The global economy and our daily routines are deeply intertwined with the oil and gas industry, a key sector that fuels our modern lifestyle. This multi-billion-dollar industry influences many facets of life, making it essential to properly maintain the complex equipment and specialized machinery that keep the entire supply chain functioning without interruption. In the oil and gas sector, harsh operating conditions are common, from extreme temperatures to abrasive particles. Equipment components must be able to endure these conditions while performing safely and efficiently. To meet these challenges, operators use preventive maintenance (PM), which involves regularly scheduled upkeep based on usage or time intervals. PM activities include replacing parts, making…