by: Dr. Mahmoud Salama El-Haysha - Egypt 

This article explores how AI, IoT, sensors, automation, and fuzzy-logic technology can improve egg incubation. Smart incubators automatically control temperature and humidity, turn eggs, monitor conditions remotely, and notify farmers when hatching begins.

The system can increase hatchability from the traditional 50–60% to around 80–90%, while reducing labor, saving time, and improving farm efficiency and profitability. The article concludes that smart incubation technology could benefit both large and small-to-medium poultry farms