1. Introduction  In heavy-duty industrial applications like mining, construction, and material handling, one of the most critical challenges is equipment longevity. Constant exposure to abrasion, impact, and harsh conditions causes rapid wear and tear of machinery parts. This not only leads to frequent downtime and maintenance but also escalates