Power plant performance can decrease along with its life span, and move away from the design commissioning targets. Maintenance issues, operational practices, market restrictions, financial objectives may lead to that behavior, knowledge of appropriate actions could support system retake original performance. This paper applies unsupervised machine learning techniques identify operating pattern...