标题
Urban flood modeling using deep-learning approaches in Seoul, South Korea
作者
关键词
Flood inundation, Cities, GIS, Deep-learning, Predictors
出版物
JOURNAL OF HYDROLOGY
Volume 601, Issue -, Pages 126684
出版商
Elsevier BV
发表日期
2021-07-18
DOI
10.1016/j.jhydrol.2021.126684
参考文献
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注意：仅列出部分参考文献，下载原文获取全部文献信息。- 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
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