A new method called CNNSD was used to predict future temperature changes in Egypt. The study found that maximum and minimum temperatures are expected to increase by 4.8 °C and 4.0 °C, respectively, under a moderate scenario, and by 6.3 °C and 4.2 °C, respectively, under a more severe scenario. This approach could help countries vulnerable to climate change make decisions to adapt and develop policies.