Monitoring of the red-hot billets and comparing with its exact parameters with human efforts are very difficultThe advantage of this system is it elimanites human efforts and that results in the proper identification of the manufacturing errors ​Therefore, this whole system needs to be digitally operated with minimum human intervention for the simplified functioning of the whole process using AI/ML Also, crucial protection must be provided to the whole system at the hardware edge. ​