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Flood Forecasting Using Machine Learning Methods
| Flood Forecasting Using Machine Learning Methods |
| Autore | Chang Fi-John |
| Pubbl/distr/stampa | MDPI - Multidisciplinary Digital Publishing Institute, 2019 |
| Descrizione fisica | 1 electronic resource (376 p.) |
| Soggetto non controllato |
natural hazards &
artificial neural network flood routing the Three Gorges Dam backtracking search optimization algorithm (BSA) lag analysis artificial intelligence classification and regression trees (CART) decision tree real-time optimization ensemble empirical mode decomposition (EEMD) improved bat algorithm convolutional neural networks ANFIS method of tracking energy differences (MTED) adaptive neuro-fuzzy inference system (ANFIS) recurrent nonlinear autoregressive with exogenous inputs (RNARX) disasters flood prediction ANN-based models flood inundation map ensemble machine learning flood forecast sensitivity hydrologic models phase space reconstruction water level forecast data forward prediction early flood warning systems bees algorithm random forest uncertainty soft computing data science hydrometeorology LSTM rating curve method forecasting superpixel particle swarm optimization high-resolution remote-sensing images machine learning support vector machine Lower Yellow River extreme event management runoff series empirical wavelet transform Muskingum model hydrograph predictions bat algorithm data scarce basins Wilson flood self-organizing map big data extreme learning machine (ELM) hydroinformatics nonlinear Muskingum model invasive weed optimization rainfall–runoff flood forecasting artificial neural networks flash-flood streamflow predictions precipitation-runoff the upper Yangtze River survey parameters Haraz watershed ANN time series prediction postprocessing flood susceptibility modeling rainfall-runoff deep learning database LSTM network ensemble technique hybrid neural network self-organizing map (SOM) data assimilation particle filter algorithm monthly streamflow forecasting Dongting Lake machine learning methods micro-model stopping criteria Google Maps cultural algorithm wolf pack algorithm flood events urban water bodies Karahan flood St. Venant equations hybrid & hydrologic model |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910346688303321 |
Chang Fi-John
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| MDPI - Multidisciplinary Digital Publishing Institute, 2019 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Remote sensing of precipitation / / special issue editor Silas Michaelides
| Remote sensing of precipitation / / special issue editor Silas Michaelides |
| Pubbl/distr/stampa | MDPI - Multidisciplinary Digital Publishing Institute, 2019 |
| Descrizione fisica | 1 electronic resource (480 p.) |
| Soggetto topico |
Environmental engineering
Environmental monitoring |
| Soggetto non controllato |
satellite radiance
WRF-Hydro meteorological radar QPE microstructure of rain TMPA evaluation precipitation volume matching CFSR GMI terminal velocity TRMM-TMPA surface rain intensity retrieval algorithm rain gauges tropical cyclone CMORPH T-Matrix Global Precipitation Measurement (GPM) statistical evaluation vertical air velocity heavy rainfall prediction GPM IMERG v5 Tianshan Mountains Red River Basin precipitation retrieval satellite precipitation PERSIANN-CCS validation network PEMW satellite rainfall estimate high latitude Cyprus GPM wet deposition CloudSat thundercloud GPS satellite remote sensing assessment numerical weather prediction mineral dust complex terrain mesoscale precipitation patterns GNSS meteorology lumped models satellites Southern China error analysis topography cloud scavenging radar reflectivity–rain rate relationship CHAOS RADOLAN hydrometeor classification TRMM thunderstorm CHIRPS satellite precipitation retrieval GPM/IMERG GSMaP bias correction Precise Point Positioning Mainland China supercooled droplets detection SEID Saharan dust transportation Huaihe River basin GPM Microwave Imager satellite TMPA 3B42RT forecast model quality indexes SEVIRI radiometer triple collocation satellite precipitation product Mandra synoptic weather types drop size distribution (DSD) Amazon Basin weather radar X-band radar downscaling precipitation rate neural networks rain rate CMIP GPM-era IMERG GR models weather typhoon satellite rainfall retrievals TRMM 3B42 v7 validation low-cost receivers rainfall retrieval techniques snowfall detection GPM satellite Zenith Tropospheric Delay 3B42 hurricane Harvey PERSIANN_CDR TRMM 3B42 V7 snow water path retrieval DPR satellite precipitation adjustment Peninsular Spain RMAPS daily rainfall estimations streamflow simulation regional climate models Red–Thai Binh River Basin Ensemble Precipitation (EP) algorithm cloud radar disdrometer TRMM-era TMPA hydrometeorology MSG radar data assimilation dust washout process runoff simulations geostationary microwave sensors radar topographical and seasonal evaluation goGPS XPOL radar TMPA 3B42V7 telemetric rain gauge harmonie model tropical storm rainfall linear-scaling approach Milešovka observatory precipitable water vapor heavy precipitation hydrological simulation reflectivity Ka-band Tibetan Plateau satellite rainfall estimates regional rainfall regimes Lai Nullah microwave scattering remote sensing pre-processing rainfall rate MSWEP climatology VIC model CMORPH_CRT IMERG single frequency GNSS PERSIANN flood-inducing storm climate models Pakistan precipitating hydrometeor data assimilation rainfall kriging with external drift dual-polarization quantitative precipitation estimates flash flood Satellite Precipitation Estimates gridded radar precipitation regional rainfall sub-regimes polar systems |
| ISBN | 3-03921-286-9 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Altri titoli varianti | Remote Sensing of Precipitation |
| Record Nr. | UNINA-9910346860003321 |
| MDPI - Multidisciplinary Digital Publishing Institute, 2019 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Remote Sensing of Precipitation: Volume 2
| Remote Sensing of Precipitation: Volume 2 |
| Autore | Michaelides Silas |
| Pubbl/distr/stampa | MDPI - Multidisciplinary Digital Publishing Institute, 2019 |
| Descrizione fisica | 1 electronic resource (318 p.) |
| Soggetto non controllato |
satellite radiance
WRF-Hydro meteorological radar QPE microstructure of rain TMPA evaluation precipitation volume matching CFSR GMI terminal velocity TRMM-TMPA surface rain intensity retrieval algorithm rain gauges tropical cyclone CMORPH T-Matrix Global Precipitation Measurement (GPM) statistical evaluation vertical air velocity heavy rainfall prediction GPM IMERG v5 Tianshan Mountains Red River Basin precipitation retrieval satellite precipitation PERSIANN-CCS validation network PEMW satellite rainfall estimate high latitude Cyprus GPM wet deposition CloudSat thundercloud GPS satellite remote sensing assessment numerical weather prediction mineral dust complex terrain mesoscale precipitation patterns GNSS meteorology lumped models satellites Southern China error analysis topography cloud scavenging radar reflectivity–rain rate relationship CHAOS RADOLAN hydrometeor classification TRMM thunderstorm CHIRPS satellite precipitation retrieval GPM/IMERG GSMaP bias correction Precise Point Positioning Mainland China supercooled droplets detection SEID Saharan dust transportation Huaihe River basin GPM Microwave Imager satellite TMPA 3B42RT forecast model quality indexes SEVIRI radiometer triple collocation satellite precipitation product Mandra synoptic weather types drop size distribution (DSD) Amazon Basin weather radar X-band radar downscaling precipitation rate neural networks rain rate CMIP GPM-era IMERG GR models weather typhoon satellite rainfall retrievals TRMM 3B42 v7 validation low-cost receivers rainfall retrieval techniques snowfall detection GPM satellite Zenith Tropospheric Delay 3B42 hurricane Harvey PERSIANN_CDR TRMM 3B42 V7 snow water path retrieval DPR satellite precipitation adjustment Peninsular Spain RMAPS daily rainfall estimations streamflow simulation regional climate models Red–Thai Binh River Basin Ensemble Precipitation (EP) algorithm cloud radar disdrometer TRMM-era TMPA hydrometeorology MSG radar data assimilation dust washout process runoff simulations geostationary microwave sensors radar topographical and seasonal evaluation goGPS XPOL radar TMPA 3B42V7 telemetric rain gauge harmonie model tropical storm rainfall linear-scaling approach Milešovka observatory precipitable water vapor heavy precipitation hydrological simulation reflectivity Ka-band Tibetan Plateau satellite rainfall estimates regional rainfall regimes Lai Nullah microwave scattering remote sensing pre-processing rainfall rate MSWEP climatology VIC model CMORPH_CRT IMERG single frequency GNSS PERSIANN flood-inducing storm climate models Pakistan precipitating hydrometeor data assimilation rainfall kriging with external drift dual-polarization quantitative precipitation estimates flash flood Satellite Precipitation Estimates gridded radar precipitation regional rainfall sub-regimes polar systems |
| ISBN | 3-03921-288-5 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Altri titoli varianti | Remote Sensing of Precipitation |
| Record Nr. | UNINA-9910346859903321 |
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Michaelides Silas
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| MDPI - Multidisciplinary Digital Publishing Institute, 2019 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||