolei Ma et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

A high-resolution global flood hazard model

(2015) Christopher C. Sampson et al.   WATER RESOURCES RESEARCH

Flood susceptibility mapping using frequency ratio and weights-of-evidence models in the Golastan Province, Iran

(2015) Omid Rahmati et al.   Geocarto International

From Feedforward to Recurrent LSTM Neural Networks for Language Modeling

(2015) Martin Sundermeyer et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

Flood susceptibility mapping using a novel ensemble weights-of-evidence and support vector machine models in GIS

(2014) Mahyat Shafapour Tehrany et al.   JOURNAL OF HYDROLOGY

Landslide susceptibility mapping based on rough set theory and support vector machines: A case of the Three Gorges area, China

(2013) Ling Peng et al.   GEOMORPHOLOGY

Floods in Greece, a statistical and spatial approach

(2012) Michalis Diakakis et al.   NATURAL HAZARDS

Flood loss analysis and quantitative risk assessment in China

(2012) Kaizhong Li et al.   NATURAL HAZARDS

Flash flood sediment transport in a steep sand-bed ephemeral stream

(2011) Paolo BILLI   International Journal of Sediment Research

Water surface variations monitoring and flood hazard analysis in Dongting Lake area using long-term Terra/MODIS data time series

(2011) Shifeng Huang et al.   NATURAL HAZARDS

Geomorphic impacts of a 100-year flood: Kiwitea Stream, Manawatu catchment, New Zealand

(2007) Ian C. Fuller   GEOMORPHOLOGY