Vinton Steel faced a significant challenge in its steel production process, impacting cost efficiency, material management, and product quality throughout its operations. At the core of this challenge was the accuracy of consumption factors for crucial alloying elements, such as ferrosilicon, ferromanganese, ferrochrome, and ferrovanadium. The