A Machine Learning Approach for Rainfall Estimation Integrating Heterogeneous Data Sources
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Pietro Sabatino | Gianluigi Folino | Massimo Guarascio | Francesco Chiaravalloti | Salvatore Gabriele | Antonio Procopio | S. Gabriele | F. Chiaravalloti | G. Folino | M. Guarascio | Antonio Procopio | Pietro Sabatino
[1] Leo Breiman,et al. Bagging Predictors , 1996, Machine Learning.
[2] Yoav Freund,et al. Experiments with a New Boosting Algorithm , 1996, ICML.
[3] G. Mendicino,et al. Brief communication: Preliminary hydro-meteorological analysis of the flash flood of 20 August 2018 on Raganello Gorge, Southern Italy , 2019 .
[4] David H. Wolpert,et al. Stacked generalization , 1992, Neural Networks.
[5] R. Schapire. The Strength of Weak Learnability , 1990, Machine Learning.
[6] Andrew D. Binns,et al. A review of gauge–radar merging methods for quantitative precipitation estimation in hydrology , 2016 .
[7] H. Feidas,et al. Classification of convective and stratiform rain based on the spectral and textural features of Meteosat Second Generation infrared data , 2013, Theoretical and Applied Climatology.
[8] Gianluca Bontempi,et al. When is Undersampling Effective in Unbalanced Classification Tasks? , 2015, ECML/PKDD.
[9] Dit-Yan Yeung,et al. Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting , 2015, NIPS.
[10] Shie-Yui Liong,et al. Rainfall intensity prediction by a spatial-temporal ensemble , 2008, 2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence).
[11] Optimal Temporal Resolution of Rainfall for Urban Applications and Uncertainty Propagation , 2017 .
[12] Soltane Ameur,et al. Rainfall estimation over a Mediterranean region using a method based on various spectral parameters of SEVIRI-MSG , 2013 .
[13] A. Dégre,et al. Different methods for spatial interpolation of rainfall data for operational hydrology and hydrological modeling at watershed scale: a review , 2013 .
[14] M. Lazri,et al. Instantaneous rainfall estimation using neural network from multispectral observations of SEVIRI radiometer and its application in estimation of daily and monthly rainfall , 2014 .
[15] Soltane Ameur,et al. Novel SVM-based technique to improve rainfall estimation over the Mediterranean region (north of Algeria) using the multispectral MSG SEVIRI imagery , 2017 .
[16] Tim Appelhans,et al. Comparison of four machine learning algorithms for their applicability in satellite-based optical rainfall retrievals , 2015 .
[17] Jörg Bendix,et al. Discriminating raining from non‐raining cloud areas at mid‐latitudes using meteosat second generation SEVIRI night‐time data , 2008 .
[18] F. Joseph Turk,et al. Measuring Precipitation from Space: EURAINSAT and the Future , 2007 .
[19] Tim Appelhans,et al. Precipitation Estimates from MSG SEVIRI Daytime, Nighttime, and Twilight Data with Random Forests , 2014 .
[20] Lee,et al. Hydrological Modeling Approach Using Radar-Rainfall Ensemble and Multi-Runoff-Model Blending Technique , 2019, Water.
[21] Francesca Cecinati,et al. Comparing Approaches to Deal With Non‐Gaussianity of Rainfall Data in Kriging‐Based Radar‐Gauge Rainfall Merging , 2017 .
[22] Ping-Feng Pai,et al. A recurrent support vector regression model in rainfall forecasting , 2007 .
[23] Ramani Duraiswami,et al. Efficient kriging for real-time spatio-temporal interpolation , 2010 .
[24] B. Rajagopalan,et al. A Bayesian kriging approach for blending satellite and ground precipitation observations , 2015 .
[25] H. Feidas,et al. Identifying precipitating clouds in Greece using multispectral infrared Meteosat Second Generation satellite data , 2011 .
[26] H. Feidas,et al. Validation of an infrared-based satellite algorithm to estimate accumulated rainfall over the Mediterranean basin , 2009 .
[27] H. Wackernagle,et al. Multivariate geostatistics: an introduction with applications , 1998 .
[28] Leo Breiman,et al. Random Forests , 2001, Machine Learning.
[29] James E Ball,et al. MODELING SPATIAL VARIABILITY OF RAINFALL OVER A CATCHMENT , 1998 .
[30] S. Gabriele,et al. Geomorphic effects caused by heavy rainfall in southern Calabria (Italy) on 30 October–1 November 2015 , 2017 .
[31] Wei-Chiang Hong,et al. Rainfall forecasting by technological machine learning models , 2008, Appl. Math. Comput..
[32] Janez Demsar,et al. Statistical Comparisons of Classifiers over Multiple Data Sets , 2006, J. Mach. Learn. Res..
[33] G. Buttafuoco,et al. Spatial and temporal characterization of climate at regional scale using homogeneous monthly precipitation and air temperature data: an application in Calabria (southern Italy) , 2015 .
[34] S. Gabriele,et al. Assessment of GPM and SM2RAIN-ASCAT rainfall products over complex terrain in southern Italy , 2018, Atmospheric Research.
[35] Mark Mulligan,et al. Evaluation of Precipitation Estimation Accuracy in Reanalyses, Satellite Products, and an Ensemble Method for Regions in Australia and South and East Asia , 2013 .
[36] A. Bárdossy,et al. Use of geostationary meteorological satellite images in convective rain estimation for flash-flood forecasting , 2008 .
[37] C. Frei,et al. Ensemble Spatial Precipitation Analysis From Rain Gauge Data: Methodology and Application in the European Alps , 2019, Journal of Geophysical Research: Atmospheres.
[38] V. Chandrasekar,et al. A machine learning model for radar rainfall estimation based on gauge observations , 2017, 2017 United States National Committee of URSI National Radio Science Meeting (USNC-URSI NRSM).
[39] Nathalie Japkowicz,et al. The Class Imbalance Problem: Significance and Strategies , 2000 .
[40] Boualem Haddad,et al. Artificial intelligence systems for rainy areas detection and convective cells' delineation for the south shore of Mediterranean Sea during day and nighttime using MSG satellite images , 2016 .
[41] H. Mannstein,et al. Contrail life cycle and properties from 1 year of MSG/SEVIRI rapid-scan images , 2015 .
[42] Edzer J. Pebesma,et al. Real-time automatic interpolation of ambient gamma dose rates from the Dutch radioactivity monitoring network , 2009, Comput. Geosci..
[43] Frank S. Marzano,et al. Validation of satellite OPEMW precipitation product with ground-based weather radar and rain gauge networks , 2013 .
[44] William S. Olson,et al. Bayesian Estimation of Precipitation from Satellite Passive Microwave Observations Using Combined Radar–Radiometer Retrievals , 2006 .
[45] Pj Northrop,et al. Spatial-temporal rainfall fields: modelling and statistical aspects , 2000 .