A hybrid support vector regression–firefly model for monthly rainfall forecasting
Sign Up to like & getrecommendations! Published in 2018 at "International Journal of Environmental Science and Technology"
DOI: 10.1007/s13762-018-1674-2
Abstract: Long-term prediction of rainfalls is one of the most challenging tasks in stochastic hydrology owing to the highly random characteristics of rainfall events. In this paper, a novel approach is adopted to develop a hybrid… read more here.
Keywords: regression; support vector; monthly rainfall; model ... See more keywords
Rainfall Forecasting Using GPS-Derived Atmospheric Gradient and Residual for Tropical Region
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2021.3131217
Abstract: In recent studies, precipitable water vapor (PWV) has caught the interest of researchers in predicting rainfall. However, rainfall depends on several other atmospheric factors that play a vital role in its initiation. With only one… read more here.
Keywords: gradient; rainfall; prediction; tropical region ... See more keywords
A hybrid climate model for rainfall forecasting based on combination of self-organizing map and analog method
Sign Up to like & getrecommendations! Published in 2017 at "Sains Malaysiana"
DOI: 10.17576/jsm-2017-4612-32
Abstract: A hybrid climate model (HCM) is a novel proposed model based on the combination of self-organizing map (SOM) and analog method (AM). The main purpose was to improve the accuracy in rainfall forecasting using HCM.… read more here.
Keywords: combination; model; hybrid climate; rainfall forecasting ... See more keywords
Comparing Machine Learning and Decision Making Approaches to Forecast Long Lead Monthly Rainfall: The City of Vancouver, Canada
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DOI: 10.3390/hydrology5010010
Abstract: Estimating maximum possible rainfall is of great value for flood prediction and protection, particularly for regions, such as Canada, where urban and fluvial floods from extreme rainfalls have been known to be a major concern.… read more here.
Keywords: decision; machine learning; model; decision making ... See more keywords