Oil and gas production is a complex and costly endeavour that requires meticulous attention to detail. One of the significant challenges faced by the industry is the formation of scale in oil wells and production equipment. Scale formation, caused by minerals in the formation water, can lead to reduced production rates, equipment damage, and increased operational costs. To combat this issue,...