Paper machine maintenance plays a critical role in ensuring operational efficiency, product quality, and long-term profitability in the pulp and paper industry. Due to the harsh operating conditions—such as continuous exposure to heat, moisture, mechanical stress, and chemical processes—paper machines are highly susceptible to sudden