Flash-flood forecasting in an Andean mountain catchment—development of a step-wise methodology based on the random forest algorithm P Muñoz, J Orellana-Alvear, P Willems, R Célleri Water 10 (11), 1519, 2018 | 102 | 2018 |
The role of weather radar in rainfall estimation and its application in meteorological and hydrological modelling—A review Z Sokol, J Szturc, J Orellana-Alvear, J Popova, A Jurczyk, R Célleri Remote Sensing 13 (3), 351, 2021 | 101 | 2021 |
Near-surface air temperature lapse rate over complex terrain in the Southern Ecuadorian Andes: implications for temperature mapping M Córdova, R Célleri, CJ Shellito, J Orellana-Alvear, A Abril, ... Arctic, Antarctic, and Alpine Research 48 (4), 673-684, 2016 | 81 | 2016 |
Analysis of rain types and their Z–R relationships at different locations in the high Andes of southern Ecuador J Orellana-Alvear, R Célleri, R Rollenbeck, J Bendix Journal of Applied Meteorology and Climatology 56 (11), 3065-3080, 2017 | 41 | 2017 |
RadarNet-Sur first weather radar network in tropical high mountains J Bendix, A Fries, J Zárate, K Trachte, R Rollenbeck, F Pucha-Cofrep, ... Bulletin of the American Meteorological Society 98 (6), 1235-1254, 2017 | 35 | 2017 |
Influence of random forest hyperparameterization on short-term runoff forecasting in an andean mountain catchment P Contreras, J Orellana-Alvear, P Muñoz, J Bendix, R Célleri Atmosphere 12 (2), 238, 2021 | 30 | 2021 |
Assessment of native radar reflectivity and radar rainfall estimates for discharge forecasting in mountain catchments with a random forest model J Orellana-Alvear, R Célleri, R Rollenbeck, P Muñoz, P Contreras, ... Remote Sensing 12 (12), 1986, 2020 | 23 | 2020 |
Optimization of X-band radar rainfall retrieval in the southern Andes of Ecuador using a random forest model J Orellana-Alvear, R Célleri, R Rollenbeck, J Bendix Remote Sensing 11 (14), 1632, 2019 | 22 | 2019 |
Flood early warning systems using machine learning techniques: The case of the Tomebamba Catchment at the southern Andes of Ecuador P Muñoz, J Orellana-Alvear, J Bendix, J Feyen, R Célleri Hydrology 8 (4), 183, 2021 | 21 | 2021 |
Precipitation characteristics at two locations in the tropical Andes by means of vertically pointing micro-rain radar observations J Seidel, K Trachte, J Orellana-Alvear, R Figueroa, R Célleri, J Bendix, ... Remote Sensing 11 (24), 2985, 2019 | 20 | 2019 |
Hydrometeorological factors controlling the stable isotopic composition of precipitation in the highlands of south Ecuador DX Zhiña, GM Mosquera, G Esquivel-Hernández, M Córdova, ... Journal of Hydrometeorology 23 (7), 1059-1074, 2022 | 16 | 2022 |
Atmosphere-surface fluxes modeling for the high Andes: The case of páramo catchments of Ecuador G Carrillo-Rojas, HM Schulz, J Orellana-Alvear, A Ochoa-Sánchez, ... Science of the Total Environment 704, 135372, 2020 | 12 | 2020 |
The Coastal El Niño event of 2017 in Ecuador and Peru: A weather radar analysis R Rollenbeck, J Orellana-Alvear, J Bendix, R Rodriguez, F Pucha-Cofrep, ... Remote Sensing 14 (4), 824, 2022 | 11 | 2022 |
Calibration of X-band radar for extreme events in a spatially complex precipitation region in north peru: Machine learning vs. empirical approach R Rollenbeck, J Orellana-Alvear, R Rodriguez, S Macalupu, P Nolasco Atmosphere 12 (12), 1561, 2021 | 10 | 2021 |
Determination of climatic conditions related to precipitation anomalies in the Tropical Andes by means of the random forest algorithm and novel climate indices M Cordova, J Orellana‐Alvear, R Rollenbeck, R Célleri International Journal of Climatology 42 (10), 5055-5072, 2022 | 8 | 2022 |
Tropical andes radar precipitation estimates need high temporal and moderate spatial resolution M Guallpa, J Orellana-Alvear, J Bendix Water 11 (5), 1038, 2019 | 7 | 2019 |
Application of a machine learning technique for developing short-term flood and drought forecasting models in tropical mountainous catchments P Muñoz, J Orellana-Alvear, R Célleri Integrated Research on Disaster Risks: Contributions from the IRDR Young …, 2021 | 5 | 2021 |
Clustering of rainfall types using micro rain radar and laser disdrometer observations in the tropical Andes G Urgilés, R Célleri, K Trachte, J Bendix, J Orellana-Alvear Remote Sensing 13 (5), 991, 2021 | 4 | 2021 |
Long short-term memory networks for real-time runoff forecasting using remotely sensed data P Muñoz, DF Muñoz, J Orellana-Alvear, H Moftakhari, H Moradkhani, ... EGU General Assembly Conference Abstracts, EGU21-13900, 2021 | 2 | 2021 |
The Spatio-Temporal Cloud Frequency Distribution in the Galapagos Archipelago as Seen from MODIS Cloud Mask Data S Zander, N Turini, D Ballari, SD Bayas López, R Celleri, ... Atmosphere 14 (8), 1225, 2023 | 1 | 2023 |