Search results for " seasonal forecast"

showing 3 items of 3 documents

The value of local climate and weather information: an economic valuation of the decentralised meteorological provision in Kenya

2020

The development of Sub-Saharan Africa will become increasingly constrained by the acute climate sensitivity of livelihood practices. Weather and climate services can improve climate risks to development by informing plans and decisions that ultimately reduce losses/maximize beneficial opportunities from climate variability and change. Yet, such services are typically highly aggregated, and notoriously difficult to communicate, especially to smallholder farmers and pastoralists where the need is greatest. Kenya Meteorological Department (KMD) are decentralizing service provision, and in so doing, offering disaggregated, contextualized, and more easily understandable localized weather and sea…

Global and Planetary Change010504 meteorology & atmospheric sciencesNatural resource economicsGeography Planning and DevelopmentWeather and climate010501 environmental sciencesDevelopmentClimate and weather information value of information economic valuation Kenya meteorological department local advisories local seasonal forecastsLivelihood01 natural sciencesEconomic valuationValue of informationValue (economics)Climate sensitivityBusiness0105 earth and related environmental sciencesClimate and Development
researchProduct

Combining a data-driven approach with seasonal forecast data to predict reservoir water volume in the Mediterranean area

2023

Prolonged droughts and water scarcity have become more frequent in recent years, exacerbating the problem of the artificial reservoirs management in the Mediterranean area. This study proposes a methodology which combines a Nonlinear AutoRegressive network with eXogenous input (NARX) data-driven model with Seasonal Forecasts (SFs) data, with the aim to predict the water volume stored in reservoirs at a mid-term scale, as requested by the local authority. The methodology is applied to four Sicilian reservoirs that experienced water scarcity in the recent past. SFs produced at the European Centre for Medium-Range Weather Forecasting are used to force the NARX models. Also, the reservoirs are …

NARX Mediterranean area data-scarce environment data driven seasonal forecasts bias correction water management in reservoirsNARXdata-scarce environmentSettore ICAR/02 - Costruzioni Idrauliche E Marittime E Idrologiabias correction; data driven; data-scarce environment; Mediterranean area; NARX; seasonal forecasts; water management in reservoirsdata drivenseasonal forecastswater management in reservoirsbias correctionMediterranean areaWater Science and TechnologyHydrological Sciences Journal
researchProduct

Predicting reservoir water volumes in the Mediterranean area by combining a data-driven approach with seasonal forecasts data

Settore ICAR/02 - Costruzioni Idrauliche E Marittime E IdrologiaMachine learning reservoir volumes drought seasonal forecast
researchProduct