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Industrial systems experience unexpected equipment failures leading to production downtime, high maintenance costs, safety risks and low equipment lifespan. Traditional maintenance approaches, such as reactive and preventive maintenance, are often inefficient because they either respond after failure or rely on fixed schedules that may not reflect actual equipment conditions.