Urban flood modeling using deep-learning approaches in Seoul, South Korea

Real-time water level prediction of cascaded channels based on multilayer perception and recurrent neural network

(2020) Tao Ren et al.   JOURNAL OF HYDROLOGY

A survey of the recent architectures of deep convolutional neural networks

(2020) Asifullah Khan et al.   ARTIFICIAL INTELLIGENCE REVIEW

Correcting mean areal precipitation forecasts to improve urban flooding predictions by using long short-term memory network

(2020) Duc Hai Nguyen et al.   JOURNAL OF HYDROLOGY

Data stratification toward advanced flood waste estimation: A case study in South Korea

(2020) Man Ho Park et al.   WASTE MANAGEMENT

A deep learning approach for hydrological time-series prediction: A case study of Gilgit river basin

(2020) Dostdar Hussain et al.   Earth Science Informatics

Development of novel hybridized models for urban flood susceptibility mapping

(2020) Omid Rahmati et al.   Scientific Reports

Nonparametric variable importance assessment using machine learning techniques

(2020) Brian D. Williamson et al.   BIOMETRICS

Deep convolutional neural network based on adaptive gradient optimizer for fault detection in SCIM

(2020) Prashant Kumar et al.   ISA TRANSACTIONS

Sensitivity of urban flood simulations to stormwater infrastructure and soil infiltration

(2020) Afrin Hossain Anni et al.   JOURNAL OF HYDROLOGY

Data‐driven flood emulation: Speeding up urban flood predictions by deep convolutional neural networks

(2020) Zifeng Guo et al.   Journal of Flood Risk Management

Non-destructive analysis the dating of paper based on convolutional neural network

(2020) Jingjing Xia et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

A Deep Similarity Metric Method Based on Incomplete Data for Traffic Anomaly Detection in IoT

(2019) Xu Kang et al.   Applied Sciences-Basel

An enhanced inundation method for urban flood hazard mapping at the large catchment scale

(2019) Gang Zhao et al.   JOURNAL OF HYDROLOGY

Assessing flood probability for transportation infrastructure based on catchment characteristics, sediment connectivity and remotely sensed soil moisture

(2019) Zahra Kalantari et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Urban flood mapping with an active self-learning convolutional neural network based on TerraSAR-X intensity and interferometric coherence

(2019) Yu Li et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Assessment of flood hazard mapping in urban areas using entropy weighting method: a case study in Hamadan city, Iran

(2019) Mehdi Sepehri et al.   Acta Geophysica

Importance of spatial predictor variable selection in machine learning applications – Moving from data reproduction to spatial prediction

(2019) Hanna Meyer et al.   ECOLOGICAL MODELLING

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

Patch Similarity Convolutional Neural Network for Urban Flood Extent Mapping Using Bi-Temporal Satellite Multispectral Imagery

(2019) Bo Peng et al.   Remote Sensing

Urban Flood Hazard Modeling Using Self-Organizing Map Neural Network

(2019) Rahmati et al.   Water

Convolutional Neural Network Coupled with a Transfer-Learning Approach for Time-Series Flood Predictions

(2019) Nobuaki Kimura et al.   Water

Topographic wetness index explains soil moisture better than bioindication with Ellenberg’s indicator values

(2018) Małgorzata W. Raduła et al.   ECOLOGICAL INDICATORS

Urban flooding risk assessment based on an integrated k-means cluster algorithm and improved entropy weight method in the region of Haikou, China

(2018) Hongshi Xu et al.   JOURNAL OF HYDROLOGY

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

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

Spatial Assessment of Urban Flood Susceptibility Using Data Mining and Geographic Information System (GIS) Tools

(2018) Sunmin Lee et al.   Sustainability

Experimental modelling of urban flooding: A review

(2018) Emmanuel Mignot et al.   JOURNAL OF HYDROLOGY

Urban flood risk mapping using the GARP and QUEST models: A comparative study of machine learning techniques

(2018) Hamid Darabi et al.   JOURNAL OF HYDROLOGY

Flood inundation modelling: A review of methods, recent advances and uncertainty analysis

(2017) J. Teng et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Geomorphic response to an extreme flood in two Mediterranean rivers (northeastern Sardinia, Italy): Analysis of controlling factors

(2017) Margherita Righini et al.   GEOMORPHOLOGY

Forecasting daily streamflow values: assessing heuristic models

(2017) Sepideh Karimi et al.   HYDROLOGY RESEARCH

Streamflow Hydrology Estimate Using Machine Learning (SHEM)

(2017) T.R. Petty et al.   JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION

Effect of Peri-urban Development and Lithology on Streamflow in a Mediterranean Catchment

(2017) Carla S.S. Ferreira et al.   LAND DEGRADATION & DEVELOPMENT

Urbanization Development under Climate Change: Hydrological Responses in a Peri-Urban Mediterranean Catchment

(2017) Zahra Kalantari et al.   LAND DEGRADATION & DEVELOPMENT

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

Contrasting Two Dimensions of Disaster-Induced Water-Shortage Experiences: Water Availability and Access

(2017) Takaaki Kato et al.   Water

Application of GIS-Interval Rough AHP Methodology for Flood Hazard Mapping in Urban Areas

(2017) Ljubomir Gigović et al.   Water

Forecasting daily streamflow values: assessing heuristic models

(2017) Sepideh Karimi et al.   Hydrology Research

Predicting and communicating flood risk of transport infrastructure based on watershed characteristics

(2016) Astrid Michielsen et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

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

(2015) Mahyat Shafapour Tehrany et al.   CATENA

Assessing urban potential flooding risk and identifying effective risk-reduction measures

(2015) Frédéric Cherqui et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Flood susceptibility analysis and its verification using a novel ensemble support vector machine and frequency ratio method

(2015) Mahyat Shafapour Tehrany et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Climatological variability of air temperature and precipitation observed in South Korea for the last 50 years

(2015) Hak-Sung Kim et al.   Air Quality Atmosphere and Health

Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery

(2015) Fan Hu et al.   Remote Sensing

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

Applications of hybrid wavelet–Artificial Intelligence models in hydrology: A review

(2014) Vahid Nourani et al.   JOURNAL OF HYDROLOGY

Real-time multi-step-ahead water level forecasting by recurrent neural networks for urban flood control

(2014) Fi-John Chang et al.   JOURNAL OF HYDROLOGY

An urban storm-inundation simulation method based on GIS

(2014) Shanghong Zhang et al.   JOURNAL OF HYDROLOGY

Urban flood impact assessment: A state-of-the-art review

(2013) M.J. Hammond et al.   Urban Water Journal

Application of the topographic position index to heterogeneous landscapes

(2012) Jeroen De Reu et al.   GEOMORPHOLOGY

Flood loss analysis and quantitative risk assessment in China

(2012) Kaizhong Li et al.   NATURAL HAZARDS

Relationships between Arctic shrub dynamics and topographically derived hydrologic characteristics

(2011) Adam T Naito et al.   Environmental Research Letters

Flood management and a GIS modelling method to assess flood-hazard areas—a case study

(2011) Nektarios N. Kourgialas et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Robustness and generalization

(2011) Huan Xu et al.   MACHINE LEARNING

Urban flood hazard zoning in Tucumán Province, Argentina, using GIS and multicriteria decision analysis

(2010) D.S. Fernández et al.   ENGINEERING GEOLOGY

Estimation of Slope Length Value of RUSLE Factor L Using GIS

(2010) José L. García Rodríguez et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Improvement of Urban Drainage System Performance under Climate Change Impact: Case Study

(2010) Mohammad Karamouz et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Short-term and long-term streamflow forecasting using a wavelet and neuro-fuzzy conjunction model

(2010) Jalal Shiri et al.   JOURNAL OF HYDROLOGY

Spatial Variation of the Regional Wind Field with Land–Sea Contrasts and Complex Topography

(2009) Kyung-Ja Ha et al.   Journal of Applied Meteorology and Climatology

River flood plains are model ecosystems to test general hydrogeomorphic and ecological concepts

(2009) Klement Tockner et al.   RIVER RESEARCH AND APPLICATIONS