“…The reliability of a machine is significantly influenced by various factors, including usage intensity, environmental conditions, maintenance practices, skill and training, component quality and reliability, proactive vs. reactive maintenance, age and usage history, documentation and record-keeping, availability of spare parts, and continuous improvement and feedback [28]. Usage intensity is a significant factor, as machines that are used heavily or continuously are more prone to wear and tear, requiring more frequent maintenance [29].…”