IRIS Catalogo Istituzionale della Ricerca dell'Università degli Studi del Molise
IRIS è il Catalogo Istituzionale della Ricerca dell'Università degli Studi del Molise ed ha lo scopo di consentire la conservazione e la consultazione delle informazioni sulla produzione scientifica dell'Ateneo.
EnglishSolar radiation significantly affected the cooling requirements of air-conditioned buildings during the summer period, attention is also paid to it in order to optimize the management of indoor lighting as it is a natural lighting source. However, the solar radiation is measured by a few weather stations in a few locations. The aim of this paper is to reconstruct the hourly solar global radiation trend on a year in some cities of the Northern and Southern Italy, starting from typical recorded meteorological data: temperature, relative humidity, wind speed and direction, etc. For this task a supervised machine learning algorithm has been used to build a model. The reached results show that the solar radiation hourly values can be extrapolated from other weather data in a reliable way, in fact an f-measure ranging from 0.950 an 1 is obtained for the several Italian cities involved in the experiment.
| Titolo: | Hourly Global Solar Radiation Reconstruction Applying Machine Learning | |
| Autori: | ||
| Data di pubblicazione: | 2020 | |
| Handle: | http://hdl.handle.net/11695/94929 | |
| ISBN: | 978-1-7281-6926-2 | |
| Appare nelle tipologie: | 4.1 Contributo in Atti di convegno |
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