Zouaidia, Khouloud2024-05-262024-05-262023https://dspace.univ-annaba.dz//handle/123456789/3482The weather is one of the most crucial components that surround and impact almost everything in our everyday lives. Several studies on this subject have been conducted in order to determine practical strategies to exploit the power of nature for our beneft. or, at least, to reduce its tragic disasters. This is what gave origin to the modern science we know today under the name of weather forecasting(WF). Several global climate afecting features are combined to impact the weather, and the most challenging one is the wind parameter with its factuated nature and unpredictable behaviour.enTowards a smart and efficient weather forecasting model based deep learningThesis