Predictive maintenance conducts actions according to the prognostic state of machinery, which can be demonstrated by a model. Due this characteristic, choosing proper model for describing machinery is important. Among various model-based approaches, we address an artificial intelligence (AI) approach uses AI models obtained from collected data. Specifically, optimize design parameters predictiv...