Ferreira, BrunoBarreira, RaquelCaetano, JoãoQuarta, Maria GraziaCarriço, Nelson2024-07-112024-07-112024-07http://hdl.handle.net/10400.26/51258Trabalho apresentado em 3rd International Joint Conference on Water Distribution Systems Analysis & Computing and Control for the Water Industry (WDSA/CCWI), 1 a 4 de julho de 2024, Ferrara, ItáliaThe current paper presents a forecasting methodology for short-term water demand forecasting in the context of the Battle of Water Demand Forecasting. The methodology considers five distinct forecasting techniques, which are compared in terms of their forecasting ability for a preceding period, typically spanning a day or a week. The best-performing model is identified through error assessment between model predictions and actual measurements. This model is finally used to estimate the values for the forecasting horizon. This methodology directly considers the importance of tailoring the model to the specific case study and objectives. However, it is computationally intensive and relies on the fact that there will be not much variance between the preceding period and forecasting horizon results.engModel selectionShort-term forecastingWater demandOptimizing short-term water demand forecasting: a comparative approach within the battle of water demand forecastingconference object